[2026-02-10T20:15:03.973407] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2026-02-10T20:15:04.147733] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2026-02-10T20:15:04.320369] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2026-02-10T20:15:04.489168] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2026-02-10T20:15:04.489467] [WARN ] [STATE     ] State set to: WAITING
[2026-02-10T20:15:04.489524] [INFO ] [STATE     ] Checking TDM service status...
[2026-02-10T20:15:04.560627] [WARN ] [tdm-status] Service 'tdm' is not running.
[2026-02-10T20:15:04.565381] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2026-02-10), and is a dependency of this service.
[2026-02-10T20:15:04.639455] [WARN ] [sig-status] Service 'sig' is not running.
[2026-02-10T20:15:04.680744] [WARN ] [sap-status] Service 'sap' is not running.
[2026-02-10T20:15:04.713662] [WARN ] [exp-status] Service 'exp' is not running.
[2026-02-10T20:15:04.713885] [WARN ] [STATE     ] State set to: RUNNING
[2026-02-10T20:15:04.713950] [INFO ] [CACHE     ] Starting cache update
[2026-02-10T20:15:04.713991] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2026-02-10T20:15:04.717692] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2026-02-10T20:15:04.717956] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2026-02-10T20:15:04.718000] [INFO ] [CACHE     ] Cache update completed successfully
[2026-02-10T20:15:04.718031] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2026-02-10T20:15:04.718090] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2026-02-10T20:15:04.790125] [DEBUG] [REMOTE    ] Fetched 3417 unique symbols from directory listing.
[2026-02-10T20:15:04.802435] [INFO ] [sig       ] Skipping 3417 symbols with existing configuration
[2026-02-10T20:15:04.802593] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2026-02-10T20:15:04.803791] [INFO ] [sig       ] Generating forecasts for all active symbols
[2026-02-10T20:15:04.803841] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2026-02-10T20:15:04.913897] [DEBUG] [REMOTE    ] Fetched 3417 unique symbols from directory listing.
[2026-02-10T20:15:04.918075] [INFO ] [sig       ] Found 3417 active symbols to forecast
[2026-02-10T20:15:04.920929] [INFO ] [sig       ] [1/3417] Forecasting A...
[2026-02-10T20:15:04.920983] [INFO ] [sig       ] Generating forecast for: A
[2026-02-10T20:15:04.921020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2026-02-10T20:15:04.933080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2026-02-10T20:15:04.933376] [INFO ] [FORECASTER] Starting predict_future for A
[2026-02-10T20:15:04.934302] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2026-02-10T20:15:04.934357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:04.934390] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:04.934417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:04.934475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:04.992516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:04.993255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:04.993350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:04.993383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:05.127420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:05.127561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:05.127620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:05.127675] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:05.131412] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2026-02-10T20:15:05.131737] [INFO ] [FORECASTER] Completed predict_future for A
[2026-02-10T20:15:05.131883] [INFO ] [sig       ] A: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:05.277304] [INFO ] [LOCAL     ] Saved forecast: A	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/A.txt
[2026-02-10T20:15:05.277463] [INFO ] [sig       ] [1/3417] Completed A in 0.4s | 2.80 sym/s | Total: 0.4s | ETA: 20.3m
[2026-02-10T20:15:05.277506] [INFO ] [sig       ] [2/3417] Forecasting AAL...
[2026-02-10T20:15:05.277537] [INFO ] [sig       ] Generating forecast for: AAL
[2026-02-10T20:15:05.277590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2026-02-10T20:15:05.293904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2026-02-10T20:15:05.294194] [INFO ] [FORECASTER] Starting predict_future for AAL
[2026-02-10T20:15:05.295040] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2026-02-10T20:15:05.295093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:05.295126] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:05.295154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:05.295213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:05.351774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:05.352431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:05.352523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:05.352557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:05.474031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:05.474153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:05.474190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:05.474219] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:05.477557] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2026-02-10T20:15:05.477861] [INFO ] [FORECASTER] Completed predict_future for AAL
[2026-02-10T20:15:05.477995] [INFO ] [sig       ] AAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:05.621961] [INFO ] [LOCAL     ] Saved forecast: AAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAL.txt
[2026-02-10T20:15:05.622133] [INFO ] [sig       ] [2/3417] Completed AAL in 0.3s | 2.85 sym/s | Total: 0.7s | ETA: 20.0m
[2026-02-10T20:15:05.622176] [INFO ] [sig       ] [3/3417] Forecasting AAOI...
[2026-02-10T20:15:05.622205] [INFO ] [sig       ] Generating forecast for: AAOI
[2026-02-10T20:15:05.622236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2026-02-10T20:15:05.633993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2026-02-10T20:15:05.634307] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2026-02-10T20:15:05.635154] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2026-02-10T20:15:05.635209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:05.635242] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:05.635271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:05.635329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:05.691502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:05.692224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:05.692334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:05.692381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:05.817696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:05.817863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:05.817906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:05.817935] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:05.821793] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2026-02-10T20:15:05.822083] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2026-02-10T20:15:05.822223] [INFO ] [sig       ] AAOI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:05.963704] [INFO ] [LOCAL     ] Saved forecast: AAOI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAOI.txt
[2026-02-10T20:15:05.963853] [INFO ] [sig       ] [3/3417] Completed AAOI in 0.3s | 2.88 sym/s | Total: 1.0s | ETA: 19.8m
[2026-02-10T20:15:05.963892] [INFO ] [sig       ] [4/3417] Forecasting AAON...
[2026-02-10T20:15:05.963922] [INFO ] [sig       ] Generating forecast for: AAON
[2026-02-10T20:15:05.963953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2026-02-10T20:15:05.976070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2026-02-10T20:15:05.976475] [INFO ] [FORECASTER] Starting predict_future for AAON
[2026-02-10T20:15:05.977331] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2026-02-10T20:15:05.977385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:05.977418] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:05.977445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:05.977502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:06.039635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:06.040655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:06.040738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:06.040771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:06.156936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:06.157103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:06.157143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:06.157172] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:06.160899] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2026-02-10T20:15:06.161199] [INFO ] [FORECASTER] Completed predict_future for AAON
[2026-02-10T20:15:06.161343] [INFO ] [sig       ] AAON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:06.304795] [INFO ] [LOCAL     ] Saved forecast: AAON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAON.txt
[2026-02-10T20:15:06.304933] [INFO ] [sig       ] [4/3417] Completed AAON in 0.3s | 2.89 sym/s | Total: 1.4s | ETA: 19.7m
[2026-02-10T20:15:06.304973] [INFO ] [sig       ] [5/3417] Forecasting AAP...
[2026-02-10T20:15:06.305005] [INFO ] [sig       ] Generating forecast for: AAP
[2026-02-10T20:15:06.305036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2026-02-10T20:15:06.318347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2026-02-10T20:15:06.318836] [INFO ] [FORECASTER] Starting predict_future for AAP
[2026-02-10T20:15:06.319687] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2026-02-10T20:15:06.319741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:06.319772] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:06.319808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:06.319867] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:06.379637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:06.380474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:06.380561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:06.380613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:06.507676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:06.507840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:06.507882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:06.507913] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:06.511454] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2026-02-10T20:15:06.511756] [INFO ] [FORECASTER] Completed predict_future for AAP
[2026-02-10T20:15:06.511891] [INFO ] [sig       ] AAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:06.652171] [INFO ] [LOCAL     ] Saved forecast: AAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAP.txt
[2026-02-10T20:15:06.652322] [INFO ] [sig       ] [5/3417] Completed AAP in 0.3s | 2.89 sym/s | Total: 1.7s | ETA: 19.7m
[2026-02-10T20:15:06.652364] [INFO ] [sig       ] [6/3417] Forecasting AAPB...
[2026-02-10T20:15:06.652395] [INFO ] [sig       ] Generating forecast for: AAPB
[2026-02-10T20:15:06.652427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2026-02-10T20:15:06.664410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2026-02-10T20:15:06.664742] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2026-02-10T20:15:06.665548] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2026-02-10T20:15:06.665621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:06.665657] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:06.665686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:06.665743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:06.724395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:06.725210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:06.725298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:06.725331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:06.848109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:06.848308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:06.848356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:06.848387] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:06.851952] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2026-02-10T20:15:06.852247] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2026-02-10T20:15:06.852383] [INFO ] [sig       ] AAPB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:06.993176] [INFO ] [LOCAL     ] Saved forecast: AAPB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAPB.txt
[2026-02-10T20:15:06.993362] [INFO ] [sig       ] [6/3417] Completed AAPB in 0.3s | 2.90 sym/s | Total: 2.1s | ETA: 19.6m
[2026-02-10T20:15:06.993404] [INFO ] [sig       ] [7/3417] Forecasting AAPD...
[2026-02-10T20:15:06.993434] [INFO ] [sig       ] Generating forecast for: AAPD
[2026-02-10T20:15:06.993467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2026-02-10T20:15:07.005294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2026-02-10T20:15:07.005642] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2026-02-10T20:15:07.006440] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2026-02-10T20:15:07.006493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:07.006527] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:07.006555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:07.006632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:07.063867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:07.064624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:07.064710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:07.064744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:07.188188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:07.188349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:07.188392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:07.188423] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:07.192033] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2026-02-10T20:15:07.192328] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2026-02-10T20:15:07.192462] [INFO ] [sig       ] AAPD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:07.335222] [INFO ] [LOCAL     ] Saved forecast: AAPD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAPD.txt
[2026-02-10T20:15:07.335359] [INFO ] [sig       ] [7/3417] Completed AAPD in 0.3s | 2.90 sym/s | Total: 2.4s | ETA: 19.6m
[2026-02-10T20:15:07.335398] [INFO ] [sig       ] [8/3417] Forecasting AAPL...
[2026-02-10T20:15:07.335428] [INFO ] [sig       ] Generating forecast for: AAPL
[2026-02-10T20:15:07.335459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2026-02-10T20:15:07.347561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2026-02-10T20:15:07.347871] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2026-02-10T20:15:07.348815] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2026-02-10T20:15:07.348870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:07.348904] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:07.348933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:07.348993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:07.409058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:07.409955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:07.410045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:07.410079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:07.536814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:07.536971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:07.537021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:07.537051] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:07.540662] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=25.56%)
[2026-02-10T20:15:07.540961] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2026-02-10T20:15:07.541097] [INFO ] [sig       ] AAPL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:07.686251] [INFO ] [LOCAL     ] Saved forecast: AAPL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AAPL.txt
[2026-02-10T20:15:07.686399] [INFO ] [sig       ] [8/3417] Completed AAPL in 0.4s | 2.89 sym/s | Total: 2.8s | ETA: 19.6m
[2026-02-10T20:15:07.686439] [INFO ] [sig       ] [9/3417] Forecasting AAXJ...
[2026-02-10T20:15:07.686469] [INFO ] [sig       ] Generating forecast for: AAXJ
[2026-02-10T20:15:07.686505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2026-02-10T20:15:07.699087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2026-02-10T20:15:07.699378] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2026-02-10T20:15:07.700221] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2026-02-10T20:15:07.700279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:07.700314] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:07.700344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:07.700403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:07.760702] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:07.761488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:07.761596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:07.761634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:07.894600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:07.894767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:07.894810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:07.894840] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:07.898599] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2026-02-10T20:15:07.898900] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2026-02-10T20:15:07.899040] [INFO ] [sig       ] AAXJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:08.043311] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AAXJ.txt
[2026-02-10T20:15:08.043448] [INFO ] [sig       ] [9/3417] Completed AAXJ in 0.4s | 2.88 sym/s | Total: 3.1s | ETA: 19.7m
[2026-02-10T20:15:08.043487] [INFO ] [sig       ] [10/3417] Forecasting AB...
[2026-02-10T20:15:08.043517] [INFO ] [sig       ] Generating forecast for: AB
[2026-02-10T20:15:08.043547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2026-02-10T20:15:08.056485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2026-02-10T20:15:08.056868] [INFO ] [FORECASTER] Starting predict_future for AB
[2026-02-10T20:15:08.057744] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2026-02-10T20:15:08.057799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:08.057871] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:08.057901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:08.057961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:08.116094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:08.117157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:08.117274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:08.117326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:08.240212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:08.240391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:08.240452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:08.240486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:08.244132] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2026-02-10T20:15:08.244433] [INFO ] [FORECASTER] Completed predict_future for AB
[2026-02-10T20:15:08.244597] [INFO ] [sig       ] AB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:08.384269] [INFO ] [LOCAL     ] Saved forecast: AB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AB.txt
[2026-02-10T20:15:08.384430] [INFO ] [sig       ] [10/3417] Completed AB in 0.3s | 2.89 sym/s | Total: 3.5s | ETA: 19.7m
[2026-02-10T20:15:08.384471] [INFO ] [sig       ] [11/3417] Forecasting ABCB...
[2026-02-10T20:15:08.384502] [INFO ] [sig       ] Generating forecast for: ABCB
[2026-02-10T20:15:08.384532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2026-02-10T20:15:08.396210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2026-02-10T20:15:08.396522] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2026-02-10T20:15:08.397325] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2026-02-10T20:15:08.397390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:08.397429] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:08.397462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:08.397526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:08.454422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:08.455345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:08.455434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:08.455467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:08.580235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:08.580400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:08.580443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:08.580472] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:08.583958] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2026-02-10T20:15:08.584256] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2026-02-10T20:15:08.584398] [INFO ] [sig       ] ABCB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:08.727207] [INFO ] [LOCAL     ] Saved forecast: ABCB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABCB.txt
[2026-02-10T20:15:08.727367] [INFO ] [sig       ] [11/3417] Completed ABCB in 0.3s | 2.89 sym/s | Total: 3.8s | ETA: 19.6m
[2026-02-10T20:15:08.727408] [INFO ] [sig       ] [12/3417] Forecasting ABCL...
[2026-02-10T20:15:08.727438] [INFO ] [sig       ] Generating forecast for: ABCL
[2026-02-10T20:15:08.727467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2026-02-10T20:15:08.739488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2026-02-10T20:15:08.739873] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2026-02-10T20:15:08.740739] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2026-02-10T20:15:08.740793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:08.740826] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:08.740853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:08.740910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:08.797325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:08.798351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:08.798447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:08.798480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:08.970720] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:08.970926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:08.970970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:08.971000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:08.975646] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2026-02-10T20:15:08.976130] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2026-02-10T20:15:08.976325] [INFO ] [sig       ] ABCL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:09.160928] [INFO ] [LOCAL     ] Saved forecast: ABCL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ABCL.txt
[2026-02-10T20:15:09.161108] [INFO ] [sig       ] [12/3417] Completed ABCL in 0.4s | 2.83 sym/s | Total: 4.2s | ETA: 20.1m
[2026-02-10T20:15:09.161151] [INFO ] [sig       ] [13/3417] Forecasting ABEO...
[2026-02-10T20:15:09.161182] [INFO ] [sig       ] Generating forecast for: ABEO
[2026-02-10T20:15:09.161213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2026-02-10T20:15:09.180291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2026-02-10T20:15:09.181806] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2026-02-10T20:15:09.183590] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2026-02-10T20:15:09.183686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:09.183720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:09.183747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:09.183807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:09.275173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:09.276512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:09.276663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:09.276717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:09.455621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:09.455821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:09.455879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:09.455963] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:09.460830] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2026-02-10T20:15:09.461368] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2026-02-10T20:15:09.461631] [INFO ] [sig       ] ABEO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:09.647098] [INFO ] [LOCAL     ] Saved forecast: ABEO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABEO.txt
[2026-02-10T20:15:09.647284] [INFO ] [sig       ] [13/3417] Completed ABEO in 0.5s | 2.75 sym/s | Total: 4.7s | ETA: 20.6m
[2026-02-10T20:15:09.647328] [INFO ] [sig       ] [14/3417] Forecasting ABG...
[2026-02-10T20:15:09.647360] [INFO ] [sig       ] Generating forecast for: ABG
[2026-02-10T20:15:09.647392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2026-02-10T20:15:09.744335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2026-02-10T20:15:09.744779] [INFO ] [FORECASTER] Starting predict_future for ABG
[2026-02-10T20:15:09.745827] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2026-02-10T20:15:09.745885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:09.745921] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:09.745950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:09.746008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:09.809258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:09.810356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:09.810462] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:09.810514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:09.977262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:09.977481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:09.977550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:09.977628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:09.983269] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=43.09%)
[2026-02-10T20:15:09.983880] [INFO ] [FORECASTER] Completed predict_future for ABG
[2026-02-10T20:15:09.984117] [INFO ] [sig       ] ABG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:10.179614] [INFO ] [LOCAL     ] Saved forecast: ABG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABG.txt
[2026-02-10T20:15:10.179874] [INFO ] [sig       ] [14/3417] Completed ABG in 0.5s | 2.66 sym/s | Total: 5.3s | ETA: 21.3m
[2026-02-10T20:15:10.179936] [INFO ] [sig       ] [15/3417] Forecasting ABM...
[2026-02-10T20:15:10.179981] [INFO ] [sig       ] Generating forecast for: ABM
[2026-02-10T20:15:10.180025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2026-02-10T20:15:10.197768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2026-02-10T20:15:10.198328] [INFO ] [FORECASTER] Starting predict_future for ABM
[2026-02-10T20:15:10.199660] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2026-02-10T20:15:10.199747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:10.199801] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:10.199847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:10.199943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:10.272704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:10.273702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:10.273800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:10.273834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:10.400010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:10.400177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:10.400217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:10.400246] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:10.403833] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2026-02-10T20:15:10.404130] [INFO ] [FORECASTER] Completed predict_future for ABM
[2026-02-10T20:15:10.404268] [INFO ] [sig       ] ABM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:10.576765] [INFO ] [LOCAL     ] Saved forecast: ABM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ABM.txt
[2026-02-10T20:15:10.576971] [INFO ] [sig       ] [15/3417] Completed ABM in 0.4s | 2.65 sym/s | Total: 5.7s | ETA: 21.4m
[2026-02-10T20:15:10.577016] [INFO ] [sig       ] [16/3417] Forecasting ABNB...
[2026-02-10T20:15:10.577047] [INFO ] [sig       ] Generating forecast for: ABNB
[2026-02-10T20:15:10.577079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2026-02-10T20:15:10.591776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2026-02-10T20:15:10.592373] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2026-02-10T20:15:10.593472] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2026-02-10T20:15:10.593534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:10.593567] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:10.593804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:10.593863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:10.652037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:10.652976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:10.653063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:10.653096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:10.775944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:10.776105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:10.776144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:10.776172] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:10.779715] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2026-02-10T20:15:10.780022] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2026-02-10T20:15:10.780160] [INFO ] [sig       ] ABNB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:10.926029] [INFO ] [LOCAL     ] Saved forecast: ABNB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABNB.txt
[2026-02-10T20:15:10.926194] [INFO ] [sig       ] [16/3417] Completed ABNB in 0.3s | 2.66 sym/s | Total: 6.0s | ETA: 21.3m
[2026-02-10T20:15:10.926236] [INFO ] [sig       ] [17/3417] Forecasting ABOS...
[2026-02-10T20:15:10.926267] [INFO ] [sig       ] Generating forecast for: ABOS
[2026-02-10T20:15:10.926297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2026-02-10T20:15:10.939877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2026-02-10T20:15:10.940285] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2026-02-10T20:15:10.941294] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2026-02-10T20:15:10.941348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:10.941380] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:10.941407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:10.941464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:11.000018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:11.000901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:11.000987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:11.001020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:11.123428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:11.123601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:11.123646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:11.123674] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:11.127190] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2026-02-10T20:15:11.127497] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2026-02-10T20:15:11.127654] [INFO ] [sig       ] ABOS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:11.272369] [INFO ] [LOCAL     ] Saved forecast: ABOS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ABOS.txt
[2026-02-10T20:15:11.272544] [INFO ] [sig       ] [17/3417] Completed ABOS in 0.3s | 2.68 sym/s | Total: 6.4s | ETA: 21.2m
[2026-02-10T20:15:11.272604] [INFO ] [sig       ] [18/3417] Forecasting ABSI...
[2026-02-10T20:15:11.272637] [INFO ] [sig       ] Generating forecast for: ABSI
[2026-02-10T20:15:11.272667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2026-02-10T20:15:11.285033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2026-02-10T20:15:11.285328] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2026-02-10T20:15:11.286174] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2026-02-10T20:15:11.286228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:11.286269] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:11.286297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:11.286353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:11.343528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:11.344439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:11.344539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:11.344590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:11.462223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:11.462385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:11.462424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:11.462453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:11.465948] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2026-02-10T20:15:11.466229] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2026-02-10T20:15:11.466360] [INFO ] [sig       ] ABSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:11.607679] [INFO ] [LOCAL     ] Saved forecast: ABSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABSI.txt
[2026-02-10T20:15:11.607839] [INFO ] [sig       ] [18/3417] Completed ABSI in 0.3s | 2.69 sym/s | Total: 6.7s | ETA: 21.0m
[2026-02-10T20:15:11.607880] [INFO ] [sig       ] [19/3417] Forecasting ABUS...
[2026-02-10T20:15:11.607911] [INFO ] [sig       ] Generating forecast for: ABUS
[2026-02-10T20:15:11.607941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2026-02-10T20:15:11.619868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2026-02-10T20:15:11.620190] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2026-02-10T20:15:11.621027] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2026-02-10T20:15:11.621081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:11.621113] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:11.621140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:11.621201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:11.678838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:11.679678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:11.679761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:11.679793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:11.806685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:11.806847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:11.806889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:11.806918] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:11.810439] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2026-02-10T20:15:11.810752] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2026-02-10T20:15:11.810889] [INFO ] [sig       ] ABUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:11.951275] [INFO ] [LOCAL     ] Saved forecast: ABUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ABUS.txt
[2026-02-10T20:15:11.951423] [INFO ] [sig       ] [19/3417] Completed ABUS in 0.3s | 2.70 sym/s | Total: 7.0s | ETA: 21.0m
[2026-02-10T20:15:11.951467] [INFO ] [sig       ] [20/3417] Forecasting ABVC...
[2026-02-10T20:15:11.951498] [INFO ] [sig       ] Generating forecast for: ABVC
[2026-02-10T20:15:11.951527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2026-02-10T20:15:11.963274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2026-02-10T20:15:11.963561] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2026-02-10T20:15:11.964357] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2026-02-10T20:15:11.964409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:11.964441] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:11.964469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:11.964526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:12.021649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:12.022369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:12.022480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:12.022514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:12.144060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:12.144218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:12.144258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:12.144288] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:12.147786] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2026-02-10T20:15:12.148079] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2026-02-10T20:15:12.148213] [INFO ] [sig       ] ABVC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:12.289312] [INFO ] [LOCAL     ] Saved forecast: ABVC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABVC.txt
[2026-02-10T20:15:12.289477] [INFO ] [sig       ] [20/3417] Completed ABVC in 0.3s | 2.71 sym/s | Total: 7.4s | ETA: 20.9m
[2026-02-10T20:15:12.289520] [INFO ] [sig       ] [21/3417] Forecasting ABVE...
[2026-02-10T20:15:12.289553] [INFO ] [sig       ] Generating forecast for: ABVE
[2026-02-10T20:15:12.289606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2026-02-10T20:15:12.302551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2026-02-10T20:15:12.303076] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2026-02-10T20:15:12.304144] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2026-02-10T20:15:12.304212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:12.304259] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:12.304293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:12.304372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:12.366344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:12.367144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:12.367230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:12.367264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:12.496940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:12.497102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:12.497146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:12.497178] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:12.500868] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2026-02-10T20:15:12.501218] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2026-02-10T20:15:12.501369] [INFO ] [sig       ] ABVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:12.650436] [INFO ] [LOCAL     ] Saved forecast: ABVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABVE.txt
[2026-02-10T20:15:12.650650] [INFO ] [sig       ] [21/3417] Completed ABVE in 0.4s | 2.72 sym/s | Total: 7.7s | ETA: 20.8m
[2026-02-10T20:15:12.650715] [INFO ] [sig       ] [22/3417] Forecasting ABVX...
[2026-02-10T20:15:12.650752] [INFO ] [sig       ] Generating forecast for: ABVX
[2026-02-10T20:15:12.650789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2026-02-10T20:15:12.662691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2026-02-10T20:15:12.663049] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2026-02-10T20:15:12.663898] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2026-02-10T20:15:12.663953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:12.663985] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:12.664013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:12.664070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:12.726759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:12.727649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:12.727746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:12.727800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:12.851533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:12.851716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:12.851758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:12.851790] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:12.855508] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2026-02-10T20:15:12.855826] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2026-02-10T20:15:12.855968] [INFO ] [sig       ] ABVX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:13.001016] [INFO ] [LOCAL     ] Saved forecast: ABVX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ABVX.txt
[2026-02-10T20:15:13.001169] [INFO ] [sig       ] [22/3417] Completed ABVX in 0.4s | 2.72 sym/s | Total: 8.1s | ETA: 20.8m
[2026-02-10T20:15:13.001211] [INFO ] [sig       ] [23/3417] Forecasting ACA...
[2026-02-10T20:15:13.001244] [INFO ] [sig       ] Generating forecast for: ACA
[2026-02-10T20:15:13.001276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2026-02-10T20:15:13.013622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2026-02-10T20:15:13.014000] [INFO ] [FORECASTER] Starting predict_future for ACA
[2026-02-10T20:15:13.014848] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2026-02-10T20:15:13.014903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:13.014937] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:13.014965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:13.015022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:13.078213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:13.079182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:13.079272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:13.079307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:13.202521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:13.202701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:13.202740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:13.202769] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:13.206313] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2026-02-10T20:15:13.206637] [INFO ] [FORECASTER] Completed predict_future for ACA
[2026-02-10T20:15:13.206791] [INFO ] [sig       ] ACA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:13.345898] [INFO ] [LOCAL     ] Saved forecast: ACA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACA.txt
[2026-02-10T20:15:13.346068] [INFO ] [sig       ] [23/3417] Completed ACA in 0.3s | 2.73 sym/s | Total: 8.4s | ETA: 20.7m
[2026-02-10T20:15:13.346109] [INFO ] [sig       ] [24/3417] Forecasting ACAD...
[2026-02-10T20:15:13.346137] [INFO ] [sig       ] Generating forecast for: ACAD
[2026-02-10T20:15:13.346168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2026-02-10T20:15:13.358254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2026-02-10T20:15:13.358628] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2026-02-10T20:15:13.359417] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2026-02-10T20:15:13.359482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:13.359522] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:13.359555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:13.359645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:13.416655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:13.417367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:13.417461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:13.417501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:13.538011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:13.538192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:13.538234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:13.538263] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:13.541731] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2026-02-10T20:15:13.542019] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2026-02-10T20:15:13.542150] [INFO ] [sig       ] ACAD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:13.684960] [INFO ] [LOCAL     ] Saved forecast: ACAD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACAD.txt
[2026-02-10T20:15:13.685149] [INFO ] [sig       ] [24/3417] Completed ACAD in 0.3s | 2.74 sym/s | Total: 8.8s | ETA: 20.7m
[2026-02-10T20:15:13.685204] [INFO ] [sig       ] [25/3417] Forecasting ACB...
[2026-02-10T20:15:13.685238] [INFO ] [sig       ] Generating forecast for: ACB
[2026-02-10T20:15:13.685269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2026-02-10T20:15:13.697169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2026-02-10T20:15:13.697485] [INFO ] [FORECASTER] Starting predict_future for ACB
[2026-02-10T20:15:13.698431] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2026-02-10T20:15:13.698487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:13.698521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:13.698548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:13.698639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:13.759380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:13.760257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:13.760350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:13.760389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:13.889117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:13.889278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:13.889320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:13.889366] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:13.893120] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2026-02-10T20:15:13.893424] [INFO ] [FORECASTER] Completed predict_future for ACB
[2026-02-10T20:15:13.893566] [INFO ] [sig       ] ACB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:14.043564] [INFO ] [LOCAL     ] Saved forecast: ACB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACB.txt
[2026-02-10T20:15:14.043742] [INFO ] [sig       ] [25/3417] Completed ACB in 0.4s | 2.74 sym/s | Total: 9.1s | ETA: 20.6m
[2026-02-10T20:15:14.043785] [INFO ] [sig       ] [26/3417] Forecasting ACCO...
[2026-02-10T20:15:14.043815] [INFO ] [sig       ] Generating forecast for: ACCO
[2026-02-10T20:15:14.043848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2026-02-10T20:15:14.055958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2026-02-10T20:15:14.056312] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2026-02-10T20:15:14.057204] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2026-02-10T20:15:14.057259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:14.057293] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:14.057322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:14.057380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:14.120082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:14.120957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:14.121045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:14.121079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:14.253561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:14.253751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:14.253807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:14.253854] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:14.257668] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2026-02-10T20:15:14.257966] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2026-02-10T20:15:14.258122] [INFO ] [sig       ] ACCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:14.406539] [INFO ] [LOCAL     ] Saved forecast: ACCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACCO.txt
[2026-02-10T20:15:14.406721] [INFO ] [sig       ] [26/3417] Completed ACCO in 0.4s | 2.74 sym/s | Total: 9.5s | ETA: 20.6m
[2026-02-10T20:15:14.406770] [INFO ] [sig       ] [27/3417] Forecasting ACDC...
[2026-02-10T20:15:14.406802] [INFO ] [sig       ] Generating forecast for: ACDC
[2026-02-10T20:15:14.406833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2026-02-10T20:15:14.419141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2026-02-10T20:15:14.419522] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2026-02-10T20:15:14.420422] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2026-02-10T20:15:14.420480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:14.420557] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:14.420608] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:14.420670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:14.484815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:14.485730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:14.485839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:14.485890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:14.605230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:14.605395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:14.605436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:14.605466] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:14.609258] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=77.22%)
[2026-02-10T20:15:14.609561] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2026-02-10T20:15:14.609721] [INFO ] [sig       ] ACDC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:14.757917] [INFO ] [LOCAL     ] Saved forecast: ACDC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACDC.txt
[2026-02-10T20:15:14.758096] [INFO ] [sig       ] [27/3417] Completed ACDC in 0.4s | 2.74 sym/s | Total: 9.8s | ETA: 20.6m
[2026-02-10T20:15:14.758141] [INFO ] [sig       ] [28/3417] Forecasting ACEL...
[2026-02-10T20:15:14.758173] [INFO ] [sig       ] Generating forecast for: ACEL
[2026-02-10T20:15:14.758204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2026-02-10T20:15:14.770822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2026-02-10T20:15:14.771189] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2026-02-10T20:15:14.772087] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2026-02-10T20:15:14.772142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:14.772174] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:14.772201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:14.772258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:14.837223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:14.838151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:14.838256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:14.838292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:14.966678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:14.966842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:14.966884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:14.966915] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:14.970718] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2026-02-10T20:15:14.971051] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2026-02-10T20:15:14.971197] [INFO ] [sig       ] ACEL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:15.121975] [INFO ] [LOCAL     ] Saved forecast: ACEL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACEL.txt
[2026-02-10T20:15:15.122118] [INFO ] [sig       ] [28/3417] Completed ACEL in 0.4s | 2.74 sym/s | Total: 10.2s | ETA: 20.6m
[2026-02-10T20:15:15.122158] [INFO ] [sig       ] [29/3417] Forecasting ACGL...
[2026-02-10T20:15:15.122189] [INFO ] [sig       ] Generating forecast for: ACGL
[2026-02-10T20:15:15.122220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2026-02-10T20:15:15.134666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2026-02-10T20:15:15.135082] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2026-02-10T20:15:15.135932] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2026-02-10T20:15:15.135987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:15.136021] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:15.136059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:15.136118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:15.193937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:15.194939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:15.195028] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:15.195061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:15.317149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:15.317308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:15.317348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:15.317377] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:15.321005] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=42.21%)
[2026-02-10T20:15:15.321297] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2026-02-10T20:15:15.321435] [INFO ] [sig       ] ACGL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:15.519744] [INFO ] [LOCAL     ] Saved forecast: ACGL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACGL.txt
[2026-02-10T20:15:15.520095] [INFO ] [sig       ] [29/3417] Completed ACGL in 0.4s | 2.74 sym/s | Total: 10.6s | ETA: 20.6m
[2026-02-10T20:15:15.520138] [INFO ] [sig       ] [30/3417] Forecasting ACGLN...
[2026-02-10T20:15:15.520169] [INFO ] [sig       ] Generating forecast for: ACGLN
[2026-02-10T20:15:15.520202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2026-02-10T20:15:15.533273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2026-02-10T20:15:15.533689] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2026-02-10T20:15:15.534494] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2026-02-10T20:15:15.534548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:15.534609] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:15.534640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:15.534696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:15.600799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:15.601762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:15.601856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:15.601890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:15.728657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:15.728821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:15.728871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:15.728934] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:15.732493] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2026-02-10T20:15:15.732805] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2026-02-10T20:15:15.732973] [INFO ] [sig       ] ACGLN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:15.879186] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACGLN.txt
[2026-02-10T20:15:15.879351] [INFO ] [sig       ] [30/3417] Completed ACGLN in 0.4s | 2.74 sym/s | Total: 11.0s | ETA: 20.6m
[2026-02-10T20:15:15.879393] [INFO ] [sig       ] [31/3417] Forecasting ACGLO...
[2026-02-10T20:15:15.879424] [INFO ] [sig       ] Generating forecast for: ACGLO
[2026-02-10T20:15:15.879457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2026-02-10T20:15:15.891473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2026-02-10T20:15:15.891902] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2026-02-10T20:15:15.892785] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2026-02-10T20:15:15.892841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:15.892874] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:15.892900] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:15.892956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:15.954868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:15.955725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:15.955814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:15.955849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:16.083427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:16.083600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:16.083645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:16.083675] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:16.087204] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2026-02-10T20:15:16.087488] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2026-02-10T20:15:16.087653] [INFO ] [sig       ] ACGLO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:16.239896] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACGLO.txt
[2026-02-10T20:15:16.240059] [INFO ] [sig       ] [31/3417] Completed ACGLO in 0.4s | 2.74 sym/s | Total: 11.3s | ETA: 20.6m
[2026-02-10T20:15:16.240101] [INFO ] [sig       ] [32/3417] Forecasting ACHC...
[2026-02-10T20:15:16.240131] [INFO ] [sig       ] Generating forecast for: ACHC
[2026-02-10T20:15:16.240163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2026-02-10T20:15:16.252257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2026-02-10T20:15:16.252646] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2026-02-10T20:15:16.253499] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2026-02-10T20:15:16.253565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:16.253626] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:16.253655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:16.253713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:16.313616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:16.314355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:16.314440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:16.314474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:16.437775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:16.437933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:16.437973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:16.438004] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:16.441461] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2026-02-10T20:15:16.441762] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2026-02-10T20:15:16.441897] [INFO ] [sig       ] ACHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:16.590707] [INFO ] [LOCAL     ] Saved forecast: ACHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACHC.txt
[2026-02-10T20:15:16.590863] [INFO ] [sig       ] [32/3417] Completed ACHC in 0.4s | 2.74 sym/s | Total: 11.7s | ETA: 20.6m
[2026-02-10T20:15:16.590906] [INFO ] [sig       ] [33/3417] Forecasting ACI...
[2026-02-10T20:15:16.590943] [INFO ] [sig       ] Generating forecast for: ACI
[2026-02-10T20:15:16.590980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2026-02-10T20:15:16.603214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2026-02-10T20:15:16.603604] [INFO ] [FORECASTER] Starting predict_future for ACI
[2026-02-10T20:15:16.604449] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2026-02-10T20:15:16.604503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:16.604536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:16.604564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:16.604650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:16.662829] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:16.663703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:16.663809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:16.663842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:16.785197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:16.785364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:16.785404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:16.785433] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:16.789309] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2026-02-10T20:15:16.789615] [INFO ] [FORECASTER] Completed predict_future for ACI
[2026-02-10T20:15:16.789752] [INFO ] [sig       ] ACI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:16.931857] [INFO ] [LOCAL     ] Saved forecast: ACI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACI.txt
[2026-02-10T20:15:16.932004] [INFO ] [sig       ] [33/3417] Completed ACI in 0.3s | 2.75 sym/s | Total: 12.0s | ETA: 20.5m
[2026-02-10T20:15:16.932043] [INFO ] [sig       ] [34/3417] Forecasting ACIC...
[2026-02-10T20:15:16.932073] [INFO ] [sig       ] Generating forecast for: ACIC
[2026-02-10T20:15:16.932104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2026-02-10T20:15:16.943254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2026-02-10T20:15:16.943591] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2026-02-10T20:15:16.944396] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2026-02-10T20:15:16.944449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:16.944480] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:16.944507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:16.944586] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:17.002451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:17.003298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:17.003383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:17.003416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:17.126072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:17.126253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:17.126299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:17.126342] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:17.130016] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2026-02-10T20:15:17.130366] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2026-02-10T20:15:17.130534] [INFO ] [sig       ] ACIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:17.280404] [INFO ] [LOCAL     ] Saved forecast: ACIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACIC.txt
[2026-02-10T20:15:17.280593] [INFO ] [sig       ] [34/3417] Completed ACIC in 0.3s | 2.75 sym/s | Total: 12.4s | ETA: 20.5m
[2026-02-10T20:15:17.280643] [INFO ] [sig       ] [35/3417] Forecasting ACLS...
[2026-02-10T20:15:17.280674] [INFO ] [sig       ] Generating forecast for: ACLS
[2026-02-10T20:15:17.280706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2026-02-10T20:15:17.291362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2026-02-10T20:15:17.291714] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2026-02-10T20:15:17.292520] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2026-02-10T20:15:17.292598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:17.292635] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:17.292663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:17.292721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:17.353889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:17.354737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:17.354824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:17.354859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:17.486704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:17.486873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:17.486929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:17.486976] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:17.490823] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2026-02-10T20:15:17.491135] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2026-02-10T20:15:17.491278] [INFO ] [sig       ] ACLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:17.640999] [INFO ] [LOCAL     ] Saved forecast: ACLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACLS.txt
[2026-02-10T20:15:17.641152] [INFO ] [sig       ] [35/3417] Completed ACLS in 0.4s | 2.75 sym/s | Total: 12.7s | ETA: 20.5m
[2026-02-10T20:15:17.641193] [INFO ] [sig       ] [36/3417] Forecasting ACLX...
[2026-02-10T20:15:17.641223] [INFO ] [sig       ] Generating forecast for: ACLX
[2026-02-10T20:15:17.641253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2026-02-10T20:15:17.657324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2026-02-10T20:15:17.657859] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2026-02-10T20:15:17.659119] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2026-02-10T20:15:17.659175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:17.659207] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:17.659234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:17.659303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:17.720211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:17.721405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:17.721613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:17.721654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:17.851662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:17.851839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:17.851886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:17.851932] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:17.855523] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=83.42%)
[2026-02-10T20:15:17.855828] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2026-02-10T20:15:17.855967] [INFO ] [sig       ] ACLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:18.005131] [INFO ] [LOCAL     ] Saved forecast: ACLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACLX.txt
[2026-02-10T20:15:18.005301] [INFO ] [sig       ] [36/3417] Completed ACLX in 0.4s | 2.75 sym/s | Total: 13.1s | ETA: 20.5m
[2026-02-10T20:15:18.005345] [INFO ] [sig       ] [37/3417] Forecasting ACM...
[2026-02-10T20:15:18.005376] [INFO ] [sig       ] Generating forecast for: ACM
[2026-02-10T20:15:18.005415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2026-02-10T20:15:18.017018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2026-02-10T20:15:18.017378] [INFO ] [FORECASTER] Starting predict_future for ACM
[2026-02-10T20:15:18.018295] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2026-02-10T20:15:18.018351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:18.018385] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:18.018412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:18.018470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:18.079753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:18.080653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:18.080811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:18.080854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:18.205512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:18.205710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:18.205752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:18.205784] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:18.209490] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2026-02-10T20:15:18.209844] [INFO ] [FORECASTER] Completed predict_future for ACM
[2026-02-10T20:15:18.210026] [INFO ] [sig       ] ACM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:18.353054] [INFO ] [LOCAL     ] Saved forecast: ACM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACM.txt
[2026-02-10T20:15:18.353191] [INFO ] [sig       ] [37/3417] Completed ACM in 0.3s | 2.75 sym/s | Total: 13.4s | ETA: 20.5m
[2026-02-10T20:15:18.353238] [INFO ] [sig       ] [38/3417] Forecasting ACN...
[2026-02-10T20:15:18.353282] [INFO ] [sig       ] Generating forecast for: ACN
[2026-02-10T20:15:18.353318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2026-02-10T20:15:18.363739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2026-02-10T20:15:18.364039] [INFO ] [FORECASTER] Starting predict_future for ACN
[2026-02-10T20:15:18.364897] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2026-02-10T20:15:18.364952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:18.364984] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:18.365013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:18.365071] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:18.424167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:18.424940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:18.425024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:18.425056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:18.553058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:18.553205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:18.553246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:18.553276] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:18.556952] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2026-02-10T20:15:18.557252] [INFO ] [FORECASTER] Completed predict_future for ACN
[2026-02-10T20:15:18.557389] [INFO ] [sig       ] ACN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:18.701391] [INFO ] [LOCAL     ] Saved forecast: ACN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACN.txt
[2026-02-10T20:15:18.701548] [INFO ] [sig       ] [38/3417] Completed ACN in 0.3s | 2.76 sym/s | Total: 13.8s | ETA: 20.4m
[2026-02-10T20:15:18.701610] [INFO ] [sig       ] [39/3417] Forecasting ACNB...
[2026-02-10T20:15:18.701646] [INFO ] [sig       ] Generating forecast for: ACNB
[2026-02-10T20:15:18.701688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2026-02-10T20:15:18.712614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2026-02-10T20:15:18.712959] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2026-02-10T20:15:18.713797] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2026-02-10T20:15:18.713851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:18.713884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:18.713911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:18.713968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:18.771969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:18.772717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:18.772799] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:18.772833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:18.896322] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:18.896488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:18.896528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:18.896556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:18.901319] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2026-02-10T20:15:18.901660] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2026-02-10T20:15:18.901809] [INFO ] [sig       ] ACNB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:19.050704] [INFO ] [LOCAL     ] Saved forecast: ACNB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACNB.txt
[2026-02-10T20:15:19.050856] [INFO ] [sig       ] [39/3417] Completed ACNB in 0.3s | 2.76 sym/s | Total: 14.1s | ETA: 20.4m
[2026-02-10T20:15:19.050902] [INFO ] [sig       ] [40/3417] Forecasting ACON...
[2026-02-10T20:15:19.050946] [INFO ] [sig       ] Generating forecast for: ACON
[2026-02-10T20:15:19.050982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2026-02-10T20:15:19.061693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2026-02-10T20:15:19.062045] [INFO ] [FORECASTER] Starting predict_future for ACON
[2026-02-10T20:15:19.062878] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2026-02-10T20:15:19.062931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:19.062964] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:19.062992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:19.063060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:19.119836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:19.120710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:19.120795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:19.120829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:19.241491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:19.241684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:19.241734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:19.241770] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:19.245391] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2026-02-10T20:15:19.245728] [INFO ] [FORECASTER] Completed predict_future for ACON
[2026-02-10T20:15:19.245862] [INFO ] [sig       ] ACON: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:19.392605] [INFO ] [LOCAL     ] Saved forecast: ACON	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACON.txt
[2026-02-10T20:15:19.392833] [INFO ] [sig       ] [40/3417] Completed ACON in 0.3s | 2.76 sym/s | Total: 14.5s | ETA: 20.4m
[2026-02-10T20:15:19.393033] [INFO ] [sig       ] [41/3417] Forecasting ACP...
[2026-02-10T20:15:19.393071] [INFO ] [sig       ] Generating forecast for: ACP
[2026-02-10T20:15:19.393128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2026-02-10T20:15:19.404532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2026-02-10T20:15:19.405086] [INFO ] [FORECASTER] Starting predict_future for ACP
[2026-02-10T20:15:19.406188] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2026-02-10T20:15:19.406243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:19.406276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:19.406304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:19.406371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:19.469894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:19.471162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:19.471262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:19.471300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:19.600504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:19.600677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:19.600728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:19.600777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:19.604500] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2026-02-10T20:15:19.604833] [INFO ] [FORECASTER] Completed predict_future for ACP
[2026-02-10T20:15:19.604987] [INFO ] [sig       ] ACP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:19.750396] [INFO ] [LOCAL     ] Saved forecast: ACP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACP.txt
[2026-02-10T20:15:19.750536] [INFO ] [sig       ] [41/3417] Completed ACP in 0.4s | 2.76 sym/s | Total: 14.8s | ETA: 20.4m
[2026-02-10T20:15:19.750593] [INFO ] [sig       ] [42/3417] Forecasting ACRE...
[2026-02-10T20:15:19.750627] [INFO ] [sig       ] Generating forecast for: ACRE
[2026-02-10T20:15:19.750657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2026-02-10T20:15:19.761727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2026-02-10T20:15:19.762030] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2026-02-10T20:15:19.762847] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2026-02-10T20:15:19.762911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:19.762944] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:19.762971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:19.763027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:19.820443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:19.821158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:19.821241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:19.821273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:19.943686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:19.943842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:19.943882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:19.943911] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:19.947332] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2026-02-10T20:15:19.947630] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2026-02-10T20:15:19.947767] [INFO ] [sig       ] ACRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:20.090257] [INFO ] [LOCAL     ] Saved forecast: ACRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACRE.txt
[2026-02-10T20:15:20.090411] [INFO ] [sig       ] [42/3417] Completed ACRE in 0.3s | 2.77 sym/s | Total: 15.2s | ETA: 20.3m
[2026-02-10T20:15:20.090458] [INFO ] [sig       ] [43/3417] Forecasting ACRS...
[2026-02-10T20:15:20.090487] [INFO ] [sig       ] Generating forecast for: ACRS
[2026-02-10T20:15:20.090520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2026-02-10T20:15:20.102021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2026-02-10T20:15:20.102415] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2026-02-10T20:15:20.103513] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2026-02-10T20:15:20.103612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:20.103676] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:20.103729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:20.103820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:20.168113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:20.169034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:20.169124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:20.169157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:20.295492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:20.295667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:20.295712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:20.295742] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:20.299281] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=26.21%)
[2026-02-10T20:15:20.299564] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2026-02-10T20:15:20.299725] [INFO ] [sig       ] ACRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:20.445868] [INFO ] [LOCAL     ] Saved forecast: ACRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACRS.txt
[2026-02-10T20:15:20.446197] [INFO ] [sig       ] [43/3417] Completed ACRS in 0.4s | 2.77 sym/s | Total: 15.5s | ETA: 20.3m
[2026-02-10T20:15:20.446238] [INFO ] [sig       ] [44/3417] Forecasting ACTG...
[2026-02-10T20:15:20.446268] [INFO ] [sig       ] Generating forecast for: ACTG
[2026-02-10T20:15:20.446300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2026-02-10T20:15:20.458628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2026-02-10T20:15:20.459215] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2026-02-10T20:15:20.460301] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2026-02-10T20:15:20.460355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:20.460425] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:20.460466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:20.460550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:20.525441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:20.526350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:20.526440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:20.526473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:20.655239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:20.655419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:20.655473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:20.655506] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:20.659310] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2026-02-10T20:15:20.659617] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2026-02-10T20:15:20.659763] [INFO ] [sig       ] ACTG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:20.808831] [INFO ] [LOCAL     ] Saved forecast: ACTG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACTG.txt
[2026-02-10T20:15:20.809026] [INFO ] [sig       ] [44/3417] Completed ACTG in 0.4s | 2.77 sym/s | Total: 15.9s | ETA: 20.3m
[2026-02-10T20:15:20.809075] [INFO ] [sig       ] [45/3417] Forecasting ACVA...
[2026-02-10T20:15:20.809106] [INFO ] [sig       ] Generating forecast for: ACVA
[2026-02-10T20:15:20.809136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2026-02-10T20:15:20.820507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2026-02-10T20:15:20.821048] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2026-02-10T20:15:20.821937] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2026-02-10T20:15:20.821991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:20.822024] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:20.822057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:20.822117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:20.884170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:20.885141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:20.885229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:20.885263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:21.012389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:21.012558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:21.012619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:21.012652] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:21.016278] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2026-02-10T20:15:21.016611] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2026-02-10T20:15:21.016755] [INFO ] [sig       ] ACVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:21.163608] [INFO ] [LOCAL     ] Saved forecast: ACVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACVA.txt
[2026-02-10T20:15:21.163784] [INFO ] [sig       ] [45/3417] Completed ACVA in 0.4s | 2.77 sym/s | Total: 16.2s | ETA: 20.3m
[2026-02-10T20:15:21.163824] [INFO ] [sig       ] [46/3417] Forecasting ACWI...
[2026-02-10T20:15:21.163855] [INFO ] [sig       ] Generating forecast for: ACWI
[2026-02-10T20:15:21.163884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2026-02-10T20:15:21.176840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2026-02-10T20:15:21.177194] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2026-02-10T20:15:21.178027] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2026-02-10T20:15:21.178106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:21.178140] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:21.178167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:21.178225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:21.239051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:21.240002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:21.240112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:21.240147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:21.360448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:21.360629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:21.360671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:21.360700] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:21.364118] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=47.46%)
[2026-02-10T20:15:21.364388] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2026-02-10T20:15:21.364517] [INFO ] [sig       ] ACWI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:21.505605] [INFO ] [LOCAL     ] Saved forecast: ACWI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ACWI.txt
[2026-02-10T20:15:21.505767] [INFO ] [sig       ] [46/3417] Completed ACWI in 0.3s | 2.77 sym/s | Total: 16.6s | ETA: 20.3m
[2026-02-10T20:15:21.505811] [INFO ] [sig       ] [47/3417] Forecasting ACWX...
[2026-02-10T20:15:21.506031] [INFO ] [sig       ] Generating forecast for: ACWX
[2026-02-10T20:15:21.506068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2026-02-10T20:15:21.517956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2026-02-10T20:15:21.518292] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2026-02-10T20:15:21.519132] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2026-02-10T20:15:21.519185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:21.519218] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:21.519246] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:21.519303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:21.577791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:21.578723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:21.578807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:21.578840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:21.700659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:21.700831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:21.700871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:21.700936] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:21.704770] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2026-02-10T20:15:21.705064] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2026-02-10T20:15:21.705197] [INFO ] [sig       ] ACWX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:21.845706] [INFO ] [LOCAL     ] Saved forecast: ACWX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACWX.txt
[2026-02-10T20:15:21.845867] [INFO ] [sig       ] [47/3417] Completed ACWX in 0.3s | 2.78 sym/s | Total: 16.9s | ETA: 20.2m
[2026-02-10T20:15:21.845908] [INFO ] [sig       ] [48/3417] Forecasting ACXP...
[2026-02-10T20:15:21.845939] [INFO ] [sig       ] Generating forecast for: ACXP
[2026-02-10T20:15:21.845970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2026-02-10T20:15:21.857400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2026-02-10T20:15:21.857749] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2026-02-10T20:15:21.858557] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2026-02-10T20:15:21.858637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:21.858672] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:21.858703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:21.858759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:21.916953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:21.917887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:21.917975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:21.918009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:22.034390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:22.034553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:22.034618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:22.034662] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:22.038199] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2026-02-10T20:15:22.038475] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2026-02-10T20:15:22.038643] [INFO ] [sig       ] ACXP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:22.187523] [INFO ] [LOCAL     ] Saved forecast: ACXP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ACXP.txt
[2026-02-10T20:15:22.187707] [INFO ] [sig       ] [48/3417] Completed ACXP in 0.3s | 2.78 sym/s | Total: 17.3s | ETA: 20.2m
[2026-02-10T20:15:22.187751] [INFO ] [sig       ] [49/3417] Forecasting ADBE...
[2026-02-10T20:15:22.187782] [INFO ] [sig       ] Generating forecast for: ADBE
[2026-02-10T20:15:22.187814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2026-02-10T20:15:22.199453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2026-02-10T20:15:22.199820] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2026-02-10T20:15:22.200667] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2026-02-10T20:15:22.200721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:22.200755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:22.200783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:22.200843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:22.263597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:22.264486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:22.264592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:22.264630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:22.399164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:22.399370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:22.399431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:22.399479] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:22.403633] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2026-02-10T20:15:22.404020] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2026-02-10T20:15:22.404175] [INFO ] [sig       ] ADBE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:22.553602] [INFO ] [LOCAL     ] Saved forecast: ADBE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ADBE.txt
[2026-02-10T20:15:22.553781] [INFO ] [sig       ] [49/3417] Completed ADBE in 0.4s | 2.78 sym/s | Total: 17.6s | ETA: 20.2m
[2026-02-10T20:15:22.553825] [INFO ] [sig       ] [50/3417] Forecasting ADC...
[2026-02-10T20:15:22.553856] [INFO ] [sig       ] Generating forecast for: ADC
[2026-02-10T20:15:22.553894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2026-02-10T20:15:22.565212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2026-02-10T20:15:22.565526] [INFO ] [FORECASTER] Starting predict_future for ADC
[2026-02-10T20:15:22.566329] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2026-02-10T20:15:22.566382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:22.566414] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:22.566441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:22.566497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:22.623389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:22.624223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:22.624308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:22.624340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:22.740695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:22.740857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:22.740896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:22.740924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:22.744370] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2026-02-10T20:15:22.744677] [INFO ] [FORECASTER] Completed predict_future for ADC
[2026-02-10T20:15:22.744810] [INFO ] [sig       ] ADC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:22.890930] [INFO ] [LOCAL     ] Saved forecast: ADC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ADC.txt
[2026-02-10T20:15:22.891113] [INFO ] [sig       ] [50/3417] Completed ADC in 0.3s | 2.78 sym/s | Total: 18.0s | ETA: 20.2m
[2026-02-10T20:15:22.891159] [INFO ] [sig       ] [51/3417] Forecasting ADEA...
[2026-02-10T20:15:22.891191] [INFO ] [sig       ] Generating forecast for: ADEA
[2026-02-10T20:15:22.891231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2026-02-10T20:15:22.903510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2026-02-10T20:15:22.903893] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2026-02-10T20:15:22.904821] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2026-02-10T20:15:22.904876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:22.904910] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:22.904937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:22.904995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:22.964758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:22.965642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:22.965730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:22.965771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:23.093903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:23.094068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:23.094111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:23.094142] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:23.097939] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2026-02-10T20:15:23.098257] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2026-02-10T20:15:23.098406] [INFO ] [sig       ] ADEA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:23.250437] [INFO ] [LOCAL     ] Saved forecast: ADEA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ADEA.txt
[2026-02-10T20:15:23.250598] [INFO ] [sig       ] [51/3417] Completed ADEA in 0.4s | 2.78 sym/s | Total: 18.3s | ETA: 20.2m
[2026-02-10T20:15:23.250643] [INFO ] [sig       ] [52/3417] Forecasting ADI...
[2026-02-10T20:15:23.250674] [INFO ] [sig       ] Generating forecast for: ADI
[2026-02-10T20:15:23.250705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2026-02-10T20:15:23.262999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2026-02-10T20:15:23.263329] [INFO ] [FORECASTER] Starting predict_future for ADI
[2026-02-10T20:15:23.264200] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2026-02-10T20:15:23.264255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:23.264291] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:23.264320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:23.264377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:23.324008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:23.324756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:23.324836] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:23.324869] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:23.449631] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:23.449781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:23.449821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:23.449849] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:23.453255] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=21.00%)
[2026-02-10T20:15:23.453528] [INFO ] [FORECASTER] Completed predict_future for ADI
[2026-02-10T20:15:23.453679] [INFO ] [sig       ] ADI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:23.594559] [INFO ] [LOCAL     ] Saved forecast: ADI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ADI.txt
[2026-02-10T20:15:23.594724] [INFO ] [sig       ] [52/3417] Completed ADI in 0.3s | 2.78 sym/s | Total: 18.7s | ETA: 20.1m
[2026-02-10T20:15:23.594773] [INFO ] [sig       ] [53/3417] Forecasting ADM...
[2026-02-10T20:15:23.594808] [INFO ] [sig       ] Generating forecast for: ADM
[2026-02-10T20:15:23.594842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2026-02-10T20:15:23.606241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2026-02-10T20:15:23.606605] [INFO ] [FORECASTER] Starting predict_future for ADM
[2026-02-10T20:15:23.607385] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2026-02-10T20:15:23.607438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:23.607500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:23.607530] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:23.607613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:23.664416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:23.665239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:23.665324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:23.665358] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:23.790404] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:23.790558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:23.790614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:23.790644] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:23.794124] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2026-02-10T20:15:23.794400] [INFO ] [FORECASTER] Completed predict_future for ADM
[2026-02-10T20:15:23.794531] [INFO ] [sig       ] ADM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:23.934592] [INFO ] [LOCAL     ] Saved forecast: ADM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ADM.txt
[2026-02-10T20:15:23.934736] [INFO ] [sig       ] [53/3417] Completed ADM in 0.3s | 2.79 sym/s | Total: 19.0s | ETA: 20.1m
[2026-02-10T20:15:23.934778] [INFO ] [sig       ] [54/3417] Forecasting ADMA...
[2026-02-10T20:15:23.934808] [INFO ] [sig       ] Generating forecast for: ADMA
[2026-02-10T20:15:23.934838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2026-02-10T20:15:23.946617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2026-02-10T20:15:23.946939] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2026-02-10T20:15:23.947757] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2026-02-10T20:15:23.947821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:23.947856] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:23.947882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:23.947939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:24.005352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:24.006073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:24.006186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:24.006220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:24.127648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:24.127808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:24.127848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:24.127877] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:24.131320] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2026-02-10T20:15:24.131618] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2026-02-10T20:15:24.131752] [INFO ] [sig       ] ADMA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:24.270956] [INFO ] [LOCAL     ] Saved forecast: ADMA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ADMA.txt
[2026-02-10T20:15:24.271093] [INFO ] [sig       ] [54/3417] Completed ADMA in 0.3s | 2.79 sym/s | Total: 19.4s | ETA: 20.1m
[2026-02-10T20:15:24.271132] [INFO ] [sig       ] [55/3417] Forecasting ADP...
[2026-02-10T20:15:24.271162] [INFO ] [sig       ] Generating forecast for: ADP
[2026-02-10T20:15:24.271194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2026-02-10T20:15:24.282937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2026-02-10T20:15:24.283228] [INFO ] [FORECASTER] Starting predict_future for ADP
[2026-02-10T20:15:24.284033] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2026-02-10T20:15:24.284087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:24.284119] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:24.284146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:24.284203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:24.340835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:24.341474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:24.341554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:24.341608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:24.463407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:24.463564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:24.463657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:24.463693] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:24.467139] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2026-02-10T20:15:24.467413] [INFO ] [FORECASTER] Completed predict_future for ADP
[2026-02-10T20:15:24.467546] [INFO ] [sig       ] ADP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:24.606887] [INFO ] [LOCAL     ] Saved forecast: ADP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ADP.txt
[2026-02-10T20:15:24.607042] [INFO ] [sig       ] [55/3417] Completed ADP in 0.3s | 2.79 sym/s | Total: 19.7s | ETA: 20.1m
[2026-02-10T20:15:24.607085] [INFO ] [sig       ] [56/3417] Forecasting ADSE...
[2026-02-10T20:15:24.607114] [INFO ] [sig       ] Generating forecast for: ADSE
[2026-02-10T20:15:24.607143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2026-02-10T20:15:24.618932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2026-02-10T20:15:24.619260] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2026-02-10T20:15:24.620102] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2026-02-10T20:15:24.620155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:24.620186] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:24.620213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:24.620268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:24.676818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:24.677702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:24.677793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:24.677826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:24.803431] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:24.803614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:24.803656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:24.803685] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:24.807126] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2026-02-10T20:15:24.807402] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2026-02-10T20:15:24.807538] [INFO ] [sig       ] ADSE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:24.948493] [INFO ] [LOCAL     ] Saved forecast: ADSE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ADSE.txt
[2026-02-10T20:15:24.948656] [INFO ] [sig       ] [56/3417] Completed ADSE in 0.3s | 2.80 sym/s | Total: 20.0s | ETA: 20.0m
[2026-02-10T20:15:24.948713] [INFO ] [sig       ] [57/3417] Forecasting ADSK...
[2026-02-10T20:15:24.948752] [INFO ] [sig       ] Generating forecast for: ADSK
[2026-02-10T20:15:24.948788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2026-02-10T20:15:24.961043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2026-02-10T20:15:24.961373] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2026-02-10T20:15:24.962191] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2026-02-10T20:15:24.962245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:24.962278] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:24.962306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:24.962364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:25.021839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:25.022933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:25.023022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:25.023055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:25.159251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:25.159422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:25.159463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:25.159492] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:25.164044] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2026-02-10T20:15:25.164379] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2026-02-10T20:15:25.164529] [INFO ] [sig       ] ADSK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:25.322763] [INFO ] [LOCAL     ] Saved forecast: ADSK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ADSK.txt
[2026-02-10T20:15:25.322958] [INFO ] [sig       ] [57/3417] Completed ADSK in 0.4s | 2.79 sym/s | Total: 20.4s | ETA: 20.0m
[2026-02-10T20:15:25.323001] [INFO ] [sig       ] [58/3417] Forecasting ADTN...
[2026-02-10T20:15:25.323032] [INFO ] [sig       ] Generating forecast for: ADTN
[2026-02-10T20:15:25.323062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2026-02-10T20:15:25.334540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2026-02-10T20:15:25.334841] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2026-02-10T20:15:25.335644] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2026-02-10T20:15:25.335698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:25.335730] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:25.335757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:25.335814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:25.395520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:25.396417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:25.396502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:25.396535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:25.522914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:25.523080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:25.523122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:25.523152] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:25.526871] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2026-02-10T20:15:25.527168] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2026-02-10T20:15:25.527330] [INFO ] [sig       ] ADTN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:25.677156] [INFO ] [LOCAL     ] Saved forecast: ADTN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ADTN.txt
[2026-02-10T20:15:25.677312] [INFO ] [sig       ] [58/3417] Completed ADTN in 0.4s | 2.79 sym/s | Total: 20.8s | ETA: 20.0m
[2026-02-10T20:15:25.677354] [INFO ] [sig       ] [59/3417] Forecasting ADUS...
[2026-02-10T20:15:25.677384] [INFO ] [sig       ] Generating forecast for: ADUS
[2026-02-10T20:15:25.677416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2026-02-10T20:15:25.689389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2026-02-10T20:15:25.689703] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2026-02-10T20:15:25.690512] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2026-02-10T20:15:25.690564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:25.690618] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:25.690647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:25.690704] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:25.748099] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:25.748997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:25.749079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:25.749112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:25.870198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:25.870360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:25.870401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:25.870430] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:25.874365] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2026-02-10T20:15:25.874673] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2026-02-10T20:15:25.874814] [INFO ] [sig       ] ADUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:26.016626] [INFO ] [LOCAL     ] Saved forecast: ADUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ADUS.txt
[2026-02-10T20:15:26.016777] [INFO ] [sig       ] [59/3417] Completed ADUS in 0.3s | 2.80 sym/s | Total: 21.1s | ETA: 20.0m
[2026-02-10T20:15:26.016817] [INFO ] [sig       ] [60/3417] Forecasting ADX...
[2026-02-10T20:15:26.016847] [INFO ] [sig       ] Generating forecast for: ADX
[2026-02-10T20:15:26.016878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2026-02-10T20:15:26.028821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2026-02-10T20:15:26.029107] [INFO ] [FORECASTER] Starting predict_future for ADX
[2026-02-10T20:15:26.029930] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2026-02-10T20:15:26.029983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:26.030015] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:26.030042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:26.030098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:26.088217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:26.088980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:26.089087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:26.089128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:26.213128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:26.213280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:26.213319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:26.213365] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:26.217000] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-10T20:15:26.217283] [INFO ] [FORECASTER] Completed predict_future for ADX
[2026-02-10T20:15:26.217415] [INFO ] [sig       ] ADX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:26.364217] [INFO ] [LOCAL     ] Saved forecast: ADX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ADX.txt
[2026-02-10T20:15:26.364398] [INFO ] [sig       ] [60/3417] Completed ADX in 0.3s | 2.80 sym/s | Total: 21.4s | ETA: 20.0m
[2026-02-10T20:15:26.364439] [INFO ] [sig       ] [61/3417] Forecasting AEE...
[2026-02-10T20:15:26.364469] [INFO ] [sig       ] Generating forecast for: AEE
[2026-02-10T20:15:26.364502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2026-02-10T20:15:26.377287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2026-02-10T20:15:26.377697] [INFO ] [FORECASTER] Starting predict_future for AEE
[2026-02-10T20:15:26.378626] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2026-02-10T20:15:26.378688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:26.378768] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:26.378799] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:26.378858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:26.439012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:26.439928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:26.440040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:26.440074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:26.569277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:26.569443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:26.569486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:26.569514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:26.573193] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2026-02-10T20:15:26.573488] [INFO ] [FORECASTER] Completed predict_future for AEE
[2026-02-10T20:15:26.573651] [INFO ] [sig       ] AEE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:26.722977] [INFO ] [LOCAL     ] Saved forecast: AEE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AEE.txt
[2026-02-10T20:15:26.723166] [INFO ] [sig       ] [61/3417] Completed AEE in 0.4s | 2.80 sym/s | Total: 21.8s | ETA: 20.0m
[2026-02-10T20:15:26.723213] [INFO ] [sig       ] [62/3417] Forecasting AEFC...
[2026-02-10T20:15:26.723244] [INFO ] [sig       ] Generating forecast for: AEFC
[2026-02-10T20:15:26.723276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2026-02-10T20:15:26.736271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2026-02-10T20:15:26.736687] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2026-02-10T20:15:26.737520] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2026-02-10T20:15:26.737605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:26.737642] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:26.737668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:26.737725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:26.801009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:26.801937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:26.802030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:26.802091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:26.931117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:26.931256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:26.931297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:26.931326] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:26.935316] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2026-02-10T20:15:26.935644] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2026-02-10T20:15:26.935793] [INFO ] [sig       ] AEFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:27.088937] [INFO ] [LOCAL     ] Saved forecast: AEFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AEFC.txt
[2026-02-10T20:15:27.089100] [INFO ] [sig       ] [62/3417] Completed AEFC in 0.4s | 2.80 sym/s | Total: 22.2s | ETA: 20.0m
[2026-02-10T20:15:27.089141] [INFO ] [sig       ] [63/3417] Forecasting AEG...
[2026-02-10T20:15:27.089173] [INFO ] [sig       ] Generating forecast for: AEG
[2026-02-10T20:15:27.089203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2026-02-10T20:15:27.101017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2026-02-10T20:15:27.101355] [INFO ] [FORECASTER] Starting predict_future for AEG
[2026-02-10T20:15:27.102361] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2026-02-10T20:15:27.102416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:27.102448] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:27.102476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:27.102547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:27.164204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:27.165082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:27.165170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:27.165204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:27.289483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:27.289665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:27.289707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:27.289742] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:27.293625] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2026-02-10T20:15:27.293916] [INFO ] [FORECASTER] Completed predict_future for AEG
[2026-02-10T20:15:27.294054] [INFO ] [sig       ] AEG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:27.438329] [INFO ] [LOCAL     ] Saved forecast: AEG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AEG.txt
[2026-02-10T20:15:27.438479] [INFO ] [sig       ] [63/3417] Completed AEG in 0.3s | 2.80 sym/s | Total: 22.5s | ETA: 20.0m
[2026-02-10T20:15:27.438522] [INFO ] [sig       ] [64/3417] Forecasting AEI...
[2026-02-10T20:15:27.438554] [INFO ] [sig       ] Generating forecast for: AEI
[2026-02-10T20:15:27.438608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2026-02-10T20:15:27.450500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2026-02-10T20:15:27.450872] [INFO ] [FORECASTER] Starting predict_future for AEI
[2026-02-10T20:15:27.451712] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2026-02-10T20:15:27.451767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:27.451800] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:27.451839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:27.451899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:27.510999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:27.512039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:27.512123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:27.512156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:27.637054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:27.637217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:27.637258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:27.637345] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:27.641214] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2026-02-10T20:15:27.641522] [INFO ] [FORECASTER] Completed predict_future for AEI
[2026-02-10T20:15:27.641696] [INFO ] [sig       ] AEI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:27.784811] [INFO ] [LOCAL     ] Saved forecast: AEI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AEI.txt
[2026-02-10T20:15:27.784972] [INFO ] [sig       ] [64/3417] Completed AEI in 0.3s | 2.80 sym/s | Total: 22.9s | ETA: 20.0m
[2026-02-10T20:15:27.785014] [INFO ] [sig       ] [65/3417] Forecasting AEIS...
[2026-02-10T20:15:27.785043] [INFO ] [sig       ] Generating forecast for: AEIS
[2026-02-10T20:15:27.785074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2026-02-10T20:15:27.798761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2026-02-10T20:15:27.799102] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2026-02-10T20:15:27.799931] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2026-02-10T20:15:27.800174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:27.800206] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:27.800232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:27.800288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:27.859415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:27.860469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:27.860559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:27.860613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:27.983556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:27.983740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:27.983786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:27.983822] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:27.987369] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2026-02-10T20:15:27.987696] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2026-02-10T20:15:27.987838] [INFO ] [sig       ] AEIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:28.131823] [INFO ] [LOCAL     ] Saved forecast: AEIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AEIS.txt
[2026-02-10T20:15:28.131964] [INFO ] [sig       ] [65/3417] Completed AEIS in 0.3s | 2.80 sym/s | Total: 23.2s | ETA: 19.9m
[2026-02-10T20:15:28.132005] [INFO ] [sig       ] [66/3417] Forecasting AEM...
[2026-02-10T20:15:28.132035] [INFO ] [sig       ] Generating forecast for: AEM
[2026-02-10T20:15:28.132065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2026-02-10T20:15:28.144116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2026-02-10T20:15:28.144454] [INFO ] [FORECASTER] Starting predict_future for AEM
[2026-02-10T20:15:28.145302] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2026-02-10T20:15:28.145356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:28.145388] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:28.145414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:28.145470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:28.202477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:28.203191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:28.203274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:28.203307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:28.329081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:28.329266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:28.329308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:28.329337] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:28.333196] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2026-02-10T20:15:28.333488] [INFO ] [FORECASTER] Completed predict_future for AEM
[2026-02-10T20:15:28.333641] [INFO ] [sig       ] AEM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:28.475091] [INFO ] [LOCAL     ] Saved forecast: AEM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AEM.txt
[2026-02-10T20:15:28.475232] [INFO ] [sig       ] [66/3417] Completed AEM in 0.3s | 2.80 sym/s | Total: 23.6s | ETA: 19.9m
[2026-02-10T20:15:28.475272] [INFO ] [sig       ] [67/3417] Forecasting AEO...
[2026-02-10T20:15:28.475302] [INFO ] [sig       ] Generating forecast for: AEO
[2026-02-10T20:15:28.475335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2026-02-10T20:15:28.488709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2026-02-10T20:15:28.489247] [INFO ] [FORECASTER] Starting predict_future for AEO
[2026-02-10T20:15:28.490283] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2026-02-10T20:15:28.490337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:28.490374] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:28.490400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:28.490456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:28.549945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:28.550835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:28.550926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:28.550960] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:28.681259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:28.681426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:28.681468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:28.681499] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:28.685111] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2026-02-10T20:15:28.685406] [INFO ] [FORECASTER] Completed predict_future for AEO
[2026-02-10T20:15:28.685546] [INFO ] [sig       ] AEO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:28.831939] [INFO ] [LOCAL     ] Saved forecast: AEO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AEO.txt
[2026-02-10T20:15:28.832090] [INFO ] [sig       ] [67/3417] Completed AEO in 0.4s | 2.80 sym/s | Total: 23.9s | ETA: 19.9m
[2026-02-10T20:15:28.832131] [INFO ] [sig       ] [68/3417] Forecasting AEP...
[2026-02-10T20:15:28.832162] [INFO ] [sig       ] Generating forecast for: AEP
[2026-02-10T20:15:28.832192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2026-02-10T20:15:28.846623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2026-02-10T20:15:28.846996] [INFO ] [FORECASTER] Starting predict_future for AEP
[2026-02-10T20:15:28.847856] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2026-02-10T20:15:28.847925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:28.847965] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:28.847992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:28.848074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:28.908973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:28.909821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:28.909916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:28.909964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:29.037433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:29.037617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:29.037660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:29.037690] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:29.041413] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2026-02-10T20:15:29.041731] [INFO ] [FORECASTER] Completed predict_future for AEP
[2026-02-10T20:15:29.041888] [INFO ] [sig       ] AEP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:29.191256] [INFO ] [LOCAL     ] Saved forecast: AEP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AEP.txt
[2026-02-10T20:15:29.191424] [INFO ] [sig       ] [68/3417] Completed AEP in 0.4s | 2.80 sym/s | Total: 24.3s | ETA: 19.9m
[2026-02-10T20:15:29.191467] [INFO ] [sig       ] [69/3417] Forecasting AES...
[2026-02-10T20:15:29.191496] [INFO ] [sig       ] Generating forecast for: AES
[2026-02-10T20:15:29.191527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2026-02-10T20:15:29.204960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2026-02-10T20:15:29.205356] [INFO ] [FORECASTER] Starting predict_future for AES
[2026-02-10T20:15:29.206240] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2026-02-10T20:15:29.206297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:29.206339] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:29.206378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:29.206441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:29.264932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:29.265866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:29.265969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:29.266003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:29.393032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:29.393387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:29.393429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:29.393459] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:29.397875] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2026-02-10T20:15:29.398401] [INFO ] [FORECASTER] Completed predict_future for AES
[2026-02-10T20:15:29.398541] [INFO ] [sig       ] AES: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:29.545351] [INFO ] [LOCAL     ] Saved forecast: AES	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AES.txt
[2026-02-10T20:15:29.545520] [INFO ] [sig       ] [69/3417] Completed AES in 0.4s | 2.80 sym/s | Total: 24.6s | ETA: 19.9m
[2026-02-10T20:15:29.545601] [INFO ] [sig       ] [70/3417] Forecasting AESI...
[2026-02-10T20:15:29.545639] [INFO ] [sig       ] Generating forecast for: AESI
[2026-02-10T20:15:29.545670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2026-02-10T20:15:29.558975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2026-02-10T20:15:29.559353] [INFO ] [FORECASTER] Starting predict_future for AESI
[2026-02-10T20:15:29.560262] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2026-02-10T20:15:29.560318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:29.560349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:29.560375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:29.560431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:29.625426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:29.626335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:29.626434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:29.626473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:29.751272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:29.751431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:29.751471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:29.751500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:29.755170] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2026-02-10T20:15:29.755454] [INFO ] [FORECASTER] Completed predict_future for AESI
[2026-02-10T20:15:29.755605] [INFO ] [sig       ] AESI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:29.902156] [INFO ] [LOCAL     ] Saved forecast: AESI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AESI.txt
[2026-02-10T20:15:29.902304] [INFO ] [sig       ] [70/3417] Completed AESI in 0.4s | 2.80 sym/s | Total: 25.0s | ETA: 19.9m
[2026-02-10T20:15:29.902345] [INFO ] [sig       ] [71/3417] Forecasting AEVA...
[2026-02-10T20:15:29.902376] [INFO ] [sig       ] Generating forecast for: AEVA
[2026-02-10T20:15:29.902407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2026-02-10T20:15:29.914927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2026-02-10T20:15:29.915246] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2026-02-10T20:15:29.916098] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2026-02-10T20:15:29.916152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:29.916184] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:29.916211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:29.916267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:29.973038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:29.973807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:29.973919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:29.973954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:30.099327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:30.099492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:30.099535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:30.099565] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:30.103117] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2026-02-10T20:15:30.103427] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2026-02-10T20:15:30.103594] [INFO ] [sig       ] AEVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:30.243401] [INFO ] [LOCAL     ] Saved forecast: AEVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AEVA.txt
[2026-02-10T20:15:30.243547] [INFO ] [sig       ] [71/3417] Completed AEVA in 0.3s | 2.80 sym/s | Total: 25.3s | ETA: 19.9m
[2026-02-10T20:15:30.243605] [INFO ] [sig       ] [72/3417] Forecasting AEYE...
[2026-02-10T20:15:30.243639] [INFO ] [sig       ] Generating forecast for: AEYE
[2026-02-10T20:15:30.243671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2026-02-10T20:15:30.256153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2026-02-10T20:15:30.256518] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2026-02-10T20:15:30.257425] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2026-02-10T20:15:30.257485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:30.257529] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:30.257569] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:30.257663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:30.319912] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:30.320744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:30.320831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:30.320864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:30.447984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:30.448179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:30.448227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:30.448256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:30.451953] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=49.97%)
[2026-02-10T20:15:30.452285] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2026-02-10T20:15:30.452432] [INFO ] [sig       ] AEYE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:30.601550] [INFO ] [LOCAL     ] Saved forecast: AEYE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AEYE.txt
[2026-02-10T20:15:30.601713] [INFO ] [sig       ] [72/3417] Completed AEYE in 0.4s | 2.80 sym/s | Total: 25.7s | ETA: 19.9m
[2026-02-10T20:15:30.601755] [INFO ] [sig       ] [73/3417] Forecasting AFB...
[2026-02-10T20:15:30.601786] [INFO ] [sig       ] Generating forecast for: AFB
[2026-02-10T20:15:30.601819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2026-02-10T20:15:30.613940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2026-02-10T20:15:30.614350] [INFO ] [FORECASTER] Starting predict_future for AFB
[2026-02-10T20:15:30.615213] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2026-02-10T20:15:30.615276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:30.615321] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:30.615358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:30.615417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:30.676037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:30.676905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:30.676996] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:30.677029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:30.802972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:30.803146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:30.803187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:30.803217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:30.806744] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2026-02-10T20:15:30.807028] [INFO ] [FORECASTER] Completed predict_future for AFB
[2026-02-10T20:15:30.807164] [INFO ] [sig       ] AFB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:30.950643] [INFO ] [LOCAL     ] Saved forecast: AFB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AFB.txt
[2026-02-10T20:15:30.950790] [INFO ] [sig       ] [73/3417] Completed AFB in 0.3s | 2.80 sym/s | Total: 26.0s | ETA: 19.9m
[2026-02-10T20:15:30.950830] [INFO ] [sig       ] [74/3417] Forecasting AFCG...
[2026-02-10T20:15:30.950862] [INFO ] [sig       ] Generating forecast for: AFCG
[2026-02-10T20:15:30.950895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2026-02-10T20:15:30.962963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2026-02-10T20:15:30.963314] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2026-02-10T20:15:30.964134] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2026-02-10T20:15:30.964186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:30.964219] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:30.964245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:30.964301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:31.024867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:31.025752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:31.025838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:31.025870] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:31.145210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:31.145346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:31.145384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:31.145412] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:31.148814] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2026-02-10T20:15:31.149119] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2026-02-10T20:15:31.149248] [INFO ] [sig       ] AFCG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:31.292161] [INFO ] [LOCAL     ] Saved forecast: AFCG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AFCG.txt
[2026-02-10T20:15:31.292351] [INFO ] [sig       ] [74/3417] Completed AFCG in 0.3s | 2.81 sym/s | Total: 26.4s | ETA: 19.9m
[2026-02-10T20:15:31.292394] [INFO ] [sig       ] [75/3417] Forecasting AFG...
[2026-02-10T20:15:31.292425] [INFO ] [sig       ] Generating forecast for: AFG
[2026-02-10T20:15:31.292456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2026-02-10T20:15:31.305174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2026-02-10T20:15:31.305557] [INFO ] [FORECASTER] Starting predict_future for AFG
[2026-02-10T20:15:31.306411] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2026-02-10T20:15:31.306466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:31.306501] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:31.306529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:31.306612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:31.368295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:31.369460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:31.369549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:31.369600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:31.493957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:31.494137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:31.494185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:31.494218] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:31.497820] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2026-02-10T20:15:31.498159] [INFO ] [FORECASTER] Completed predict_future for AFG
[2026-02-10T20:15:31.498301] [INFO ] [sig       ] AFG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:31.641759] [INFO ] [LOCAL     ] Saved forecast: AFG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AFG.txt
[2026-02-10T20:15:31.641911] [INFO ] [sig       ] [75/3417] Completed AFG in 0.3s | 2.81 sym/s | Total: 26.7s | ETA: 19.8m
[2026-02-10T20:15:31.641952] [INFO ] [sig       ] [76/3417] Forecasting AFGC...
[2026-02-10T20:15:31.641982] [INFO ] [sig       ] Generating forecast for: AFGC
[2026-02-10T20:15:31.642014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2026-02-10T20:15:31.653470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2026-02-10T20:15:31.653887] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2026-02-10T20:15:31.654741] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2026-02-10T20:15:31.654804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:31.654838] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:31.654867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:31.654931] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:31.712699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:31.713666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:31.713781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:31.713824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:31.825940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:31.826104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:31.826144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:31.826173] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:31.829644] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2026-02-10T20:15:31.829949] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2026-02-10T20:15:31.830092] [INFO ] [sig       ] AFGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:31.968752] [INFO ] [LOCAL     ] Saved forecast: AFGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AFGC.txt
[2026-02-10T20:15:31.968885] [INFO ] [sig       ] [76/3417] Completed AFGC in 0.3s | 2.81 sym/s | Total: 27.0s | ETA: 19.8m
[2026-02-10T20:15:31.968925] [INFO ] [sig       ] [77/3417] Forecasting AFL...
[2026-02-10T20:15:31.968955] [INFO ] [sig       ] Generating forecast for: AFL
[2026-02-10T20:15:31.968986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2026-02-10T20:15:31.980528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2026-02-10T20:15:31.980867] [INFO ] [FORECASTER] Starting predict_future for AFL
[2026-02-10T20:15:31.981701] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2026-02-10T20:15:31.981756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:31.981813] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:31.981843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:31.981904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:32.039655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:32.040430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:32.040527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:32.040593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:32.160436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:32.160632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:32.160675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:32.160704] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:32.164221] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2026-02-10T20:15:32.164507] [INFO ] [FORECASTER] Completed predict_future for AFL
[2026-02-10T20:15:32.164661] [INFO ] [sig       ] AFL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:32.302991] [INFO ] [LOCAL     ] Saved forecast: AFL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AFL.txt
[2026-02-10T20:15:32.303120] [INFO ] [sig       ] [77/3417] Completed AFL in 0.3s | 2.81 sym/s | Total: 27.4s | ETA: 19.8m
[2026-02-10T20:15:32.303161] [INFO ] [sig       ] [78/3417] Forecasting AFRI...
[2026-02-10T20:15:32.303192] [INFO ] [sig       ] Generating forecast for: AFRI
[2026-02-10T20:15:32.303222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2026-02-10T20:15:32.313150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2026-02-10T20:15:32.313414] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2026-02-10T20:15:32.314231] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2026-02-10T20:15:32.314285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:32.314346] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:32.314375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:32.314434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:32.372830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:32.373744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:32.373833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:32.373867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:32.475444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:32.475621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:32.475664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:32.475694] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:32.479150] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2026-02-10T20:15:32.479434] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2026-02-10T20:15:32.479566] [INFO ] [sig       ] AFRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:32.619247] [INFO ] [LOCAL     ] Saved forecast: AFRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AFRI.txt
[2026-02-10T20:15:32.619421] [INFO ] [sig       ] [78/3417] Completed AFRI in 0.3s | 2.82 sym/s | Total: 27.7s | ETA: 19.8m
[2026-02-10T20:15:32.619472] [INFO ] [sig       ] [79/3417] Forecasting AFRM...
[2026-02-10T20:15:32.619504] [INFO ] [sig       ] Generating forecast for: AFRM
[2026-02-10T20:15:32.619539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2026-02-10T20:15:32.630740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2026-02-10T20:15:32.631082] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2026-02-10T20:15:32.631945] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2026-02-10T20:15:32.632001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:32.632034] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:32.632063] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:32.632122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:32.689843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:32.690713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:32.690800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:32.690835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:32.821205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:32.821380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:32.821423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:32.821455] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:32.825811] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2026-02-10T20:15:32.826172] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2026-02-10T20:15:32.826339] [INFO ] [sig       ] AFRM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:32.975075] [INFO ] [LOCAL     ] Saved forecast: AFRM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AFRM.txt
[2026-02-10T20:15:32.975222] [INFO ] [sig       ] [79/3417] Completed AFRM in 0.4s | 2.82 sym/s | Total: 28.1s | ETA: 19.8m
[2026-02-10T20:15:32.975263] [INFO ] [sig       ] [80/3417] Forecasting AFYA...
[2026-02-10T20:15:32.975294] [INFO ] [sig       ] Generating forecast for: AFYA
[2026-02-10T20:15:32.975326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2026-02-10T20:15:32.987483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2026-02-10T20:15:32.987862] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2026-02-10T20:15:32.988753] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2026-02-10T20:15:32.988809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:32.988844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:32.988878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:32.988950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:33.053959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:33.055112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:33.055233] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:33.055270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:33.177628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:33.177780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:33.177821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:33.177851] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:33.181448] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2026-02-10T20:15:33.181749] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2026-02-10T20:15:33.181888] [INFO ] [sig       ] AFYA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:33.327453] [INFO ] [LOCAL     ] Saved forecast: AFYA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AFYA.txt
[2026-02-10T20:15:33.327633] [INFO ] [sig       ] [80/3417] Completed AFYA in 0.4s | 2.82 sym/s | Total: 28.4s | ETA: 19.7m
[2026-02-10T20:15:33.327686] [INFO ] [sig       ] [81/3417] Forecasting AG...
[2026-02-10T20:15:33.327731] [INFO ] [sig       ] Generating forecast for: AG
[2026-02-10T20:15:33.327783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2026-02-10T20:15:33.340406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2026-02-10T20:15:33.340792] [INFO ] [FORECASTER] Starting predict_future for AG
[2026-02-10T20:15:33.341665] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2026-02-10T20:15:33.341721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:33.341755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:33.341783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:33.341842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:33.403399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:33.404228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:33.404312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:33.404345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:33.527214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:33.527368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:33.527407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:33.527471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:33.530974] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2026-02-10T20:15:33.531254] [INFO ] [FORECASTER] Completed predict_future for AG
[2026-02-10T20:15:33.531389] [INFO ] [sig       ] AG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:33.674616] [INFO ] [LOCAL     ] Saved forecast: AG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AG.txt
[2026-02-10T20:15:33.674782] [INFO ] [sig       ] [81/3417] Completed AG in 0.3s | 2.82 sym/s | Total: 28.8s | ETA: 19.7m
[2026-02-10T20:15:33.674825] [INFO ] [sig       ] [82/3417] Forecasting AGCO...
[2026-02-10T20:15:33.674857] [INFO ] [sig       ] Generating forecast for: AGCO
[2026-02-10T20:15:33.674897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2026-02-10T20:15:33.687463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2026-02-10T20:15:33.687839] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2026-02-10T20:15:33.688728] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2026-02-10T20:15:33.688784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:33.688817] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:33.688845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:33.688917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:33.747859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:33.748806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:33.748898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:33.748932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:33.875913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:33.876077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:33.876120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:33.876150] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:33.880349] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2026-02-10T20:15:33.880672] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2026-02-10T20:15:33.880815] [INFO ] [sig       ] AGCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:34.028556] [INFO ] [LOCAL     ] Saved forecast: AGCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGCO.txt
[2026-02-10T20:15:34.028721] [INFO ] [sig       ] [82/3417] Completed AGCO in 0.4s | 2.82 sym/s | Total: 29.1s | ETA: 19.7m
[2026-02-10T20:15:34.028763] [INFO ] [sig       ] [83/3417] Forecasting AGD...
[2026-02-10T20:15:34.028792] [INFO ] [sig       ] Generating forecast for: AGD
[2026-02-10T20:15:34.028822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2026-02-10T20:15:34.040020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2026-02-10T20:15:34.040338] [INFO ] [FORECASTER] Starting predict_future for AGD
[2026-02-10T20:15:34.041207] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2026-02-10T20:15:34.041262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:34.041295] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:34.041324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:34.041383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:34.097927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:34.098657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:34.098742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:34.098776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:34.222144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:34.222307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:34.222349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:34.222380] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:34.225977] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2026-02-10T20:15:34.226263] [INFO ] [FORECASTER] Completed predict_future for AGD
[2026-02-10T20:15:34.226399] [INFO ] [sig       ] AGD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:34.365264] [INFO ] [LOCAL     ] Saved forecast: AGD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGD.txt
[2026-02-10T20:15:34.365420] [INFO ] [sig       ] [83/3417] Completed AGD in 0.3s | 2.82 sym/s | Total: 29.4s | ETA: 19.7m
[2026-02-10T20:15:34.365462] [INFO ] [sig       ] [84/3417] Forecasting AGEN...
[2026-02-10T20:15:34.365493] [INFO ] [sig       ] Generating forecast for: AGEN
[2026-02-10T20:15:34.365524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2026-02-10T20:15:34.381734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2026-02-10T20:15:34.382195] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2026-02-10T20:15:34.383160] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2026-02-10T20:15:34.383214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:34.383245] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:34.383271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:34.383328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:34.442200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:34.443079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:34.443168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:34.443202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:34.570586] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:34.570750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:34.570792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:34.570837] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:34.574372] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2026-02-10T20:15:34.574679] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2026-02-10T20:15:34.574814] [INFO ] [sig       ] AGEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:34.728747] [INFO ] [LOCAL     ] Saved forecast: AGEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGEN.txt
[2026-02-10T20:15:34.728912] [INFO ] [sig       ] [84/3417] Completed AGEN in 0.4s | 2.82 sym/s | Total: 29.8s | ETA: 19.7m
[2026-02-10T20:15:34.728960] [INFO ] [sig       ] [85/3417] Forecasting AGI...
[2026-02-10T20:15:34.728998] [INFO ] [sig       ] Generating forecast for: AGI
[2026-02-10T20:15:34.729035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2026-02-10T20:15:34.772551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2026-02-10T20:15:34.772917] [INFO ] [FORECASTER] Starting predict_future for AGI
[2026-02-10T20:15:34.773745] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2026-02-10T20:15:34.773799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:34.773832] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:34.773860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:34.773917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:34.833565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:34.834446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:34.834532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:34.834566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:34.964993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:34.965186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:34.965244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:34.965290] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:34.970484] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2026-02-10T20:15:34.970932] [INFO ] [FORECASTER] Completed predict_future for AGI
[2026-02-10T20:15:34.971134] [INFO ] [sig       ] AGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:35.148834] [INFO ] [LOCAL     ] Saved forecast: AGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGI.txt
[2026-02-10T20:15:35.148975] [INFO ] [sig       ] [85/3417] Completed AGI in 0.4s | 2.81 sym/s | Total: 30.2s | ETA: 19.7m
[2026-02-10T20:15:35.149017] [INFO ] [sig       ] [86/3417] Forecasting AGIO...
[2026-02-10T20:15:35.149048] [INFO ] [sig       ] Generating forecast for: AGIO
[2026-02-10T20:15:35.149079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2026-02-10T20:15:35.160369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2026-02-10T20:15:35.160656] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2026-02-10T20:15:35.161481] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2026-02-10T20:15:35.161535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:35.161568] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:35.161634] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:35.161692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:35.218192] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:35.218853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:35.218935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:35.218980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:35.340729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:35.340879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:35.340921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:35.340955] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:35.344445] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2026-02-10T20:15:35.344742] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2026-02-10T20:15:35.344873] [INFO ] [sig       ] AGIO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:35.486150] [INFO ] [LOCAL     ] Saved forecast: AGIO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AGIO.txt
[2026-02-10T20:15:35.486440] [INFO ] [sig       ] [86/3417] Completed AGIO in 0.3s | 2.81 sym/s | Total: 30.6s | ETA: 19.7m
[2026-02-10T20:15:35.486479] [INFO ] [sig       ] [87/3417] Forecasting AGM...
[2026-02-10T20:15:35.486508] [INFO ] [sig       ] Generating forecast for: AGM
[2026-02-10T20:15:35.486537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2026-02-10T20:15:35.499420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2026-02-10T20:15:35.499697] [INFO ] [FORECASTER] Starting predict_future for AGM
[2026-02-10T20:15:35.500498] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2026-02-10T20:15:35.500551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:35.500601] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:35.500631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:35.500687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:35.557199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:35.557830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:35.557909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:35.557942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:35.681017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:35.681184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:35.681223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:35.681252] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:35.684756] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2026-02-10T20:15:35.685044] [INFO ] [FORECASTER] Completed predict_future for AGM
[2026-02-10T20:15:35.685178] [INFO ] [sig       ] AGM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:35.825370] [INFO ] [LOCAL     ] Saved forecast: AGM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGM.txt
[2026-02-10T20:15:35.825502] [INFO ] [sig       ] [87/3417] Completed AGM in 0.3s | 2.82 sym/s | Total: 30.9s | ETA: 19.7m
[2026-02-10T20:15:35.825542] [INFO ] [sig       ] [88/3417] Forecasting AGMH...
[2026-02-10T20:15:35.825590] [INFO ] [sig       ] Generating forecast for: AGMH
[2026-02-10T20:15:35.825623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2026-02-10T20:15:35.837321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2026-02-10T20:15:35.837599] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2026-02-10T20:15:35.838428] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2026-02-10T20:15:35.838482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:35.838514] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:35.838551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:35.838631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:35.896419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:35.897121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:35.897230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:35.897265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:36.019206] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:36.019379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:36.019420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:36.019448] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:36.023116] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2026-02-10T20:15:36.023395] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2026-02-10T20:15:36.023527] [INFO ] [sig       ] AGMH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:36.165209] [INFO ] [LOCAL     ] Saved forecast: AGMH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGMH.txt
[2026-02-10T20:15:36.165372] [INFO ] [sig       ] [88/3417] Completed AGMH in 0.3s | 2.82 sym/s | Total: 31.2s | ETA: 19.7m
[2026-02-10T20:15:36.165413] [INFO ] [sig       ] [89/3417] Forecasting AGNC...
[2026-02-10T20:15:36.165446] [INFO ] [sig       ] Generating forecast for: AGNC
[2026-02-10T20:15:36.165477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2026-02-10T20:15:36.177414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2026-02-10T20:15:36.177765] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2026-02-10T20:15:36.178668] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2026-02-10T20:15:36.178722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:36.178754] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:36.178780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:36.178836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:36.235759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:36.236438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:36.236518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:36.236551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:36.364407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:36.364565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:36.364624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:36.364653] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:36.368380] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2026-02-10T20:15:36.368684] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2026-02-10T20:15:36.368818] [INFO ] [sig       ] AGNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:36.510416] [INFO ] [LOCAL     ] Saved forecast: AGNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AGNC.txt
[2026-02-10T20:15:36.510559] [INFO ] [sig       ] [89/3417] Completed AGNC in 0.3s | 2.82 sym/s | Total: 31.6s | ETA: 19.7m
[2026-02-10T20:15:36.510619] [INFO ] [sig       ] [90/3417] Forecasting AGNCL...
[2026-02-10T20:15:36.510651] [INFO ] [sig       ] Generating forecast for: AGNCL
[2026-02-10T20:15:36.510681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2026-02-10T20:15:36.523313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2026-02-10T20:15:36.523661] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2026-02-10T20:15:36.524470] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2026-02-10T20:15:36.524522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:36.524554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:36.524608] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:36.524667] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:36.581548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:36.582258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:36.582341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:36.582375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:36.689993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:36.690142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:36.690182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:36.690211] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:36.693678] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2026-02-10T20:15:36.693960] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2026-02-10T20:15:36.694098] [INFO ] [sig       ] AGNCL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:36.836068] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGNCL.txt
[2026-02-10T20:15:36.836203] [INFO ] [sig       ] [90/3417] Completed AGNCL in 0.3s | 2.82 sym/s | Total: 31.9s | ETA: 19.7m
[2026-02-10T20:15:36.836244] [INFO ] [sig       ] [91/3417] Forecasting AGNCM...
[2026-02-10T20:15:36.836275] [INFO ] [sig       ] Generating forecast for: AGNCM
[2026-02-10T20:15:36.836305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2026-02-10T20:15:36.847633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2026-02-10T20:15:36.847944] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2026-02-10T20:15:36.848797] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2026-02-10T20:15:36.848852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:36.848884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:36.848911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:36.848973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:36.906079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:36.906873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:36.906957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:36.906990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:37.011827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:37.011997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:37.012037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:37.012066] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:37.015503] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2026-02-10T20:15:37.015803] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2026-02-10T20:15:37.015935] [INFO ] [sig       ] AGNCM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:37.156031] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGNCM.txt
[2026-02-10T20:15:37.156177] [INFO ] [sig       ] [91/3417] Completed AGNCM in 0.3s | 2.82 sym/s | Total: 32.2s | ETA: 19.6m
[2026-02-10T20:15:37.156217] [INFO ] [sig       ] [92/3417] Forecasting AGNCN...
[2026-02-10T20:15:37.156248] [INFO ] [sig       ] Generating forecast for: AGNCN
[2026-02-10T20:15:37.156284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2026-02-10T20:15:37.167897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2026-02-10T20:15:37.168291] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2026-02-10T20:15:37.169115] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2026-02-10T20:15:37.169170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:37.169202] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:37.169229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:37.169286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:37.226834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:37.227734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:37.227822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:37.227856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:37.363648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:37.363810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:37.363851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:37.363880] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:37.367353] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2026-02-10T20:15:37.367655] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2026-02-10T20:15:37.367790] [INFO ] [sig       ] AGNCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:37.511663] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AGNCN.txt
[2026-02-10T20:15:37.511810] [INFO ] [sig       ] [92/3417] Completed AGNCN in 0.4s | 2.82 sym/s | Total: 32.6s | ETA: 19.6m
[2026-02-10T20:15:37.511851] [INFO ] [sig       ] [93/3417] Forecasting AGNCO...
[2026-02-10T20:15:37.511881] [INFO ] [sig       ] Generating forecast for: AGNCO
[2026-02-10T20:15:37.511910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2026-02-10T20:15:37.524143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2026-02-10T20:15:37.524464] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2026-02-10T20:15:37.525292] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2026-02-10T20:15:37.525346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:37.525379] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:37.525406] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:37.525463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:37.582466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:37.583250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:37.583341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:37.583377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:37.700547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:37.700705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:37.700747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:37.700776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:37.704607] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2026-02-10T20:15:37.704883] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2026-02-10T20:15:37.705011] [INFO ] [sig       ] AGNCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:37.860214] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGNCO.txt
[2026-02-10T20:15:37.860353] [INFO ] [sig       ] [93/3417] Completed AGNCO in 0.3s | 2.82 sym/s | Total: 32.9s | ETA: 19.6m
[2026-02-10T20:15:37.860394] [INFO ] [sig       ] [94/3417] Forecasting AGNCP...
[2026-02-10T20:15:37.860425] [INFO ] [sig       ] Generating forecast for: AGNCP
[2026-02-10T20:15:37.860456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2026-02-10T20:15:37.871810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2026-02-10T20:15:37.872090] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2026-02-10T20:15:37.872898] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2026-02-10T20:15:37.872953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:37.872984] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:37.873012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:37.873068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:37.930183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:37.931023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:37.931110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:37.931142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:38.055544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:38.055720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:38.055762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:38.055793] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:38.059290] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2026-02-10T20:15:38.059568] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2026-02-10T20:15:38.059719] [INFO ] [sig       ] AGNCP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:38.201413] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGNCP.txt
[2026-02-10T20:15:38.201560] [INFO ] [sig       ] [94/3417] Completed AGNCP in 0.3s | 2.82 sym/s | Total: 33.3s | ETA: 19.6m
[2026-02-10T20:15:38.201618] [INFO ] [sig       ] [95/3417] Forecasting AGO...
[2026-02-10T20:15:38.201650] [INFO ] [sig       ] Generating forecast for: AGO
[2026-02-10T20:15:38.201681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2026-02-10T20:15:38.213298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2026-02-10T20:15:38.213631] [INFO ] [FORECASTER] Starting predict_future for AGO
[2026-02-10T20:15:38.214452] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2026-02-10T20:15:38.214561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:38.214615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:38.214644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:38.214701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:38.273127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:38.273863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:38.273947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:38.273981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:38.398155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:38.398296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:38.398335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:38.398376] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:38.401962] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2026-02-10T20:15:38.402274] [INFO ] [FORECASTER] Completed predict_future for AGO
[2026-02-10T20:15:38.402412] [INFO ] [sig       ] AGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:38.556230] [INFO ] [LOCAL     ] Saved forecast: AGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AGO.txt
[2026-02-10T20:15:38.556381] [INFO ] [sig       ] [95/3417] Completed AGO in 0.4s | 2.82 sym/s | Total: 33.6s | ETA: 19.6m
[2026-02-10T20:15:38.556423] [INFO ] [sig       ] [96/3417] Forecasting AGRO...
[2026-02-10T20:15:38.556453] [INFO ] [sig       ] Generating forecast for: AGRO
[2026-02-10T20:15:38.556483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2026-02-10T20:15:38.568332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2026-02-10T20:15:38.568676] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2026-02-10T20:15:38.569487] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2026-02-10T20:15:38.569540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:38.569601] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:38.569633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:38.569690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:38.627341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:38.628166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:38.628254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:38.628286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:38.747610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:38.747771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:38.747812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:38.747840] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:38.751397] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2026-02-10T20:15:38.751701] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2026-02-10T20:15:38.751835] [INFO ] [sig       ] AGRO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:38.892648] [INFO ] [LOCAL     ] Saved forecast: AGRO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGRO.txt
[2026-02-10T20:15:38.892784] [INFO ] [sig       ] [96/3417] Completed AGRO in 0.3s | 2.83 sym/s | Total: 34.0s | ETA: 19.6m
[2026-02-10T20:15:38.892824] [INFO ] [sig       ] [97/3417] Forecasting AGX...
[2026-02-10T20:15:38.892855] [INFO ] [sig       ] Generating forecast for: AGX
[2026-02-10T20:15:38.892885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2026-02-10T20:15:38.904941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2026-02-10T20:15:38.905264] [INFO ] [FORECASTER] Starting predict_future for AGX
[2026-02-10T20:15:38.906072] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2026-02-10T20:15:38.906126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:38.906158] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:38.906214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:38.906273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:38.964136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:38.964883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:38.964965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:38.964998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:39.086323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:39.086478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:39.086519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:39.086582] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:39.090240] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2026-02-10T20:15:39.090523] [INFO ] [FORECASTER] Completed predict_future for AGX
[2026-02-10T20:15:39.090672] [INFO ] [sig       ] AGX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:39.231477] [INFO ] [LOCAL     ] Saved forecast: AGX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGX.txt
[2026-02-10T20:15:39.231667] [INFO ] [sig       ] [97/3417] Completed AGX in 0.3s | 2.83 sym/s | Total: 34.3s | ETA: 19.6m
[2026-02-10T20:15:39.231734] [INFO ] [sig       ] [98/3417] Forecasting AGYS...
[2026-02-10T20:15:39.231765] [INFO ] [sig       ] Generating forecast for: AGYS
[2026-02-10T20:15:39.231795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2026-02-10T20:15:39.244466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2026-02-10T20:15:39.244872] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2026-02-10T20:15:39.245804] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2026-02-10T20:15:39.245860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:39.245894] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:39.245921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:39.245978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:39.304461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:39.305319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:39.305404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:39.305438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:39.427115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:39.427282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:39.427383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:39.427430] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:39.431243] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2026-02-10T20:15:39.431615] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2026-02-10T20:15:39.431763] [INFO ] [sig       ] AGYS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:39.576369] [INFO ] [LOCAL     ] Saved forecast: AGYS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AGYS.txt
[2026-02-10T20:15:39.576536] [INFO ] [sig       ] [98/3417] Completed AGYS in 0.3s | 2.83 sym/s | Total: 34.7s | ETA: 19.6m
[2026-02-10T20:15:39.576599] [INFO ] [sig       ] [99/3417] Forecasting AGZD...
[2026-02-10T20:15:39.576632] [INFO ] [sig       ] Generating forecast for: AGZD
[2026-02-10T20:15:39.576663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2026-02-10T20:15:39.589191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2026-02-10T20:15:39.589542] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2026-02-10T20:15:39.590425] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2026-02-10T20:15:39.590481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:39.590514] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:39.590541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:39.590659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:39.651070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:39.651895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:39.651985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:39.652021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:39.764711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:39.764877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:39.764919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:39.764948] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:39.768640] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2026-02-10T20:15:39.768968] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2026-02-10T20:15:39.769120] [INFO ] [sig       ] AGZD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:39.912033] [INFO ] [LOCAL     ] Saved forecast: AGZD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AGZD.txt
[2026-02-10T20:15:39.912198] [INFO ] [sig       ] [99/3417] Completed AGZD in 0.3s | 2.83 sym/s | Total: 35.0s | ETA: 19.5m
[2026-02-10T20:15:39.912238] [INFO ] [sig       ] [100/3417] Forecasting AHCO...
[2026-02-10T20:15:39.912268] [INFO ] [sig       ] Generating forecast for: AHCO
[2026-02-10T20:15:39.912298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2026-02-10T20:15:39.924046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2026-02-10T20:15:39.924426] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2026-02-10T20:15:39.925264] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2026-02-10T20:15:39.925317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:39.925349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:39.925376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:39.925436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:39.982425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:39.983356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:39.983447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:39.983479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:40.109066] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:40.109243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:40.109288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:40.109319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:40.113196] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2026-02-10T20:15:40.113548] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2026-02-10T20:15:40.113730] [INFO ] [sig       ] AHCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:40.265328] [INFO ] [LOCAL     ] Saved forecast: AHCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AHCO.txt
[2026-02-10T20:15:40.265500] [INFO ] [sig       ] [100/3417] Completed AHCO in 0.4s | 2.83 sym/s | Total: 35.3s | ETA: 19.5m
[2026-02-10T20:15:40.265548] [INFO ] [sig       ] [101/3417] Forecasting AHH...
[2026-02-10T20:15:40.265599] [INFO ] [sig       ] Generating forecast for: AHH
[2026-02-10T20:15:40.265634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2026-02-10T20:15:40.279505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2026-02-10T20:15:40.279868] [INFO ] [FORECASTER] Starting predict_future for AHH
[2026-02-10T20:15:40.280795] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2026-02-10T20:15:40.280874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:40.280918] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:40.280947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:40.281003] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:40.345650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:40.346381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:40.346467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:40.346500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:40.474361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:40.474513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:40.474563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:40.474617] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:40.481757] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2026-02-10T20:15:40.482112] [INFO ] [FORECASTER] Completed predict_future for AHH
[2026-02-10T20:15:40.482258] [INFO ] [sig       ] AHH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:40.634977] [INFO ] [LOCAL     ] Saved forecast: AHH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AHH.txt
[2026-02-10T20:15:40.635134] [INFO ] [sig       ] [101/3417] Completed AHH in 0.4s | 2.83 sym/s | Total: 35.7s | ETA: 19.5m
[2026-02-10T20:15:40.635179] [INFO ] [sig       ] [102/3417] Forecasting AI...
[2026-02-10T20:15:40.635212] [INFO ] [sig       ] Generating forecast for: AI
[2026-02-10T20:15:40.635271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2026-02-10T20:15:40.646389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2026-02-10T20:15:40.646745] [INFO ] [FORECASTER] Starting predict_future for AI
[2026-02-10T20:15:40.647611] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2026-02-10T20:15:40.647670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:40.647704] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:40.647732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:40.647789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:40.707471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:40.708249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:40.708345] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:40.708389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:40.838535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:40.838720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:40.838763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:40.838801] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:40.842555] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2026-02-10T20:15:40.842878] [INFO ] [FORECASTER] Completed predict_future for AI
[2026-02-10T20:15:40.843030] [INFO ] [sig       ] AI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:40.990509] [INFO ] [LOCAL     ] Saved forecast: AI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AI.txt
[2026-02-10T20:15:40.990673] [INFO ] [sig       ] [102/3417] Completed AI in 0.4s | 2.83 sym/s | Total: 36.1s | ETA: 19.5m
[2026-02-10T20:15:40.990715] [INFO ] [sig       ] [103/3417] Forecasting AIA...
[2026-02-10T20:15:40.990747] [INFO ] [sig       ] Generating forecast for: AIA
[2026-02-10T20:15:40.990777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2026-02-10T20:15:41.002210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2026-02-10T20:15:41.002561] [INFO ] [FORECASTER] Starting predict_future for AIA
[2026-02-10T20:15:41.003447] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2026-02-10T20:15:41.003501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:41.003533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:41.003560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:41.003638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:41.064355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:41.065074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:41.065156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:41.065189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:41.186810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:41.186962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:41.187002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:41.187032] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:41.190483] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2026-02-10T20:15:41.190819] [INFO ] [FORECASTER] Completed predict_future for AIA
[2026-02-10T20:15:41.190952] [INFO ] [sig       ] AIA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:41.337789] [INFO ] [LOCAL     ] Saved forecast: AIA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIA.txt
[2026-02-10T20:15:41.337927] [INFO ] [sig       ] [103/3417] Completed AIA in 0.3s | 2.83 sym/s | Total: 36.4s | ETA: 19.5m
[2026-02-10T20:15:41.337967] [INFO ] [sig       ] [104/3417] Forecasting AIG...
[2026-02-10T20:15:41.337996] [INFO ] [sig       ] Generating forecast for: AIG
[2026-02-10T20:15:41.338029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2026-02-10T20:15:41.348635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2026-02-10T20:15:41.348951] [INFO ] [FORECASTER] Starting predict_future for AIG
[2026-02-10T20:15:41.349796] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2026-02-10T20:15:41.349849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:41.349881] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:41.349908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:41.349964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:41.408553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:41.409365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:41.409453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:41.409499] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:41.548214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:41.548367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:41.548407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:41.548436] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:41.552380] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2026-02-10T20:15:41.552693] [INFO ] [FORECASTER] Completed predict_future for AIG
[2026-02-10T20:15:41.552856] [INFO ] [sig       ] AIG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:41.701527] [INFO ] [LOCAL     ] Saved forecast: AIG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIG.txt
[2026-02-10T20:15:41.701690] [INFO ] [sig       ] [104/3417] Completed AIG in 0.4s | 2.83 sym/s | Total: 36.8s | ETA: 19.5m
[2026-02-10T20:15:41.701738] [INFO ] [sig       ] [105/3417] Forecasting AIMD...
[2026-02-10T20:15:41.701768] [INFO ] [sig       ] Generating forecast for: AIMD
[2026-02-10T20:15:41.701797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2026-02-10T20:15:41.712858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2026-02-10T20:15:41.713221] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2026-02-10T20:15:41.714110] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2026-02-10T20:15:41.714166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:41.714200] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:41.714233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:41.714301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:41.778614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:41.779515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:41.779626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:41.779673] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:41.901223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:41.901388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:41.901431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:41.901460] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:41.905127] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2026-02-10T20:15:41.905413] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2026-02-10T20:15:41.905554] [INFO ] [sig       ] AIMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:42.047351] [INFO ] [LOCAL     ] Saved forecast: AIMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIMD.txt
[2026-02-10T20:15:42.047493] [INFO ] [sig       ] [105/3417] Completed AIMD in 0.3s | 2.83 sym/s | Total: 37.1s | ETA: 19.5m
[2026-02-10T20:15:42.047534] [INFO ] [sig       ] [106/3417] Forecasting AIO...
[2026-02-10T20:15:42.047562] [INFO ] [sig       ] Generating forecast for: AIO
[2026-02-10T20:15:42.047613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2026-02-10T20:15:42.059261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2026-02-10T20:15:42.059632] [INFO ] [FORECASTER] Starting predict_future for AIO
[2026-02-10T20:15:42.060503] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2026-02-10T20:15:42.060558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:42.060620] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:42.060651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:42.060710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:42.117881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:42.118623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:42.118708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:42.118743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:42.239219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:42.239382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:42.239423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:42.239457] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:42.243410] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2026-02-10T20:15:42.243777] [INFO ] [FORECASTER] Completed predict_future for AIO
[2026-02-10T20:15:42.243925] [INFO ] [sig       ] AIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:42.386854] [INFO ] [LOCAL     ] Saved forecast: AIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AIO.txt
[2026-02-10T20:15:42.386995] [INFO ] [sig       ] [106/3417] Completed AIO in 0.3s | 2.83 sym/s | Total: 37.5s | ETA: 19.5m
[2026-02-10T20:15:42.387037] [INFO ] [sig       ] [107/3417] Forecasting AIP...
[2026-02-10T20:15:42.387067] [INFO ] [sig       ] Generating forecast for: AIP
[2026-02-10T20:15:42.387096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2026-02-10T20:15:42.398525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2026-02-10T20:15:42.398858] [INFO ] [FORECASTER] Starting predict_future for AIP
[2026-02-10T20:15:42.399690] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2026-02-10T20:15:42.399744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:42.399777] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:42.399806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:42.399863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:42.457000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:42.457863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:42.457947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:42.457979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:42.581866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:42.582023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:42.582064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:42.582092] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:42.586146] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2026-02-10T20:15:42.586651] [INFO ] [FORECASTER] Completed predict_future for AIP
[2026-02-10T20:15:42.586792] [INFO ] [sig       ] AIP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:42.729456] [INFO ] [LOCAL     ] Saved forecast: AIP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIP.txt
[2026-02-10T20:15:42.729617] [INFO ] [sig       ] [107/3417] Completed AIP in 0.3s | 2.83 sym/s | Total: 37.8s | ETA: 19.5m
[2026-02-10T20:15:42.729660] [INFO ] [sig       ] [108/3417] Forecasting AIPI...
[2026-02-10T20:15:42.729689] [INFO ] [sig       ] Generating forecast for: AIPI
[2026-02-10T20:15:42.729719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2026-02-10T20:15:42.741181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2026-02-10T20:15:42.741540] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2026-02-10T20:15:42.742435] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2026-02-10T20:15:42.742492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:42.742526] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:42.742555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:42.742644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:42.802379] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:42.803512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:42.803618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:42.803654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:42.928219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:42.928370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:42.928427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:42.928459] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:42.932193] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2026-02-10T20:15:42.932509] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2026-02-10T20:15:42.932669] [INFO ] [sig       ] AIPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:43.075274] [INFO ] [LOCAL     ] Saved forecast: AIPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIPI.txt
[2026-02-10T20:15:43.075415] [INFO ] [sig       ] [108/3417] Completed AIPI in 0.3s | 2.83 sym/s | Total: 38.2s | ETA: 19.5m
[2026-02-10T20:15:43.075457] [INFO ] [sig       ] [109/3417] Forecasting AIQ...
[2026-02-10T20:15:43.075487] [INFO ] [sig       ] Generating forecast for: AIQ
[2026-02-10T20:15:43.075517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2026-02-10T20:15:43.087420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2026-02-10T20:15:43.087787] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2026-02-10T20:15:43.088697] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2026-02-10T20:15:43.088754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:43.088787] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:43.088814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:43.088871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:43.149615] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:43.150357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:43.150442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:43.150475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:43.274855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:43.275020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:43.275071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:43.275102] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:43.278884] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=21.03%)
[2026-02-10T20:15:43.279172] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2026-02-10T20:15:43.279323] [INFO ] [sig       ] AIQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:43.426504] [INFO ] [LOCAL     ] Saved forecast: AIQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIQ.txt
[2026-02-10T20:15:43.426672] [INFO ] [sig       ] [109/3417] Completed AIQ in 0.4s | 2.83 sym/s | Total: 38.5s | ETA: 19.5m
[2026-02-10T20:15:43.426722] [INFO ] [sig       ] [110/3417] Forecasting AIRG...
[2026-02-10T20:15:43.426753] [INFO ] [sig       ] Generating forecast for: AIRG
[2026-02-10T20:15:43.426782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2026-02-10T20:15:43.440027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2026-02-10T20:15:43.440395] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2026-02-10T20:15:43.441246] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2026-02-10T20:15:43.441300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:43.441333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:43.441360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:43.441418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:43.500601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:43.501360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:43.501445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:43.501477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:43.609602] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:43.609759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:43.609799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:43.609827] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:43.613275] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2026-02-10T20:15:43.613556] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2026-02-10T20:15:43.613708] [INFO ] [sig       ] AIRG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:43.752809] [INFO ] [LOCAL     ] Saved forecast: AIRG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIRG.txt
[2026-02-10T20:15:43.752953] [INFO ] [sig       ] [110/3417] Completed AIRG in 0.3s | 2.83 sym/s | Total: 38.8s | ETA: 19.5m
[2026-02-10T20:15:43.752994] [INFO ] [sig       ] [111/3417] Forecasting AIRJ...
[2026-02-10T20:15:43.753023] [INFO ] [sig       ] Generating forecast for: AIRJ
[2026-02-10T20:15:43.753053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2026-02-10T20:15:43.767807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2026-02-10T20:15:43.768420] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2026-02-10T20:15:43.769501] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2026-02-10T20:15:43.769564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:43.769629] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:43.769660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:43.769723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:43.834445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:43.835697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:43.835827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:43.835863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:43.963217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:43.963428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:43.963475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:43.963504] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:43.967809] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2026-02-10T20:15:43.968287] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2026-02-10T20:15:43.968468] [INFO ] [sig       ] AIRJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:44.122161] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIRJ.txt
[2026-02-10T20:15:44.122356] [INFO ] [sig       ] [111/3417] Completed AIRJ in 0.4s | 2.83 sym/s | Total: 39.2s | ETA: 19.5m
[2026-02-10T20:15:44.122398] [INFO ] [sig       ] [112/3417] Forecasting AIRS...
[2026-02-10T20:15:44.122430] [INFO ] [sig       ] Generating forecast for: AIRS
[2026-02-10T20:15:44.122462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2026-02-10T20:15:44.135644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2026-02-10T20:15:44.136142] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2026-02-10T20:15:44.137458] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2026-02-10T20:15:44.137551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:44.137620] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:44.137651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:44.137710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:44.206741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:44.207755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:44.207858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:44.207894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:44.337201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:44.337380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:44.337420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:44.337450] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:44.341298] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=46.51%)
[2026-02-10T20:15:44.341678] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2026-02-10T20:15:44.341830] [INFO ] [sig       ] AIRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:44.496528] [INFO ] [LOCAL     ] Saved forecast: AIRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AIRS.txt
[2026-02-10T20:15:44.496728] [INFO ] [sig       ] [112/3417] Completed AIRS in 0.4s | 2.83 sym/s | Total: 39.6s | ETA: 19.5m
[2026-02-10T20:15:44.496786] [INFO ] [sig       ] [113/3417] Forecasting AISP...
[2026-02-10T20:15:44.496820] [INFO ] [sig       ] Generating forecast for: AISP
[2026-02-10T20:15:44.496853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2026-02-10T20:15:44.512806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2026-02-10T20:15:44.513230] [INFO ] [FORECASTER] Starting predict_future for AISP
[2026-02-10T20:15:44.514085] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2026-02-10T20:15:44.514141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:44.514174] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:44.514201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:44.514259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:44.576713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:44.577686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:44.577789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:44.577825] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:44.710290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:44.710462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:44.710504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:44.710535] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:44.714929] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2026-02-10T20:15:44.715412] [INFO ] [FORECASTER] Completed predict_future for AISP
[2026-02-10T20:15:44.715645] [INFO ] [sig       ] AISP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:44.871621] [INFO ] [LOCAL     ] Saved forecast: AISP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AISP.txt
[2026-02-10T20:15:44.871795] [INFO ] [sig       ] [113/3417] Completed AISP in 0.4s | 2.83 sym/s | Total: 40.0s | ETA: 19.5m
[2026-02-10T20:15:44.871839] [INFO ] [sig       ] [114/3417] Forecasting AIZN...
[2026-02-10T20:15:44.871872] [INFO ] [sig       ] Generating forecast for: AIZN
[2026-02-10T20:15:44.871905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2026-02-10T20:15:44.883530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2026-02-10T20:15:44.883998] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2026-02-10T20:15:44.884847] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2026-02-10T20:15:44.884905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:44.884937] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:44.884965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:44.885027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:44.949678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:44.950700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:44.950840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:44.950878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:45.067202] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:45.067367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:45.067407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:45.067437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:45.071158] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2026-02-10T20:15:45.071507] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2026-02-10T20:15:45.071719] [INFO ] [sig       ] AIZN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:45.226349] [INFO ] [LOCAL     ] Saved forecast: AIZN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AIZN.txt
[2026-02-10T20:15:45.226522] [INFO ] [sig       ] [114/3417] Completed AIZN in 0.4s | 2.83 sym/s | Total: 40.3s | ETA: 19.5m
[2026-02-10T20:15:45.226612] [INFO ] [sig       ] [115/3417] Forecasting AJG...
[2026-02-10T20:15:45.226652] [INFO ] [sig       ] Generating forecast for: AJG
[2026-02-10T20:15:45.226686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2026-02-10T20:15:45.239069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2026-02-10T20:15:45.239527] [INFO ] [FORECASTER] Starting predict_future for AJG
[2026-02-10T20:15:45.240775] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2026-02-10T20:15:45.240861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:45.240896] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:45.240926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:45.240989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:45.303525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:45.304475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:45.304569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:45.304625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:45.433110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:45.433277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:45.433353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:45.433384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:45.436980] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2026-02-10T20:15:45.437265] [INFO ] [FORECASTER] Completed predict_future for AJG
[2026-02-10T20:15:45.437401] [INFO ] [sig       ] AJG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:45.582068] [INFO ] [LOCAL     ] Saved forecast: AJG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AJG.txt
[2026-02-10T20:15:45.582247] [INFO ] [sig       ] [115/3417] Completed AJG in 0.4s | 2.83 sym/s | Total: 40.7s | ETA: 19.5m
[2026-02-10T20:15:45.582290] [INFO ] [sig       ] [116/3417] Forecasting AKAM...
[2026-02-10T20:15:45.582328] [INFO ] [sig       ] Generating forecast for: AKAM
[2026-02-10T20:15:45.582360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2026-02-10T20:15:45.595888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2026-02-10T20:15:45.596310] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2026-02-10T20:15:45.597201] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2026-02-10T20:15:45.597262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:45.597295] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:45.597322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:45.597380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:45.658870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:45.660003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:45.660096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:45.660129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:45.792361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:45.792542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:45.792609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:45.792642] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:45.796441] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2026-02-10T20:15:45.796764] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2026-02-10T20:15:45.796908] [INFO ] [sig       ] AKAM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:45.938654] [INFO ] [LOCAL     ] Saved forecast: AKAM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AKAM.txt
[2026-02-10T20:15:45.938788] [INFO ] [sig       ] [116/3417] Completed AKAM in 0.4s | 2.83 sym/s | Total: 41.0s | ETA: 19.5m
[2026-02-10T20:15:45.938829] [INFO ] [sig       ] [117/3417] Forecasting AKBA...
[2026-02-10T20:15:45.938859] [INFO ] [sig       ] Generating forecast for: AKBA
[2026-02-10T20:15:45.938889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2026-02-10T20:15:45.950877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2026-02-10T20:15:45.951157] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2026-02-10T20:15:45.951976] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2026-02-10T20:15:45.952031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:45.952062] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:45.952090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:45.952147] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:46.010282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:46.011172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:46.011255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:46.011287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:46.139737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:46.139907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:46.139951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:46.139978] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:46.143437] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2026-02-10T20:15:46.143733] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2026-02-10T20:15:46.143864] [INFO ] [sig       ] AKBA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:46.284143] [INFO ] [LOCAL     ] Saved forecast: AKBA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AKBA.txt
[2026-02-10T20:15:46.284279] [INFO ] [sig       ] [117/3417] Completed AKBA in 0.3s | 2.83 sym/s | Total: 41.4s | ETA: 19.4m
[2026-02-10T20:15:46.284319] [INFO ] [sig       ] [118/3417] Forecasting AL...
[2026-02-10T20:15:46.284349] [INFO ] [sig       ] Generating forecast for: AL
[2026-02-10T20:15:46.284378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2026-02-10T20:15:46.296171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2026-02-10T20:15:46.296460] [INFO ] [FORECASTER] Starting predict_future for AL
[2026-02-10T20:15:46.297255] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2026-02-10T20:15:46.297314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:46.297345] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:46.297372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:46.297429] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:46.354259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:46.355117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:46.355202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:46.355234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:46.481125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:46.481319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:46.481363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:46.481392] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:46.486233] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2026-02-10T20:15:46.486549] [INFO ] [FORECASTER] Completed predict_future for AL
[2026-02-10T20:15:46.486710] [INFO ] [sig       ] AL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:46.630371] [INFO ] [LOCAL     ] Saved forecast: AL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AL.txt
[2026-02-10T20:15:46.630519] [INFO ] [sig       ] [118/3417] Completed AL in 0.3s | 2.83 sym/s | Total: 41.7s | ETA: 19.4m
[2026-02-10T20:15:46.630562] [INFO ] [sig       ] [119/3417] Forecasting ALAB...
[2026-02-10T20:15:46.630611] [INFO ] [sig       ] Generating forecast for: ALAB
[2026-02-10T20:15:46.630669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2026-02-10T20:15:46.644020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2026-02-10T20:15:46.644324] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2026-02-10T20:15:46.645337] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2026-02-10T20:15:46.645391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:46.645423] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:46.645664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:46.645725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:46.714868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:46.715894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:46.715982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:46.716015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:46.841764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:46.841924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:46.841965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:46.842010] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:46.845437] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2026-02-10T20:15:46.845735] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2026-02-10T20:15:46.845899] [INFO ] [sig       ] ALAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:46.990418] [INFO ] [LOCAL     ] Saved forecast: ALAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALAB.txt
[2026-02-10T20:15:46.990567] [INFO ] [sig       ] [119/3417] Completed ALAB in 0.4s | 2.83 sym/s | Total: 42.1s | ETA: 19.4m
[2026-02-10T20:15:46.990628] [INFO ] [sig       ] [120/3417] Forecasting ALB...
[2026-02-10T20:15:46.990658] [INFO ] [sig       ] Generating forecast for: ALB
[2026-02-10T20:15:46.990689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2026-02-10T20:15:47.003451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2026-02-10T20:15:47.003795] [INFO ] [FORECASTER] Starting predict_future for ALB
[2026-02-10T20:15:47.004632] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2026-02-10T20:15:47.004687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:47.004734] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:47.004775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:47.004843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:47.062599] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:47.063317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:47.063399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:47.063433] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:47.187365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:47.187520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:47.187560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:47.187612] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:47.191206] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2026-02-10T20:15:47.191494] [INFO ] [FORECASTER] Completed predict_future for ALB
[2026-02-10T20:15:47.191648] [INFO ] [sig       ] ALB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:47.336870] [INFO ] [LOCAL     ] Saved forecast: ALB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALB.txt
[2026-02-10T20:15:47.337079] [INFO ] [sig       ] [120/3417] Completed ALB in 0.3s | 2.83 sym/s | Total: 42.4s | ETA: 19.4m
[2026-02-10T20:15:47.337128] [INFO ] [sig       ] [121/3417] Forecasting ALC...
[2026-02-10T20:15:47.337158] [INFO ] [sig       ] Generating forecast for: ALC
[2026-02-10T20:15:47.337217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2026-02-10T20:15:47.350099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2026-02-10T20:15:47.350432] [INFO ] [FORECASTER] Starting predict_future for ALC
[2026-02-10T20:15:47.351341] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2026-02-10T20:15:47.351398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:47.351431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:47.351459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:47.351523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:47.410098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:47.410884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:47.410981] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:47.411029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:47.535742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:47.535918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:47.535975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:47.536007] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:47.539790] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2026-02-10T20:15:47.540080] [INFO ] [FORECASTER] Completed predict_future for ALC
[2026-02-10T20:15:47.540220] [INFO ] [sig       ] ALC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:47.683701] [INFO ] [LOCAL     ] Saved forecast: ALC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALC.txt
[2026-02-10T20:15:47.683847] [INFO ] [sig       ] [121/3417] Completed ALC in 0.3s | 2.83 sym/s | Total: 42.8s | ETA: 19.4m
[2026-02-10T20:15:47.683889] [INFO ] [sig       ] [122/3417] Forecasting ALCO...
[2026-02-10T20:15:47.683919] [INFO ] [sig       ] Generating forecast for: ALCO
[2026-02-10T20:15:47.683949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2026-02-10T20:15:47.696732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2026-02-10T20:15:47.697028] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2026-02-10T20:15:47.697843] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2026-02-10T20:15:47.697897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:47.697931] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:47.697960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:47.698017] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:47.756256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:47.757029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:47.757111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:47.757146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:47.878738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:47.878890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:47.878931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:47.878961] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:47.882475] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2026-02-10T20:15:47.882775] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2026-02-10T20:15:47.882909] [INFO ] [sig       ] ALCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:48.034373] [INFO ] [LOCAL     ] Saved forecast: ALCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALCO.txt
[2026-02-10T20:15:48.034598] [INFO ] [sig       ] [122/3417] Completed ALCO in 0.4s | 2.83 sym/s | Total: 43.1s | ETA: 19.4m
[2026-02-10T20:15:48.034667] [INFO ] [sig       ] [123/3417] Forecasting ALDX...
[2026-02-10T20:15:48.034702] [INFO ] [sig       ] Generating forecast for: ALDX
[2026-02-10T20:15:48.034737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2026-02-10T20:15:48.047336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2026-02-10T20:15:48.047737] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2026-02-10T20:15:48.048705] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2026-02-10T20:15:48.048760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:48.048793] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:48.048820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:48.048888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:48.108146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:48.109167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:48.109257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:48.109298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:48.229037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:48.229190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:48.229237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:48.229274] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:48.232810] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2026-02-10T20:15:48.233094] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2026-02-10T20:15:48.233223] [INFO ] [sig       ] ALDX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:48.373038] [INFO ] [LOCAL     ] Saved forecast: ALDX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALDX.txt
[2026-02-10T20:15:48.373163] [INFO ] [sig       ] [123/3417] Completed ALDX in 0.3s | 2.83 sym/s | Total: 43.5s | ETA: 19.4m
[2026-02-10T20:15:48.373205] [INFO ] [sig       ] [124/3417] Forecasting ALEX...
[2026-02-10T20:15:48.373237] [INFO ] [sig       ] Generating forecast for: ALEX
[2026-02-10T20:15:48.373267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2026-02-10T20:15:48.384927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2026-02-10T20:15:48.385211] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2026-02-10T20:15:48.386035] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2026-02-10T20:15:48.386088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:48.386119] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:48.386146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:48.386205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:48.442867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:48.443505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:48.443601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:48.443636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:48.563931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:48.564089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:48.564129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:48.564158] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:48.567592] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2026-02-10T20:15:48.567875] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2026-02-10T20:15:48.568007] [INFO ] [sig       ] ALEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:48.708119] [INFO ] [LOCAL     ] Saved forecast: ALEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALEX.txt
[2026-02-10T20:15:48.708294] [INFO ] [sig       ] [124/3417] Completed ALEX in 0.3s | 2.83 sym/s | Total: 43.8s | ETA: 19.4m
[2026-02-10T20:15:48.708339] [INFO ] [sig       ] [125/3417] Forecasting ALG...
[2026-02-10T20:15:48.708369] [INFO ] [sig       ] Generating forecast for: ALG
[2026-02-10T20:15:48.708400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2026-02-10T20:15:48.720624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2026-02-10T20:15:48.720999] [INFO ] [FORECASTER] Starting predict_future for ALG
[2026-02-10T20:15:48.721878] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2026-02-10T20:15:48.721932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:48.721966] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:48.721995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:48.722053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:48.781143] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:48.781990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:48.782078] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:48.782112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:48.908017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:48.908236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:48.908282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:48.908312] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:48.912061] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2026-02-10T20:15:48.912355] [INFO ] [FORECASTER] Completed predict_future for ALG
[2026-02-10T20:15:48.912524] [INFO ] [sig       ] ALG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:49.053262] [INFO ] [LOCAL     ] Saved forecast: ALG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALG.txt
[2026-02-10T20:15:49.053413] [INFO ] [sig       ] [125/3417] Completed ALG in 0.3s | 2.83 sym/s | Total: 44.1s | ETA: 19.4m
[2026-02-10T20:15:49.053456] [INFO ] [sig       ] [126/3417] Forecasting ALGM...
[2026-02-10T20:15:49.053494] [INFO ] [sig       ] Generating forecast for: ALGM
[2026-02-10T20:15:49.053527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2026-02-10T20:15:49.065400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2026-02-10T20:15:49.065771] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2026-02-10T20:15:49.066600] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2026-02-10T20:15:49.066654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:49.066686] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:49.066712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:49.066768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:49.123762] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:49.124553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:49.124655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:49.124690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:49.250549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:49.250722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:49.250767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:49.250796] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:49.254590] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2026-02-10T20:15:49.254868] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2026-02-10T20:15:49.255002] [INFO ] [sig       ] ALGM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:49.394514] [INFO ] [LOCAL     ] Saved forecast: ALGM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALGM.txt
[2026-02-10T20:15:49.394669] [INFO ] [sig       ] [126/3417] Completed ALGM in 0.3s | 2.83 sym/s | Total: 44.5s | ETA: 19.4m
[2026-02-10T20:15:49.394712] [INFO ] [sig       ] [127/3417] Forecasting ALGN...
[2026-02-10T20:15:49.394741] [INFO ] [sig       ] Generating forecast for: ALGN
[2026-02-10T20:15:49.394771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2026-02-10T20:15:49.406439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2026-02-10T20:15:49.406774] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2026-02-10T20:15:49.407686] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2026-02-10T20:15:49.407753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:49.407790] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:49.407818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:49.407876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:49.468721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:49.469374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:49.469457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:49.469491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:49.591613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:49.591723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:49.591761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:49.591790] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:49.595658] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2026-02-10T20:15:49.595966] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2026-02-10T20:15:49.596108] [INFO ] [sig       ] ALGN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:49.739829] [INFO ] [LOCAL     ] Saved forecast: ALGN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALGN.txt
[2026-02-10T20:15:49.739946] [INFO ] [sig       ] [127/3417] Completed ALGN in 0.3s | 2.83 sym/s | Total: 44.8s | ETA: 19.4m
[2026-02-10T20:15:49.739986] [INFO ] [sig       ] [128/3417] Forecasting ALGS...
[2026-02-10T20:15:49.740016] [INFO ] [sig       ] Generating forecast for: ALGS
[2026-02-10T20:15:49.740047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2026-02-10T20:15:49.752205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2026-02-10T20:15:49.752504] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2026-02-10T20:15:49.753339] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2026-02-10T20:15:49.753406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:49.753447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:49.753482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:49.753555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:49.814043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:49.814700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:49.814782] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:49.814814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:49.936287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:49.936457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:49.936498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:49.936528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:49.940254] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2026-02-10T20:15:49.940548] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2026-02-10T20:15:49.940707] [INFO ] [sig       ] ALGS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:50.085664] [INFO ] [LOCAL     ] Saved forecast: ALGS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALGS.txt
[2026-02-10T20:15:50.085840] [INFO ] [sig       ] [128/3417] Completed ALGS in 0.3s | 2.83 sym/s | Total: 45.2s | ETA: 19.3m
[2026-02-10T20:15:50.085884] [INFO ] [sig       ] [129/3417] Forecasting ALHC...
[2026-02-10T20:15:50.085914] [INFO ] [sig       ] Generating forecast for: ALHC
[2026-02-10T20:15:50.085945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2026-02-10T20:15:50.098375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2026-02-10T20:15:50.098728] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2026-02-10T20:15:50.099610] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2026-02-10T20:15:50.099664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:50.099698] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:50.099727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:50.099784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:50.157004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:50.157760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:50.157842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:50.157876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:50.283520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:50.283746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:50.283800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:50.283833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:50.287777] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=67.50%)
[2026-02-10T20:15:50.288103] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2026-02-10T20:15:50.288263] [INFO ] [sig       ] ALHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:50.428746] [INFO ] [LOCAL     ] Saved forecast: ALHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALHC.txt
[2026-02-10T20:15:50.428911] [INFO ] [sig       ] [129/3417] Completed ALHC in 0.3s | 2.83 sym/s | Total: 45.5s | ETA: 19.3m
[2026-02-10T20:15:50.428951] [INFO ] [sig       ] [130/3417] Forecasting ALK...
[2026-02-10T20:15:50.428982] [INFO ] [sig       ] Generating forecast for: ALK
[2026-02-10T20:15:50.429015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2026-02-10T20:15:50.440907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2026-02-10T20:15:50.441232] [INFO ] [FORECASTER] Starting predict_future for ALK
[2026-02-10T20:15:50.442083] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2026-02-10T20:15:50.442136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:50.442168] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:50.442194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:50.442250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:50.499854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:50.500882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:50.500975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:50.501007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:50.626592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:50.626755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:50.626795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:50.626824] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:50.630317] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2026-02-10T20:15:50.630644] [INFO ] [FORECASTER] Completed predict_future for ALK
[2026-02-10T20:15:50.630792] [INFO ] [sig       ] ALK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:50.859364] [INFO ] [LOCAL     ] Saved forecast: ALK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALK.txt
[2026-02-10T20:15:50.859612] [INFO ] [sig       ] [130/3417] Completed ALK in 0.4s | 2.83 sym/s | Total: 45.9s | ETA: 19.4m
[2026-02-10T20:15:50.859684] [INFO ] [sig       ] [131/3417] Forecasting ALKS...
[2026-02-10T20:15:50.859730] [INFO ] [sig       ] Generating forecast for: ALKS
[2026-02-10T20:15:50.859762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2026-02-10T20:15:50.872809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2026-02-10T20:15:50.873227] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2026-02-10T20:15:50.874075] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2026-02-10T20:15:50.874131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:50.874165] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:50.874192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:50.874249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:50.934007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:50.935158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:50.935245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:50.935282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:51.061793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:51.062090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:51.062132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:51.062160] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:51.066086] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2026-02-10T20:15:51.066389] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2026-02-10T20:15:51.066541] [INFO ] [sig       ] ALKS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:51.213526] [INFO ] [LOCAL     ] Saved forecast: ALKS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALKS.txt
[2026-02-10T20:15:51.213697] [INFO ] [sig       ] [131/3417] Completed ALKS in 0.4s | 2.83 sym/s | Total: 46.3s | ETA: 19.4m
[2026-02-10T20:15:51.213740] [INFO ] [sig       ] [132/3417] Forecasting ALL...
[2026-02-10T20:15:51.213771] [INFO ] [sig       ] Generating forecast for: ALL
[2026-02-10T20:15:51.213802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2026-02-10T20:15:51.225661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2026-02-10T20:15:51.225987] [INFO ] [FORECASTER] Starting predict_future for ALL
[2026-02-10T20:15:51.226799] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2026-02-10T20:15:51.226853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:51.226886] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:51.226913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:51.226971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:51.285832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:51.286684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:51.286769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:51.286802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:51.414807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:51.415014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:51.415057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:51.415087] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:51.418939] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2026-02-10T20:15:51.419231] [INFO ] [FORECASTER] Completed predict_future for ALL
[2026-02-10T20:15:51.419391] [INFO ] [sig       ] ALL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:51.576451] [INFO ] [LOCAL     ] Saved forecast: ALL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALL.txt
[2026-02-10T20:15:51.576651] [INFO ] [sig       ] [132/3417] Completed ALL in 0.4s | 2.83 sym/s | Total: 46.7s | ETA: 19.4m
[2026-02-10T20:15:51.576699] [INFO ] [sig       ] [133/3417] Forecasting ALLE...
[2026-02-10T20:15:51.576732] [INFO ] [sig       ] Generating forecast for: ALLE
[2026-02-10T20:15:51.576774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2026-02-10T20:15:51.589456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2026-02-10T20:15:51.589910] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2026-02-10T20:15:51.590784] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2026-02-10T20:15:51.590853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:51.590887] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:51.590916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:51.590974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:51.650377] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:51.651403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:51.651502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:51.651548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:51.781510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:51.781693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:51.781739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:51.781780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:51.785290] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2026-02-10T20:15:51.785629] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2026-02-10T20:15:51.785778] [INFO ] [sig       ] ALLE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:51.940129] [INFO ] [LOCAL     ] Saved forecast: ALLE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALLE.txt
[2026-02-10T20:15:51.940302] [INFO ] [sig       ] [133/3417] Completed ALLE in 0.4s | 2.83 sym/s | Total: 47.0s | ETA: 19.3m
[2026-02-10T20:15:51.940347] [INFO ] [sig       ] [134/3417] Forecasting ALLO...
[2026-02-10T20:15:51.940379] [INFO ] [sig       ] Generating forecast for: ALLO
[2026-02-10T20:15:51.940409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2026-02-10T20:15:51.953175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2026-02-10T20:15:51.953628] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2026-02-10T20:15:51.954507] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2026-02-10T20:15:51.954567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:51.954621] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:51.954648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:51.954706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:52.013398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:52.014366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:52.014513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:52.014560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:52.140448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:52.140624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:52.140667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:52.140696] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:52.144211] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2026-02-10T20:15:52.144494] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2026-02-10T20:15:52.144648] [INFO ] [sig       ] ALLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:52.285526] [INFO ] [LOCAL     ] Saved forecast: ALLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALLO.txt
[2026-02-10T20:15:52.285713] [INFO ] [sig       ] [134/3417] Completed ALLO in 0.3s | 2.83 sym/s | Total: 47.4s | ETA: 19.3m
[2026-02-10T20:15:52.285756] [INFO ] [sig       ] [135/3417] Forecasting ALLY...
[2026-02-10T20:15:52.285785] [INFO ] [sig       ] Generating forecast for: ALLY
[2026-02-10T20:15:52.285815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2026-02-10T20:15:52.297372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2026-02-10T20:15:52.297762] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2026-02-10T20:15:52.298649] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2026-02-10T20:15:52.298704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:52.298736] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:52.298763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:52.298822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:52.359834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:52.360737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:52.360830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:52.360862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:52.489034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:52.489193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:52.489235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:52.489265] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:52.492995] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2026-02-10T20:15:52.493284] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2026-02-10T20:15:52.493444] [INFO ] [sig       ] ALLY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:52.644621] [INFO ] [LOCAL     ] Saved forecast: ALLY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALLY.txt
[2026-02-10T20:15:52.644979] [INFO ] [sig       ] [135/3417] Completed ALLY in 0.4s | 2.83 sym/s | Total: 47.7s | ETA: 19.3m
[2026-02-10T20:15:52.645064] [INFO ] [sig       ] [136/3417] Forecasting ALMS...
[2026-02-10T20:15:52.645098] [INFO ] [sig       ] Generating forecast for: ALMS
[2026-02-10T20:15:52.645129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2026-02-10T20:15:52.658770] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALMS'.
[2026-02-10T20:15:52.659135] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2026-02-10T20:15:52.660015] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2026-02-10T20:15:52.660080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:52.660113] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:52.660140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:52.660197] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:52.718147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:52.719082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:52.719183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:52.719217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:52.846634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:52.846815] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:15:52.846871] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:52.846908] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:52.850542] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2026-02-10T20:15:52.850875] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2026-02-10T20:15:52.851024] [INFO ] [sig       ] ALMS: Forecast for 2026-02-09: UP (sign=1.00)
[2026-02-10T20:15:53.000789] [INFO ] [LOCAL     ] Saved forecast: ALMS	2026-02-10	1 -> ./output/forecasts/individual/2026-02-10/ALMS.txt
[2026-02-10T20:15:53.000987] [INFO ] [sig       ] [136/3417] Completed ALMS in 0.4s | 2.83 sym/s | Total: 48.1s | ETA: 19.3m
[2026-02-10T20:15:53.001032] [INFO ] [sig       ] [137/3417] Forecasting ALNY...
[2026-02-10T20:15:53.001061] [INFO ] [sig       ] Generating forecast for: ALNY
[2026-02-10T20:15:53.001092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2026-02-10T20:15:53.012737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2026-02-10T20:15:53.013148] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2026-02-10T20:15:53.014007] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2026-02-10T20:15:53.014062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:53.014094] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:53.014122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:53.014182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:53.071689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:53.072609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:53.072698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:53.072732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:53.194884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:53.195042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:53.195083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:53.195112] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:53.198618] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2026-02-10T20:15:53.198903] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2026-02-10T20:15:53.199037] [INFO ] [sig       ] ALNY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:53.340297] [INFO ] [LOCAL     ] Saved forecast: ALNY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALNY.txt
[2026-02-10T20:15:53.340430] [INFO ] [sig       ] [137/3417] Completed ALNY in 0.3s | 2.83 sym/s | Total: 48.4s | ETA: 19.3m
[2026-02-10T20:15:53.340471] [INFO ] [sig       ] [138/3417] Forecasting ALRM...
[2026-02-10T20:15:53.340501] [INFO ] [sig       ] Generating forecast for: ALRM
[2026-02-10T20:15:53.340529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2026-02-10T20:15:53.353157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2026-02-10T20:15:53.353467] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2026-02-10T20:15:53.354267] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2026-02-10T20:15:53.354321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:53.354354] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:53.354384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:53.354443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:53.413784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:53.414549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:53.414653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:53.414689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:53.545445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:53.545647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:53.545698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:53.545730] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:53.549542] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2026-02-10T20:15:53.549922] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2026-02-10T20:15:53.550079] [INFO ] [sig       ] ALRM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:53.699075] [INFO ] [LOCAL     ] Saved forecast: ALRM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALRM.txt
[2026-02-10T20:15:53.699250] [INFO ] [sig       ] [138/3417] Completed ALRM in 0.4s | 2.83 sym/s | Total: 48.8s | ETA: 19.3m
[2026-02-10T20:15:53.699292] [INFO ] [sig       ] [139/3417] Forecasting ALRS...
[2026-02-10T20:15:53.699325] [INFO ] [sig       ] Generating forecast for: ALRS
[2026-02-10T20:15:53.699356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2026-02-10T20:15:53.711711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2026-02-10T20:15:53.712086] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2026-02-10T20:15:53.712943] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2026-02-10T20:15:53.712998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:53.713033] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:53.713113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:53.713174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:53.772230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:53.773144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:53.773236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:53.773271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:53.901697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:53.901889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:53.901935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:53.901966] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:53.905668] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2026-02-10T20:15:53.905974] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2026-02-10T20:15:53.906115] [INFO ] [sig       ] ALRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:54.049443] [INFO ] [LOCAL     ] Saved forecast: ALRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALRS.txt
[2026-02-10T20:15:54.049618] [INFO ] [sig       ] [139/3417] Completed ALRS in 0.4s | 2.83 sym/s | Total: 49.1s | ETA: 19.3m
[2026-02-10T20:15:54.049669] [INFO ] [sig       ] [140/3417] Forecasting ALSN...
[2026-02-10T20:15:54.049700] [INFO ] [sig       ] Generating forecast for: ALSN
[2026-02-10T20:15:54.049731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2026-02-10T20:15:54.061623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2026-02-10T20:15:54.061930] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2026-02-10T20:15:54.062750] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2026-02-10T20:15:54.062808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:54.062841] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:54.062870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:54.062929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:54.120513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:54.121214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:54.121295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:54.121328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:54.240952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:54.241104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:54.241146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:54.241175] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:54.245047] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2026-02-10T20:15:54.245328] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2026-02-10T20:15:54.245464] [INFO ] [sig       ] ALSN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:54.387452] [INFO ] [LOCAL     ] Saved forecast: ALSN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALSN.txt
[2026-02-10T20:15:54.387611] [INFO ] [sig       ] [140/3417] Completed ALSN in 0.3s | 2.83 sym/s | Total: 49.5s | ETA: 19.3m
[2026-02-10T20:15:54.387657] [INFO ] [sig       ] [141/3417] Forecasting ALTG...
[2026-02-10T20:15:54.387688] [INFO ] [sig       ] Generating forecast for: ALTG
[2026-02-10T20:15:54.387719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2026-02-10T20:15:54.399319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2026-02-10T20:15:54.399614] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2026-02-10T20:15:54.400390] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2026-02-10T20:15:54.400455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:54.400495] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:54.400531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:54.400617] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:54.459170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:54.459900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:54.459982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:54.460016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:54.593395] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:54.593557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:54.593621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:54.593651] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:54.597463] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=90.57%)
[2026-02-10T20:15:54.597818] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2026-02-10T20:15:54.597965] [INFO ] [sig       ] ALTG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:54.743438] [INFO ] [LOCAL     ] Saved forecast: ALTG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALTG.txt
[2026-02-10T20:15:54.743601] [INFO ] [sig       ] [141/3417] Completed ALTG in 0.4s | 2.83 sym/s | Total: 49.8s | ETA: 19.3m
[2026-02-10T20:15:54.743644] [INFO ] [sig       ] [142/3417] Forecasting ALTI...
[2026-02-10T20:15:54.743675] [INFO ] [sig       ] Generating forecast for: ALTI
[2026-02-10T20:15:54.743706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2026-02-10T20:15:54.754423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2026-02-10T20:15:54.754733] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2026-02-10T20:15:54.755527] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2026-02-10T20:15:54.755788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:54.755822] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:54.755849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:54.755905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:54.815414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:54.816150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:54.816235] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:54.816271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:54.944007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:54.944167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:54.944208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:54.944239] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:54.947967] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2026-02-10T20:15:54.948278] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2026-02-10T20:15:54.948433] [INFO ] [sig       ] ALTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:55.091203] [INFO ] [LOCAL     ] Saved forecast: ALTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALTI.txt
[2026-02-10T20:15:55.091362] [INFO ] [sig       ] [142/3417] Completed ALTI in 0.3s | 2.83 sym/s | Total: 50.2s | ETA: 19.3m
[2026-02-10T20:15:55.091405] [INFO ] [sig       ] [143/3417] Forecasting ALTS...
[2026-02-10T20:15:55.091435] [INFO ] [sig       ] Generating forecast for: ALTS
[2026-02-10T20:15:55.091465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2026-02-10T20:15:55.102251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2026-02-10T20:15:55.102625] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2026-02-10T20:15:55.103415] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2026-02-10T20:15:55.103468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:55.103501] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:55.103529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:55.103604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:55.164024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:55.164965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:55.165055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:55.165089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:55.288658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:55.288819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:55.288877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:55.288907] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:55.292380] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2026-02-10T20:15:55.292717] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2026-02-10T20:15:55.292851] [INFO ] [sig       ] ALTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:55.443465] [INFO ] [LOCAL     ] Saved forecast: ALTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALTS.txt
[2026-02-10T20:15:55.443663] [INFO ] [sig       ] [143/3417] Completed ALTS in 0.4s | 2.83 sym/s | Total: 50.5s | ETA: 19.3m
[2026-02-10T20:15:55.443711] [INFO ] [sig       ] [144/3417] Forecasting ALTY...
[2026-02-10T20:15:55.443942] [INFO ] [sig       ] Generating forecast for: ALTY
[2026-02-10T20:15:55.443988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2026-02-10T20:15:55.460881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2026-02-10T20:15:55.461294] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2026-02-10T20:15:55.462147] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2026-02-10T20:15:55.462204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:55.462238] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:55.462266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:55.462325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:55.525067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:55.526000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:55.526087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:55.526121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:55.639965] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:55.640123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:55.640165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:55.640193] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:55.643681] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2026-02-10T20:15:55.643963] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2026-02-10T20:15:55.644094] [INFO ] [sig       ] ALTY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:55.786193] [INFO ] [LOCAL     ] Saved forecast: ALTY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALTY.txt
[2026-02-10T20:15:55.786346] [INFO ] [sig       ] [144/3417] Completed ALTY in 0.3s | 2.83 sym/s | Total: 50.9s | ETA: 19.3m
[2026-02-10T20:15:55.786388] [INFO ] [sig       ] [145/3417] Forecasting ALVO...
[2026-02-10T20:15:55.786418] [INFO ] [sig       ] Generating forecast for: ALVO
[2026-02-10T20:15:55.786448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2026-02-10T20:15:55.797215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2026-02-10T20:15:55.797509] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2026-02-10T20:15:55.798353] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2026-02-10T20:15:55.798410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:55.798451] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:55.798485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:55.798554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:55.859139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:55.859958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:55.860045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:55.860079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:55.982257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:55.982418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:55.982459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:55.982487] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:55.985924] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2026-02-10T20:15:55.986199] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2026-02-10T20:15:55.986327] [INFO ] [sig       ] ALVO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:56.135220] [INFO ] [LOCAL     ] Saved forecast: ALVO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALVO.txt
[2026-02-10T20:15:56.135375] [INFO ] [sig       ] [145/3417] Completed ALVO in 0.3s | 2.83 sym/s | Total: 51.2s | ETA: 19.3m
[2026-02-10T20:15:56.135418] [INFO ] [sig       ] [146/3417] Forecasting ALX...
[2026-02-10T20:15:56.135448] [INFO ] [sig       ] Generating forecast for: ALX
[2026-02-10T20:15:56.135479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2026-02-10T20:15:56.146000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2026-02-10T20:15:56.146327] [INFO ] [FORECASTER] Starting predict_future for ALX
[2026-02-10T20:15:56.147195] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2026-02-10T20:15:56.147250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:56.147284] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:56.147312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:56.147370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:56.206250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:56.207182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:56.207271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:56.207303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:56.336177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:56.336390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:56.336433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:56.336465] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:56.340453] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2026-02-10T20:15:56.340818] [INFO ] [FORECASTER] Completed predict_future for ALX
[2026-02-10T20:15:56.340964] [INFO ] [sig       ] ALX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:56.486842] [INFO ] [LOCAL     ] Saved forecast: ALX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ALX.txt
[2026-02-10T20:15:56.487014] [INFO ] [sig       ] [146/3417] Completed ALX in 0.4s | 2.83 sym/s | Total: 51.6s | ETA: 19.3m
[2026-02-10T20:15:56.487057] [INFO ] [sig       ] [147/3417] Forecasting ALXO...
[2026-02-10T20:15:56.487089] [INFO ] [sig       ] Generating forecast for: ALXO
[2026-02-10T20:15:56.487120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2026-02-10T20:15:56.499805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2026-02-10T20:15:56.500228] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2026-02-10T20:15:56.501311] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2026-02-10T20:15:56.501366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:56.501414] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:56.501443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:56.501511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:56.565466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:56.566434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:56.566535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:56.566600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:56.691718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:56.692079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:56.692120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:56.692148] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:56.695864] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2026-02-10T20:15:56.696139] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2026-02-10T20:15:56.696268] [INFO ] [sig       ] ALXO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:56.843238] [INFO ] [LOCAL     ] Saved forecast: ALXO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALXO.txt
[2026-02-10T20:15:56.843407] [INFO ] [sig       ] [147/3417] Completed ALXO in 0.4s | 2.83 sym/s | Total: 51.9s | ETA: 19.3m
[2026-02-10T20:15:56.843456] [INFO ] [sig       ] [148/3417] Forecasting ALZN...
[2026-02-10T20:15:56.843496] [INFO ] [sig       ] Generating forecast for: ALZN
[2026-02-10T20:15:56.843536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2026-02-10T20:15:56.857194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2026-02-10T20:15:56.857639] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2026-02-10T20:15:56.858491] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2026-02-10T20:15:56.858556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:56.858617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:56.858646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:56.858705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:56.919902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:56.920846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:56.920937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:56.920971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:57.048318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:57.048524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:57.048596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:57.048635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:57.052458] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: DOWN (p=35.26%)
[2026-02-10T20:15:57.052828] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2026-02-10T20:15:57.053007] [INFO ] [sig       ] ALZN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:57.204338] [INFO ] [LOCAL     ] Saved forecast: ALZN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ALZN.txt
[2026-02-10T20:15:57.204545] [INFO ] [sig       ] [148/3417] Completed ALZN in 0.4s | 2.83 sym/s | Total: 52.3s | ETA: 19.2m
[2026-02-10T20:15:57.204615] [INFO ] [sig       ] [149/3417] Forecasting AM...
[2026-02-10T20:15:57.204649] [INFO ] [sig       ] Generating forecast for: AM
[2026-02-10T20:15:57.204680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2026-02-10T20:15:57.217734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2026-02-10T20:15:57.218167] [INFO ] [FORECASTER] Starting predict_future for AM
[2026-02-10T20:15:57.219039] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2026-02-10T20:15:57.219095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:57.219140] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:57.219195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:57.219266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:57.278100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:57.278994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:57.279113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:57.279147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:57.401550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:57.401735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:57.401776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:57.401805] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:57.406128] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2026-02-10T20:15:57.406408] [INFO ] [FORECASTER] Completed predict_future for AM
[2026-02-10T20:15:57.406539] [INFO ] [sig       ] AM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:57.557781] [INFO ] [LOCAL     ] Saved forecast: AM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AM.txt
[2026-02-10T20:15:57.557941] [INFO ] [sig       ] [149/3417] Completed AM in 0.4s | 2.83 sym/s | Total: 52.6s | ETA: 19.2m
[2026-02-10T20:15:57.557984] [INFO ] [sig       ] [150/3417] Forecasting AMAL...
[2026-02-10T20:15:57.558015] [INFO ] [sig       ] Generating forecast for: AMAL
[2026-02-10T20:15:57.558074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2026-02-10T20:15:57.569822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2026-02-10T20:15:57.570216] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2026-02-10T20:15:57.571092] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2026-02-10T20:15:57.571148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:57.571182] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:57.571210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:57.571268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:57.629995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:57.630873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:57.630964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:57.631007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:57.756504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:57.756693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:57.756740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:57.756770] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:57.760392] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2026-02-10T20:15:57.760731] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2026-02-10T20:15:57.760876] [INFO ] [sig       ] AMAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:57.914942] [INFO ] [LOCAL     ] Saved forecast: AMAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMAL.txt
[2026-02-10T20:15:57.915133] [INFO ] [sig       ] [150/3417] Completed AMAL in 0.4s | 2.83 sym/s | Total: 53.0s | ETA: 19.2m
[2026-02-10T20:15:57.915179] [INFO ] [sig       ] [151/3417] Forecasting AMBA...
[2026-02-10T20:15:57.915217] [INFO ] [sig       ] Generating forecast for: AMBA
[2026-02-10T20:15:57.915249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2026-02-10T20:15:57.928622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2026-02-10T20:15:57.928996] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2026-02-10T20:15:57.929810] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2026-02-10T20:15:57.929864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:57.929898] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:57.929925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:57.929982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:57.991491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:57.992392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:57.992504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:57.992552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:58.126744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:58.126906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:58.126948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:58.126979] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:58.130701] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2026-02-10T20:15:58.131013] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2026-02-10T20:15:58.131189] [INFO ] [sig       ] AMBA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:58.279769] [INFO ] [LOCAL     ] Saved forecast: AMBA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMBA.txt
[2026-02-10T20:15:58.279931] [INFO ] [sig       ] [151/3417] Completed AMBA in 0.4s | 2.83 sym/s | Total: 53.4s | ETA: 19.2m
[2026-02-10T20:15:58.279973] [INFO ] [sig       ] [152/3417] Forecasting AMBP...
[2026-02-10T20:15:58.280005] [INFO ] [sig       ] Generating forecast for: AMBP
[2026-02-10T20:15:58.280036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2026-02-10T20:15:58.293537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2026-02-10T20:15:58.293973] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2026-02-10T20:15:58.294830] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2026-02-10T20:15:58.294883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:58.294918] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:58.294947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:58.295005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:58.356102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:58.357145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:58.357234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:58.357267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:58.483390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:58.483553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:58.483616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:58.483649] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:58.487219] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2026-02-10T20:15:58.487522] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2026-02-10T20:15:58.487725] [INFO ] [sig       ] AMBP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:58.639901] [INFO ] [LOCAL     ] Saved forecast: AMBP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMBP.txt
[2026-02-10T20:15:58.640101] [INFO ] [sig       ] [152/3417] Completed AMBP in 0.4s | 2.83 sym/s | Total: 53.7s | ETA: 19.2m
[2026-02-10T20:15:58.640148] [INFO ] [sig       ] [153/3417] Forecasting AMC...
[2026-02-10T20:15:58.640179] [INFO ] [sig       ] Generating forecast for: AMC
[2026-02-10T20:15:58.640211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2026-02-10T20:15:58.652714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2026-02-10T20:15:58.653127] [INFO ] [FORECASTER] Starting predict_future for AMC
[2026-02-10T20:15:58.654050] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2026-02-10T20:15:58.654111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:58.654145] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:58.654173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:58.654231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:58.714473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:58.715436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:58.715533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:58.715567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:58.836701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:58.836870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:58.836913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:58.836942] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:58.840850] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2026-02-10T20:15:58.841163] [INFO ] [FORECASTER] Completed predict_future for AMC
[2026-02-10T20:15:58.841309] [INFO ] [sig       ] AMC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:58.991220] [INFO ] [LOCAL     ] Saved forecast: AMC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMC.txt
[2026-02-10T20:15:58.991391] [INFO ] [sig       ] [153/3417] Completed AMC in 0.4s | 2.83 sym/s | Total: 54.1s | ETA: 19.2m
[2026-02-10T20:15:58.991434] [INFO ] [sig       ] [154/3417] Forecasting AMCX...
[2026-02-10T20:15:58.991467] [INFO ] [sig       ] Generating forecast for: AMCX
[2026-02-10T20:15:58.991505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2026-02-10T20:15:59.003848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2026-02-10T20:15:59.004264] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2026-02-10T20:15:59.005295] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2026-02-10T20:15:59.005351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:59.005384] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:59.005412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:59.005472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:59.065527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:59.066625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:59.066719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:59.066753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:59.192770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:59.192934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:59.192975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:59.193023] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:59.196968] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2026-02-10T20:15:59.197311] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2026-02-10T20:15:59.197457] [INFO ] [sig       ] AMCX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:15:59.345437] [INFO ] [LOCAL     ] Saved forecast: AMCX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMCX.txt
[2026-02-10T20:15:59.345624] [INFO ] [sig       ] [154/3417] Completed AMCX in 0.4s | 2.83 sym/s | Total: 54.4s | ETA: 19.2m
[2026-02-10T20:15:59.345667] [INFO ] [sig       ] [155/3417] Forecasting AMD...
[2026-02-10T20:15:59.345699] [INFO ] [sig       ] Generating forecast for: AMD
[2026-02-10T20:15:59.345730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2026-02-10T20:15:59.358905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2026-02-10T20:15:59.359307] [INFO ] [FORECASTER] Starting predict_future for AMD
[2026-02-10T20:15:59.360171] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2026-02-10T20:15:59.360226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:59.360259] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:59.360286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:59.360343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:59.418454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:59.419372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:59.419462] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:59.419499] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:59.550949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:59.551113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:59.551154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:59.551184] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:59.554927] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2026-02-10T20:15:59.555277] [INFO ] [FORECASTER] Completed predict_future for AMD
[2026-02-10T20:15:59.555424] [INFO ] [sig       ] AMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:15:59.704398] [INFO ] [LOCAL     ] Saved forecast: AMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMD.txt
[2026-02-10T20:15:59.704561] [INFO ] [sig       ] [155/3417] Completed AMD in 0.4s | 2.83 sym/s | Total: 54.8s | ETA: 19.2m
[2026-02-10T20:15:59.704628] [INFO ] [sig       ] [156/3417] Forecasting AMDL...
[2026-02-10T20:15:59.704659] [INFO ] [sig       ] Generating forecast for: AMDL
[2026-02-10T20:15:59.704689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2026-02-10T20:15:59.717803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2026-02-10T20:15:59.718238] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2026-02-10T20:15:59.719078] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2026-02-10T20:15:59.719135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:15:59.719216] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:15:59.719267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:15:59.719335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:15:59.779197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:15:59.780149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:15:59.780238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:15:59.780288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:15:59.910198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:15:59.910361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:15:59.910402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:15:59.910431] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:15:59.914205] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2026-02-10T20:15:59.914501] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2026-02-10T20:15:59.914661] [INFO ] [sig       ] AMDL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:00.074151] [INFO ] [LOCAL     ] Saved forecast: AMDL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMDL.txt
[2026-02-10T20:16:00.074322] [INFO ] [sig       ] [156/3417] Completed AMDL in 0.4s | 2.83 sym/s | Total: 55.2s | ETA: 19.2m
[2026-02-10T20:16:00.074365] [INFO ] [sig       ] [157/3417] Forecasting AME...
[2026-02-10T20:16:00.074394] [INFO ] [sig       ] Generating forecast for: AME
[2026-02-10T20:16:00.074424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2026-02-10T20:16:00.087683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2026-02-10T20:16:00.088020] [INFO ] [FORECASTER] Starting predict_future for AME
[2026-02-10T20:16:00.088897] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2026-02-10T20:16:00.088952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:00.088986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:00.089014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:00.089073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:00.150880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:00.151767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:00.151854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:00.151889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:00.279728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:00.279887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:00.279929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:00.279959] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:00.284176] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=18.98%)
[2026-02-10T20:16:00.284475] [INFO ] [FORECASTER] Completed predict_future for AME
[2026-02-10T20:16:00.284672] [INFO ] [sig       ] AME: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:00.434728] [INFO ] [LOCAL     ] Saved forecast: AME	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AME.txt
[2026-02-10T20:16:00.434879] [INFO ] [sig       ] [157/3417] Completed AME in 0.4s | 2.83 sym/s | Total: 55.5s | ETA: 19.2m
[2026-02-10T20:16:00.434919] [INFO ] [sig       ] [158/3417] Forecasting AMG...
[2026-02-10T20:16:00.434949] [INFO ] [sig       ] Generating forecast for: AMG
[2026-02-10T20:16:00.434993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2026-02-10T20:16:00.447802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2026-02-10T20:16:00.448209] [INFO ] [FORECASTER] Starting predict_future for AMG
[2026-02-10T20:16:00.449037] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2026-02-10T20:16:00.449091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:00.449124] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:00.449162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:00.449221] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:00.515556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:00.516569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:00.516723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:00.516757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:00.644383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:00.644545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:00.644616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:00.644653] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:00.648089] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2026-02-10T20:16:00.648373] [INFO ] [FORECASTER] Completed predict_future for AMG
[2026-02-10T20:16:00.648508] [INFO ] [sig       ] AMG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:00.803146] [INFO ] [LOCAL     ] Saved forecast: AMG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMG.txt
[2026-02-10T20:16:00.803297] [INFO ] [sig       ] [158/3417] Completed AMG in 0.4s | 2.83 sym/s | Total: 55.9s | ETA: 19.2m
[2026-02-10T20:16:00.803339] [INFO ] [sig       ] [159/3417] Forecasting AMGN...
[2026-02-10T20:16:00.803368] [INFO ] [sig       ] Generating forecast for: AMGN
[2026-02-10T20:16:00.803399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2026-02-10T20:16:00.817883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2026-02-10T20:16:00.818225] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2026-02-10T20:16:00.819061] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2026-02-10T20:16:00.819115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:00.819147] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:00.819175] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:00.819232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:00.883519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:00.884394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:00.884479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:00.884513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:01.011799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:01.011988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:01.012035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:01.012116] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:01.016634] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2026-02-10T20:16:01.016935] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2026-02-10T20:16:01.017075] [INFO ] [sig       ] AMGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:01.178142] [INFO ] [LOCAL     ] Saved forecast: AMGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMGN.txt
[2026-02-10T20:16:01.179018] [INFO ] [sig       ] [159/3417] Completed AMGN in 0.4s | 2.83 sym/s | Total: 56.3s | ETA: 19.2m
[2026-02-10T20:16:01.179069] [INFO ] [sig       ] [160/3417] Forecasting AMH...
[2026-02-10T20:16:01.179103] [INFO ] [sig       ] Generating forecast for: AMH
[2026-02-10T20:16:01.179137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2026-02-10T20:16:01.191713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2026-02-10T20:16:01.192138] [INFO ] [FORECASTER] Starting predict_future for AMH
[2026-02-10T20:16:01.192989] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2026-02-10T20:16:01.193044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:01.193078] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:01.193106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:01.193164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:01.254688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:01.255553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:01.255662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:01.255697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:01.381710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:01.381887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:01.381930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:01.381960] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:01.386291] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2026-02-10T20:16:01.386744] [INFO ] [FORECASTER] Completed predict_future for AMH
[2026-02-10T20:16:01.387131] [INFO ] [sig       ] AMH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:01.555537] [INFO ] [LOCAL     ] Saved forecast: AMH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMH.txt
[2026-02-10T20:16:01.555819] [INFO ] [sig       ] [160/3417] Completed AMH in 0.4s | 2.83 sym/s | Total: 56.6s | ETA: 19.2m
[2026-02-10T20:16:01.555876] [INFO ] [sig       ] [161/3417] Forecasting AMLX...
[2026-02-10T20:16:01.555910] [INFO ] [sig       ] Generating forecast for: AMLX
[2026-02-10T20:16:01.555941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2026-02-10T20:16:01.572739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2026-02-10T20:16:01.573271] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2026-02-10T20:16:01.574538] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2026-02-10T20:16:01.574643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:01.574698] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:01.574754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:01.574870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:01.655141] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:01.656136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:01.656242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:01.656276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:01.812439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:01.812672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:01.812733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:01.812780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:01.817940] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2026-02-10T20:16:01.818416] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2026-02-10T20:16:01.818637] [INFO ] [sig       ] AMLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:02.010395] [INFO ] [LOCAL     ] Saved forecast: AMLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMLX.txt
[2026-02-10T20:16:02.010663] [INFO ] [sig       ] [161/3417] Completed AMLX in 0.5s | 2.82 sym/s | Total: 57.1s | ETA: 19.2m
[2026-02-10T20:16:02.010739] [INFO ] [sig       ] [162/3417] Forecasting AMN...
[2026-02-10T20:16:02.010783] [INFO ] [sig       ] Generating forecast for: AMN
[2026-02-10T20:16:02.010828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2026-02-10T20:16:02.042088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2026-02-10T20:16:02.042595] [INFO ] [FORECASTER] Starting predict_future for AMN
[2026-02-10T20:16:02.043717] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2026-02-10T20:16:02.043798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:02.043842] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:02.043877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:02.043956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:02.133409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:02.134787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:02.134925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:02.134983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:02.319145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:02.319378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:02.319445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:02.319494] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:02.325278] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2026-02-10T20:16:02.325839] [INFO ] [FORECASTER] Completed predict_future for AMN
[2026-02-10T20:16:02.326065] [INFO ] [sig       ] AMN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:02.551228] [INFO ] [LOCAL     ] Saved forecast: AMN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMN.txt
[2026-02-10T20:16:02.551492] [INFO ] [sig       ] [162/3417] Completed AMN in 0.5s | 2.81 sym/s | Total: 57.6s | ETA: 19.3m
[2026-02-10T20:16:02.551547] [INFO ] [sig       ] [163/3417] Forecasting AMP...
[2026-02-10T20:16:02.551616] [INFO ] [sig       ] Generating forecast for: AMP
[2026-02-10T20:16:02.551659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2026-02-10T20:16:02.594027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2026-02-10T20:16:02.601370] [INFO ] [FORECASTER] Starting predict_future for AMP
[2026-02-10T20:16:02.603023] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2026-02-10T20:16:02.603147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:02.603188] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:02.603222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:02.603299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:02.707449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:02.709149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:02.709448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:02.709505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:02.894862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:02.895073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:02.895134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:02.895179] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:02.900782] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2026-02-10T20:16:02.901297] [INFO ] [FORECASTER] Completed predict_future for AMP
[2026-02-10T20:16:02.901502] [INFO ] [sig       ] AMP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:03.112144] [INFO ] [LOCAL     ] Saved forecast: AMP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMP.txt
[2026-02-10T20:16:03.112397] [INFO ] [sig       ] [163/3417] Completed AMP in 0.6s | 2.80 sym/s | Total: 58.2s | ETA: 19.4m
[2026-02-10T20:16:03.112480] [INFO ] [sig       ] [164/3417] Forecasting AMPG...
[2026-02-10T20:16:03.112538] [INFO ] [sig       ] Generating forecast for: AMPG
[2026-02-10T20:16:03.112626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2026-02-10T20:16:03.129139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2026-02-10T20:16:03.129679] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2026-02-10T20:16:03.130720] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2026-02-10T20:16:03.130781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:03.130817] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:03.130846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:03.130918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:03.200423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:03.201520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:03.201657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:03.201698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:03.327935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:03.328139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:03.328193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:03.328224] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:03.332133] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-10T20:16:03.332451] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2026-02-10T20:16:03.332624] [INFO ] [sig       ] AMPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:03.472895] [INFO ] [LOCAL     ] Saved forecast: AMPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMPG.txt
[2026-02-10T20:16:03.473030] [INFO ] [sig       ] [164/3417] Completed AMPG in 0.4s | 2.80 sym/s | Total: 58.6s | ETA: 19.4m
[2026-02-10T20:16:03.473072] [INFO ] [sig       ] [165/3417] Forecasting AMPH...
[2026-02-10T20:16:03.473101] [INFO ] [sig       ] Generating forecast for: AMPH
[2026-02-10T20:16:03.473132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2026-02-10T20:16:03.484635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2026-02-10T20:16:03.484897] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2026-02-10T20:16:03.485694] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2026-02-10T20:16:03.485747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:03.485780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:03.485808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:03.485870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:03.542172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:03.542979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:03.543063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:03.543097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:03.662094] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:03.662247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:03.662287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:03.662315] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:03.665734] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2026-02-10T20:16:03.666026] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2026-02-10T20:16:03.666155] [INFO ] [sig       ] AMPH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:03.810782] [INFO ] [LOCAL     ] Saved forecast: AMPH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMPH.txt
[2026-02-10T20:16:03.810924] [INFO ] [sig       ] [165/3417] Completed AMPH in 0.3s | 2.80 sym/s | Total: 58.9s | ETA: 19.3m
[2026-02-10T20:16:03.810972] [INFO ] [sig       ] [166/3417] Forecasting AMPL...
[2026-02-10T20:16:03.811012] [INFO ] [sig       ] Generating forecast for: AMPL
[2026-02-10T20:16:03.811047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2026-02-10T20:16:03.825130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2026-02-10T20:16:03.825426] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2026-02-10T20:16:03.826303] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2026-02-10T20:16:03.826365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:03.826404] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:03.826433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:03.826500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:03.894204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:03.894915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:03.895030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:03.895066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:04.016422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:04.016525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:04.016561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:04.016609] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:04.020184] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2026-02-10T20:16:04.020452] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2026-02-10T20:16:04.020598] [INFO ] [sig       ] AMPL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:04.161116] [INFO ] [LOCAL     ] Saved forecast: AMPL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMPL.txt
[2026-02-10T20:16:04.161231] [INFO ] [sig       ] [166/3417] Completed AMPL in 0.4s | 2.80 sym/s | Total: 59.2s | ETA: 19.3m
[2026-02-10T20:16:04.161271] [INFO ] [sig       ] [167/3417] Forecasting AMPX...
[2026-02-10T20:16:04.161301] [INFO ] [sig       ] Generating forecast for: AMPX
[2026-02-10T20:16:04.161330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2026-02-10T20:16:04.177625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2026-02-10T20:16:04.178059] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2026-02-10T20:16:04.178896] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2026-02-10T20:16:04.179139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:04.179172] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:04.179199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:04.179256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:04.237260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:04.238271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:04.238363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:04.238396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:04.361943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:04.362125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:04.362167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:04.362196] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:04.366239] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2026-02-10T20:16:04.366521] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2026-02-10T20:16:04.366674] [INFO ] [sig       ] AMPX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:04.508638] [INFO ] [LOCAL     ] Saved forecast: AMPX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMPX.txt
[2026-02-10T20:16:04.508806] [INFO ] [sig       ] [167/3417] Completed AMPX in 0.3s | 2.80 sym/s | Total: 59.6s | ETA: 19.3m
[2026-02-10T20:16:04.508850] [INFO ] [sig       ] [168/3417] Forecasting AMRC...
[2026-02-10T20:16:04.508881] [INFO ] [sig       ] Generating forecast for: AMRC
[2026-02-10T20:16:04.508911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2026-02-10T20:16:04.523615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2026-02-10T20:16:04.524047] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2026-02-10T20:16:04.524876] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2026-02-10T20:16:04.524929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:04.524962] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:04.524990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:04.525048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:04.581104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:04.582093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:04.582181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:04.582214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:04.733888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:04.734092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:04.734149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:04.734184] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:04.739889] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=28.64%)
[2026-02-10T20:16:04.740316] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2026-02-10T20:16:04.740506] [INFO ] [sig       ] AMRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:04.922479] [INFO ] [LOCAL     ] Saved forecast: AMRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMRC.txt
[2026-02-10T20:16:04.922690] [INFO ] [sig       ] [168/3417] Completed AMRC in 0.4s | 2.80 sym/s | Total: 1.0m | ETA: 19.3m
[2026-02-10T20:16:04.922757] [INFO ] [sig       ] [169/3417] Forecasting AMRN...
[2026-02-10T20:16:04.922801] [INFO ] [sig       ] Generating forecast for: AMRN
[2026-02-10T20:16:04.922845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2026-02-10T20:16:04.935686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2026-02-10T20:16:04.936106] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2026-02-10T20:16:04.937001] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2026-02-10T20:16:04.937056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:04.937091] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:04.937120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:04.937179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:05.005441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:05.006728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:05.006828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:05.006873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:05.157659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:05.157847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:05.157890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:05.157921] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:05.161818] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2026-02-10T20:16:05.162201] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2026-02-10T20:16:05.162366] [INFO ] [sig       ] AMRN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:05.308934] [INFO ] [LOCAL     ] Saved forecast: AMRN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMRN.txt
[2026-02-10T20:16:05.309129] [INFO ] [sig       ] [169/3417] Completed AMRN in 0.4s | 2.80 sym/s | Total: 1.0m | ETA: 19.3m
[2026-02-10T20:16:05.309173] [INFO ] [sig       ] [170/3417] Forecasting AMRX...
[2026-02-10T20:16:05.309202] [INFO ] [sig       ] Generating forecast for: AMRX
[2026-02-10T20:16:05.309232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2026-02-10T20:16:05.320972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2026-02-10T20:16:05.321327] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2026-02-10T20:16:05.322139] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2026-02-10T20:16:05.322194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:05.322227] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:05.322253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:05.322309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:05.398120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:05.399264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:05.399379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:05.399422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:05.536290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:05.536495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:05.536550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:05.536613] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:05.541411] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2026-02-10T20:16:05.541877] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2026-02-10T20:16:05.542088] [INFO ] [sig       ] AMRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:05.727175] [INFO ] [LOCAL     ] Saved forecast: AMRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMRX.txt
[2026-02-10T20:16:05.727373] [INFO ] [sig       ] [170/3417] Completed AMRX in 0.4s | 2.80 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-10T20:16:05.727427] [INFO ] [sig       ] [171/3417] Forecasting AMSC...
[2026-02-10T20:16:05.727464] [INFO ] [sig       ] Generating forecast for: AMSC
[2026-02-10T20:16:05.727503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2026-02-10T20:16:05.740288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2026-02-10T20:16:05.740723] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2026-02-10T20:16:05.741643] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2026-02-10T20:16:05.741716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:05.741752] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:05.741780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:05.741838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:05.802864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:05.803758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:05.803848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:05.803882] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:05.938085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:05.938245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:05.938286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:05.938316] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:05.942127] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2026-02-10T20:16:05.942418] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2026-02-10T20:16:05.942552] [INFO ] [sig       ] AMSC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:06.109464] [INFO ] [LOCAL     ] Saved forecast: AMSC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMSC.txt
[2026-02-10T20:16:06.109740] [INFO ] [sig       ] [171/3417] Completed AMSC in 0.4s | 2.79 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-10T20:16:06.109785] [INFO ] [sig       ] [172/3417] Forecasting AMSF...
[2026-02-10T20:16:06.109832] [INFO ] [sig       ] Generating forecast for: AMSF
[2026-02-10T20:16:06.109865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2026-02-10T20:16:06.125304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2026-02-10T20:16:06.125749] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2026-02-10T20:16:06.127041] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2026-02-10T20:16:06.127099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:06.127135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:06.127165] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:06.127226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:06.199265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:06.200664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:06.201065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:06.201122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:06.332058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:06.332237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:06.332310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:06.332356] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:06.336190] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2026-02-10T20:16:06.336486] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2026-02-10T20:16:06.336646] [INFO ] [sig       ] AMSF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:06.491453] [INFO ] [LOCAL     ] Saved forecast: AMSF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMSF.txt
[2026-02-10T20:16:06.491693] [INFO ] [sig       ] [172/3417] Completed AMSF in 0.4s | 2.79 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-10T20:16:06.491775] [INFO ] [sig       ] [173/3417] Forecasting AMTB...
[2026-02-10T20:16:06.491818] [INFO ] [sig       ] Generating forecast for: AMTB
[2026-02-10T20:16:06.491852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2026-02-10T20:16:06.508389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2026-02-10T20:16:06.509150] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2026-02-10T20:16:06.510349] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2026-02-10T20:16:06.510421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:06.510519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:06.510563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:06.510683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:06.582270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:06.583477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:06.583607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:06.583665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:06.730273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:06.730442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:06.730485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:06.730514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:06.734237] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2026-02-10T20:16:06.734542] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2026-02-10T20:16:06.734706] [INFO ] [sig       ] AMTB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:06.892704] [INFO ] [LOCAL     ] Saved forecast: AMTB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMTB.txt
[2026-02-10T20:16:06.892874] [INFO ] [sig       ] [173/3417] Completed AMTB in 0.4s | 2.79 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-10T20:16:06.892918] [INFO ] [sig       ] [174/3417] Forecasting AMTX...
[2026-02-10T20:16:06.892948] [INFO ] [sig       ] Generating forecast for: AMTX
[2026-02-10T20:16:06.892979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2026-02-10T20:16:06.905664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2026-02-10T20:16:06.906056] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2026-02-10T20:16:06.906914] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2026-02-10T20:16:06.906976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:06.907013] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:06.907041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:06.907099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:06.972255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:06.973286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:06.973393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:06.973437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:07.102035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:07.102199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:07.102242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:07.102273] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:07.106043] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2026-02-10T20:16:07.106379] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2026-02-10T20:16:07.106545] [INFO ] [sig       ] AMTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:07.264601] [INFO ] [LOCAL     ] Saved forecast: AMTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMTX.txt
[2026-02-10T20:16:07.264788] [INFO ] [sig       ] [174/3417] Completed AMTX in 0.4s | 2.79 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-10T20:16:07.264865] [INFO ] [sig       ] [175/3417] Forecasting AMWD...
[2026-02-10T20:16:07.264903] [INFO ] [sig       ] Generating forecast for: AMWD
[2026-02-10T20:16:07.264935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2026-02-10T20:16:07.277014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2026-02-10T20:16:07.277402] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2026-02-10T20:16:07.278481] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2026-02-10T20:16:07.278550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:07.278612] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:07.278649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:07.278743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:07.340786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:07.341796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:07.341903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:07.341948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:07.468479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:07.468668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:07.468717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:07.468753] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:07.472668] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2026-02-10T20:16:07.472989] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2026-02-10T20:16:07.473136] [INFO ] [sig       ] AMWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:07.622994] [INFO ] [LOCAL     ] Saved forecast: AMWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AMWD.txt
[2026-02-10T20:16:07.623238] [INFO ] [sig       ] [175/3417] Completed AMWD in 0.4s | 2.79 sym/s | Total: 1.0m | ETA: 19.4m
[2026-02-10T20:16:07.623317] [INFO ] [sig       ] [176/3417] Forecasting AMWL...
[2026-02-10T20:16:07.623351] [INFO ] [sig       ] Generating forecast for: AMWL
[2026-02-10T20:16:07.623382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2026-02-10T20:16:07.636064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2026-02-10T20:16:07.636456] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2026-02-10T20:16:07.637308] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2026-02-10T20:16:07.637366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:07.637399] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:07.637426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:07.637484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:07.696445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:07.697565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:07.697685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:07.697727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:07.825369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:07.825531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:07.825591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:07.825658] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:07.829672] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2026-02-10T20:16:07.829983] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2026-02-10T20:16:07.830121] [INFO ] [sig       ] AMWL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:07.982076] [INFO ] [LOCAL     ] Saved forecast: AMWL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMWL.txt
[2026-02-10T20:16:07.982239] [INFO ] [sig       ] [176/3417] Completed AMWL in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.4m
[2026-02-10T20:16:07.982282] [INFO ] [sig       ] [177/3417] Forecasting AMX...
[2026-02-10T20:16:07.982313] [INFO ] [sig       ] Generating forecast for: AMX
[2026-02-10T20:16:07.982344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2026-02-10T20:16:07.994272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2026-02-10T20:16:07.994605] [INFO ] [FORECASTER] Starting predict_future for AMX
[2026-02-10T20:16:07.995407] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2026-02-10T20:16:07.995461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:07.995495] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:07.995521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:07.995608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:08.054785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:08.055476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:08.055559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:08.055612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:08.181086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:08.181248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:08.181288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:08.181316] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:08.184753] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2026-02-10T20:16:08.185034] [INFO ] [FORECASTER] Completed predict_future for AMX
[2026-02-10T20:16:08.185166] [INFO ] [sig       ] AMX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:08.324930] [INFO ] [LOCAL     ] Saved forecast: AMX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMX.txt
[2026-02-10T20:16:08.325071] [INFO ] [sig       ] [177/3417] Completed AMX in 0.3s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:08.325113] [INFO ] [sig       ] [178/3417] Forecasting AMZD...
[2026-02-10T20:16:08.325142] [INFO ] [sig       ] Generating forecast for: AMZD
[2026-02-10T20:16:08.325173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2026-02-10T20:16:08.336733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2026-02-10T20:16:08.337036] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2026-02-10T20:16:08.337829] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2026-02-10T20:16:08.337882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:08.337915] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:08.337943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:08.338001] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:08.394347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:08.394991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:08.395070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:08.395103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:08.515011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:08.515168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:08.515225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:08.515256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:08.518765] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2026-02-10T20:16:08.519051] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2026-02-10T20:16:08.519185] [INFO ] [sig       ] AMZD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:08.659635] [INFO ] [LOCAL     ] Saved forecast: AMZD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMZD.txt
[2026-02-10T20:16:08.659783] [INFO ] [sig       ] [178/3417] Completed AMZD in 0.3s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:08.659831] [INFO ] [sig       ] [179/3417] Forecasting AMZN...
[2026-02-10T20:16:08.659869] [INFO ] [sig       ] Generating forecast for: AMZN
[2026-02-10T20:16:08.659902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2026-02-10T20:16:08.671369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2026-02-10T20:16:08.671684] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2026-02-10T20:16:08.672454] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2026-02-10T20:16:08.672507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:08.672539] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:08.672587] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:08.672648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:08.731106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:08.731886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:08.731971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:08.732004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:08.869594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:08.869765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:08.869815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:08.869850] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:08.874196] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2026-02-10T20:16:08.874489] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2026-02-10T20:16:08.874645] [INFO ] [sig       ] AMZN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:09.022350] [INFO ] [LOCAL     ] Saved forecast: AMZN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMZN.txt
[2026-02-10T20:16:09.022516] [INFO ] [sig       ] [179/3417] Completed AMZN in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:09.022556] [INFO ] [sig       ] [180/3417] Forecasting AMZZ...
[2026-02-10T20:16:09.022609] [INFO ] [sig       ] Generating forecast for: AMZZ
[2026-02-10T20:16:09.022645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2026-02-10T20:16:09.034927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2026-02-10T20:16:09.035269] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2026-02-10T20:16:09.036137] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2026-02-10T20:16:09.036193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:09.036228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:09.036257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:09.036318] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:09.094400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:09.095344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:09.095429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:09.095463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:09.225949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:09.226108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:09.226148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:09.226177] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:09.229700] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2026-02-10T20:16:09.229993] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2026-02-10T20:16:09.230137] [INFO ] [sig       ] AMZZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:09.380202] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AMZZ.txt
[2026-02-10T20:16:09.380368] [INFO ] [sig       ] [180/3417] Completed AMZZ in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:09.380409] [INFO ] [sig       ] [181/3417] Forecasting AN...
[2026-02-10T20:16:09.380440] [INFO ] [sig       ] Generating forecast for: AN
[2026-02-10T20:16:09.380472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2026-02-10T20:16:09.391656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2026-02-10T20:16:09.392180] [INFO ] [FORECASTER] Starting predict_future for AN
[2026-02-10T20:16:09.393041] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2026-02-10T20:16:09.393288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:09.393319] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:09.393346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:09.393402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:09.450240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:09.451064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:09.451148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:09.451182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:09.574370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:09.574531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:09.574589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:09.574622] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:09.578091] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=37.18%)
[2026-02-10T20:16:09.578372] [INFO ] [FORECASTER] Completed predict_future for AN
[2026-02-10T20:16:09.578503] [INFO ] [sig       ] AN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:09.721068] [INFO ] [LOCAL     ] Saved forecast: AN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AN.txt
[2026-02-10T20:16:09.721227] [INFO ] [sig       ] [181/3417] Completed AN in 0.3s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:09.721269] [INFO ] [sig       ] [182/3417] Forecasting ANAB...
[2026-02-10T20:16:09.721299] [INFO ] [sig       ] Generating forecast for: ANAB
[2026-02-10T20:16:09.721330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2026-02-10T20:16:09.733475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2026-02-10T20:16:09.733856] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2026-02-10T20:16:09.734674] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2026-02-10T20:16:09.734728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:09.734773] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:09.734806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:09.734863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:09.792051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:09.792890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:09.792974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:09.793006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:09.916792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:09.916966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:09.917007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:09.917036] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:09.921137] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2026-02-10T20:16:09.921459] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2026-02-10T20:16:09.921621] [INFO ] [sig       ] ANAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:10.067123] [INFO ] [LOCAL     ] Saved forecast: ANAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ANAB.txt
[2026-02-10T20:16:10.067286] [INFO ] [sig       ] [182/3417] Completed ANAB in 0.3s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:10.067327] [INFO ] [sig       ] [183/3417] Forecasting ANDE...
[2026-02-10T20:16:10.067358] [INFO ] [sig       ] Generating forecast for: ANDE
[2026-02-10T20:16:10.067389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2026-02-10T20:16:10.078855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2026-02-10T20:16:10.079202] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2026-02-10T20:16:10.080016] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2026-02-10T20:16:10.080070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:10.080101] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:10.080128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:10.080185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:10.137048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:10.137977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:10.138118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:10.138152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:10.272638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:10.272814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:10.272857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:10.272887] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:10.277010] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2026-02-10T20:16:10.277354] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2026-02-10T20:16:10.277547] [INFO ] [sig       ] ANDE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:10.447760] [INFO ] [LOCAL     ] Saved forecast: ANDE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ANDE.txt
[2026-02-10T20:16:10.447960] [INFO ] [sig       ] [183/3417] Completed ANDE in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:10.448003] [INFO ] [sig       ] [184/3417] Forecasting ANF...
[2026-02-10T20:16:10.448057] [INFO ] [sig       ] Generating forecast for: ANF
[2026-02-10T20:16:10.448091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2026-02-10T20:16:10.459233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2026-02-10T20:16:10.459628] [INFO ] [FORECASTER] Starting predict_future for ANF
[2026-02-10T20:16:10.460414] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2026-02-10T20:16:10.460469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:10.460501] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:10.460528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:10.460609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:10.529060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:10.530084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:10.530178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:10.530213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:10.662189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:10.662350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:10.662392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:10.662421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:10.665880] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=41.93%)
[2026-02-10T20:16:10.666156] [INFO ] [FORECASTER] Completed predict_future for ANF
[2026-02-10T20:16:10.666286] [INFO ] [sig       ] ANF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:10.823106] [INFO ] [LOCAL     ] Saved forecast: ANF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ANF.txt
[2026-02-10T20:16:10.823295] [INFO ] [sig       ] [184/3417] Completed ANF in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:10.823353] [INFO ] [sig       ] [185/3417] Forecasting ANGI...
[2026-02-10T20:16:10.823394] [INFO ] [sig       ] Generating forecast for: ANGI
[2026-02-10T20:16:10.823433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2026-02-10T20:16:10.837289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2026-02-10T20:16:10.837706] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2026-02-10T20:16:10.838749] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2026-02-10T20:16:10.838821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:10.838861] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:10.838894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:10.838971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:10.905657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:10.906714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:10.906815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:10.906852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:11.048547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:11.048751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:11.048798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:11.048835] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:11.053386] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2026-02-10T20:16:11.053773] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2026-02-10T20:16:11.053934] [INFO ] [sig       ] ANGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:11.229267] [INFO ] [LOCAL     ] Saved forecast: ANGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ANGI.txt
[2026-02-10T20:16:11.229445] [INFO ] [sig       ] [185/3417] Completed ANGI in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:11.229490] [INFO ] [sig       ] [186/3417] Forecasting ANGL...
[2026-02-10T20:16:11.229526] [INFO ] [sig       ] Generating forecast for: ANGL
[2026-02-10T20:16:11.229560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2026-02-10T20:16:11.241518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2026-02-10T20:16:11.241964] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2026-02-10T20:16:11.243178] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2026-02-10T20:16:11.243233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:11.243266] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:11.243293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:11.243350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:11.307159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:11.308328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:11.308461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:11.308512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:11.444868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:11.445051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:11.445100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:11.445131] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:11.448856] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=55.82%)
[2026-02-10T20:16:11.449165] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2026-02-10T20:16:11.449306] [INFO ] [sig       ] ANGL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:11.604508] [INFO ] [LOCAL     ] Saved forecast: ANGL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ANGL.txt
[2026-02-10T20:16:11.604730] [INFO ] [sig       ] [186/3417] Completed ANGL in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:11.604774] [INFO ] [sig       ] [187/3417] Forecasting ANGO...
[2026-02-10T20:16:11.604805] [INFO ] [sig       ] Generating forecast for: ANGO
[2026-02-10T20:16:11.604836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2026-02-10T20:16:11.615521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2026-02-10T20:16:11.615923] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2026-02-10T20:16:11.616767] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2026-02-10T20:16:11.616824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:11.616860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:11.616888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:11.616947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:11.675422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:11.676379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:11.676472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:11.676506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:11.802749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:11.802913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:11.802954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:11.802985] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:11.806621] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2026-02-10T20:16:11.806926] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2026-02-10T20:16:11.807083] [INFO ] [sig       ] ANGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:11.954590] [INFO ] [LOCAL     ] Saved forecast: ANGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ANGO.txt
[2026-02-10T20:16:11.954760] [INFO ] [sig       ] [187/3417] Completed ANGO in 0.3s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:11.954801] [INFO ] [sig       ] [188/3417] Forecasting ANIK...
[2026-02-10T20:16:11.954834] [INFO ] [sig       ] Generating forecast for: ANIK
[2026-02-10T20:16:11.954866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2026-02-10T20:16:11.966840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2026-02-10T20:16:11.967327] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2026-02-10T20:16:11.968337] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2026-02-10T20:16:11.968407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:11.968458] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:11.968503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:11.968609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:12.040164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:12.041111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:12.041208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:12.041242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:12.176637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:12.176810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:12.176853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:12.176911] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:12.181364] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2026-02-10T20:16:12.181812] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2026-02-10T20:16:12.182022] [INFO ] [sig       ] ANIK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:12.369318] [INFO ] [LOCAL     ] Saved forecast: ANIK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ANIK.txt
[2026-02-10T20:16:12.369500] [INFO ] [sig       ] [188/3417] Completed ANIK in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:12.369564] [INFO ] [sig       ] [189/3417] Forecasting ANIP...
[2026-02-10T20:16:12.369640] [INFO ] [sig       ] Generating forecast for: ANIP
[2026-02-10T20:16:12.369688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2026-02-10T20:16:12.383012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2026-02-10T20:16:12.383456] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2026-02-10T20:16:12.384541] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2026-02-10T20:16:12.384638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:12.384689] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:12.384731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:12.384821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:12.462855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:12.463814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:12.463904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:12.463938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:12.593130] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:12.593297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:12.593339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:12.593401] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:12.597151] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2026-02-10T20:16:12.597473] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2026-02-10T20:16:12.597639] [INFO ] [sig       ] ANIP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:12.748253] [INFO ] [LOCAL     ] Saved forecast: ANIP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ANIP.txt
[2026-02-10T20:16:12.748453] [INFO ] [sig       ] [189/3417] Completed ANIP in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:12.748522] [INFO ] [sig       ] [190/3417] Forecasting ANIX...
[2026-02-10T20:16:12.748555] [INFO ] [sig       ] Generating forecast for: ANIX
[2026-02-10T20:16:12.748608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2026-02-10T20:16:12.761708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2026-02-10T20:16:12.762127] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2026-02-10T20:16:12.763421] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2026-02-10T20:16:12.763477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:12.763540] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:12.763569] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:12.763650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:12.843244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:12.844416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:12.844506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:12.844539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:12.977341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:12.977509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:12.977549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:12.977596] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:12.981255] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=81.33%)
[2026-02-10T20:16:12.981676] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2026-02-10T20:16:12.981852] [INFO ] [sig       ] ANIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:13.127133] [INFO ] [LOCAL     ] Saved forecast: ANIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ANIX.txt
[2026-02-10T20:16:13.127300] [INFO ] [sig       ] [190/3417] Completed ANIX in 0.4s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:13.127344] [INFO ] [sig       ] [191/3417] Forecasting ANNX...
[2026-02-10T20:16:13.127374] [INFO ] [sig       ] Generating forecast for: ANNX
[2026-02-10T20:16:13.127405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2026-02-10T20:16:13.140995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2026-02-10T20:16:13.141440] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2026-02-10T20:16:13.142715] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2026-02-10T20:16:13.142786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:13.142834] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:13.142881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:13.142969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:13.204209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:13.205140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:13.205229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:13.205302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:13.345955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:13.346118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:13.346159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:13.346189] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:13.350134] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2026-02-10T20:16:13.350452] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2026-02-10T20:16:13.350607] [INFO ] [sig       ] ANNX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:13.509638] [INFO ] [LOCAL     ] Saved forecast: ANNX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ANNX.txt
[2026-02-10T20:16:13.509801] [INFO ] [sig       ] [191/3417] Completed ANNX in 0.4s | 2.78 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:13.509850] [INFO ] [sig       ] [192/3417] Forecasting ANTX...
[2026-02-10T20:16:13.509889] [INFO ] [sig       ] Generating forecast for: ANTX
[2026-02-10T20:16:13.509926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2026-02-10T20:16:13.523164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2026-02-10T20:16:13.523605] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2026-02-10T20:16:13.524799] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2026-02-10T20:16:13.524864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:13.524901] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:13.524938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:13.525020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:13.592205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:13.593155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:13.593242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:13.593276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:13.707834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:13.708004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:13.708064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:13.708095] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:13.711591] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2026-02-10T20:16:13.711867] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2026-02-10T20:16:13.711993] [INFO ] [sig       ] ANTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:13.852934] [INFO ] [LOCAL     ] Saved forecast: ANTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ANTX.txt
[2026-02-10T20:16:13.853057] [INFO ] [sig       ] [192/3417] Completed ANTX in 0.3s | 2.79 sym/s | Total: 1.1m | ETA: 19.3m
[2026-02-10T20:16:13.853096] [INFO ] [sig       ] [193/3417] Forecasting ANVS...
[2026-02-10T20:16:13.853126] [INFO ] [sig       ] Generating forecast for: ANVS
[2026-02-10T20:16:13.853157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2026-02-10T20:16:13.864402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2026-02-10T20:16:13.864710] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2026-02-10T20:16:13.865486] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2026-02-10T20:16:13.865539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:13.865594] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:13.865635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:13.865695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:13.932870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:13.933762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:13.933849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:13.933881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:14.055992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:14.056151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:14.056192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:14.056257] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:14.059838] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2026-02-10T20:16:14.060146] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2026-02-10T20:16:14.060278] [INFO ] [sig       ] ANVS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:14.201670] [INFO ] [LOCAL     ] Saved forecast: ANVS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ANVS.txt
[2026-02-10T20:16:14.201806] [INFO ] [sig       ] [193/3417] Completed ANVS in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-10T20:16:14.201846] [INFO ] [sig       ] [194/3417] Forecasting AOD...
[2026-02-10T20:16:14.201880] [INFO ] [sig       ] Generating forecast for: AOD
[2026-02-10T20:16:14.201912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2026-02-10T20:16:14.212550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2026-02-10T20:16:14.212837] [INFO ] [FORECASTER] Starting predict_future for AOD
[2026-02-10T20:16:14.213661] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2026-02-10T20:16:14.213715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:14.213747] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:14.213774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:14.213831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:14.270608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:14.271207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:14.271284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:14.271317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:14.394091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:14.394232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:14.394269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:14.394298] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:14.397654] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2026-02-10T20:16:14.397943] [INFO ] [FORECASTER] Completed predict_future for AOD
[2026-02-10T20:16:14.398108] [INFO ] [sig       ] AOD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:14.544585] [INFO ] [LOCAL     ] Saved forecast: AOD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AOD.txt
[2026-02-10T20:16:14.544717] [INFO ] [sig       ] [194/3417] Completed AOD in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-10T20:16:14.544757] [INFO ] [sig       ] [195/3417] Forecasting AOHY...
[2026-02-10T20:16:14.544786] [INFO ] [sig       ] Generating forecast for: AOHY
[2026-02-10T20:16:14.544816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2026-02-10T20:16:14.556224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2026-02-10T20:16:14.556489] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2026-02-10T20:16:14.557503] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2026-02-10T20:16:14.557557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:14.557608] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:14.557636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:14.557693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:14.617512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:14.618277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:14.618358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:14.618390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:14.736107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:14.736236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:14.736272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:14.736301] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:14.739596] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2026-02-10T20:16:14.739865] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2026-02-10T20:16:14.739994] [INFO ] [sig       ] AOHY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:14.882420] [INFO ] [LOCAL     ] Saved forecast: AOHY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AOHY.txt
[2026-02-10T20:16:14.882546] [INFO ] [sig       ] [195/3417] Completed AOHY in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-10T20:16:14.882603] [INFO ] [sig       ] [196/3417] Forecasting AON...
[2026-02-10T20:16:14.882636] [INFO ] [sig       ] Generating forecast for: AON
[2026-02-10T20:16:14.882666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2026-02-10T20:16:14.893924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2026-02-10T20:16:14.894206] [INFO ] [FORECASTER] Starting predict_future for AON
[2026-02-10T20:16:14.894994] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2026-02-10T20:16:14.895046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:14.895077] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:14.895104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:14.895161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:14.952048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:14.952694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:14.952774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:14.952805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:15.075869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:15.076028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:15.076068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:15.076097] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:15.080340] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2026-02-10T20:16:15.080632] [INFO ] [FORECASTER] Completed predict_future for AON
[2026-02-10T20:16:15.080764] [INFO ] [sig       ] AON: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:15.224330] [INFO ] [LOCAL     ] Saved forecast: AON	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AON.txt
[2026-02-10T20:16:15.224461] [INFO ] [sig       ] [196/3417] Completed AON in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-10T20:16:15.224501] [INFO ] [sig       ] [197/3417] Forecasting AOS...
[2026-02-10T20:16:15.224532] [INFO ] [sig       ] Generating forecast for: AOS
[2026-02-10T20:16:15.224586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2026-02-10T20:16:15.237489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2026-02-10T20:16:15.237894] [INFO ] [FORECASTER] Starting predict_future for AOS
[2026-02-10T20:16:15.238770] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2026-02-10T20:16:15.238825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:15.238862] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:15.238896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:15.238967] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:15.307601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:15.308678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:15.308771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:15.308817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:15.452825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:15.452978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:15.453019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:15.453047] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:15.456508] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2026-02-10T20:16:15.456823] [INFO ] [FORECASTER] Completed predict_future for AOS
[2026-02-10T20:16:15.456967] [INFO ] [sig       ] AOS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:15.607799] [INFO ] [LOCAL     ] Saved forecast: AOS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AOS.txt
[2026-02-10T20:16:15.607968] [INFO ] [sig       ] [197/3417] Completed AOS in 0.4s | 2.79 sym/s | Total: 1.2m | ETA: 19.3m
[2026-02-10T20:16:15.608011] [INFO ] [sig       ] [198/3417] Forecasting AOSL...
[2026-02-10T20:16:15.608073] [INFO ] [sig       ] Generating forecast for: AOSL
[2026-02-10T20:16:15.608108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2026-02-10T20:16:15.621234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2026-02-10T20:16:15.621564] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2026-02-10T20:16:15.622440] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2026-02-10T20:16:15.622496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:15.622528] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:15.622556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:15.622648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:15.680674] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:15.681424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:15.681508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:15.681541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:15.802421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:15.802600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:15.802643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:15.802672] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:15.806194] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2026-02-10T20:16:15.806493] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2026-02-10T20:16:15.806652] [INFO ] [sig       ] AOSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:15.952004] [INFO ] [LOCAL     ] Saved forecast: AOSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AOSL.txt
[2026-02-10T20:16:15.952169] [INFO ] [sig       ] [198/3417] Completed AOSL in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:15.952227] [INFO ] [sig       ] [199/3417] Forecasting AP...
[2026-02-10T20:16:15.952261] [INFO ] [sig       ] Generating forecast for: AP
[2026-02-10T20:16:15.952290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2026-02-10T20:16:15.963633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2026-02-10T20:16:15.964026] [INFO ] [FORECASTER] Starting predict_future for AP
[2026-02-10T20:16:15.964876] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2026-02-10T20:16:15.964931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:15.964968] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:15.964997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:15.965056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:16.023689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:16.024530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:16.024633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:16.024668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:16.146775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:16.146936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:16.146978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:16.147011] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:16.150554] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2026-02-10T20:16:16.150853] [INFO ] [FORECASTER] Completed predict_future for AP
[2026-02-10T20:16:16.151008] [INFO ] [sig       ] AP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:16.292768] [INFO ] [LOCAL     ] Saved forecast: AP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AP.txt
[2026-02-10T20:16:16.292913] [INFO ] [sig       ] [199/3417] Completed AP in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:16.292954] [INFO ] [sig       ] [200/3417] Forecasting APA...
[2026-02-10T20:16:16.292984] [INFO ] [sig       ] Generating forecast for: APA
[2026-02-10T20:16:16.293015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2026-02-10T20:16:16.305405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2026-02-10T20:16:16.305744] [INFO ] [FORECASTER] Starting predict_future for APA
[2026-02-10T20:16:16.306603] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2026-02-10T20:16:16.306661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:16.306692] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:16.306720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:16.306776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:16.368100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:16.368979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:16.369089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:16.369172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:16.498996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:16.499153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:16.499194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:16.499224] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:16.502748] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2026-02-10T20:16:16.503045] [INFO ] [FORECASTER] Completed predict_future for APA
[2026-02-10T20:16:16.503173] [INFO ] [sig       ] APA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:16.644950] [INFO ] [LOCAL     ] Saved forecast: APA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APA.txt
[2026-02-10T20:16:16.645100] [INFO ] [sig       ] [200/3417] Completed APA in 0.4s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:16.645141] [INFO ] [sig       ] [201/3417] Forecasting APAM...
[2026-02-10T20:16:16.645173] [INFO ] [sig       ] Generating forecast for: APAM
[2026-02-10T20:16:16.645204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2026-02-10T20:16:16.656477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2026-02-10T20:16:16.656796] [INFO ] [FORECASTER] Starting predict_future for APAM
[2026-02-10T20:16:16.657598] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2026-02-10T20:16:16.657651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:16.657684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:16.657711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:16.657768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:16.715435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:16.716309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:16.716393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:16.716427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:16.839286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:16.839456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:16.839498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:16.839527] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:16.843716] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2026-02-10T20:16:16.844021] [INFO ] [FORECASTER] Completed predict_future for APAM
[2026-02-10T20:16:16.844158] [INFO ] [sig       ] APAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:17.002032] [INFO ] [LOCAL     ] Saved forecast: APAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APAM.txt
[2026-02-10T20:16:17.002371] [INFO ] [sig       ] [201/3417] Completed APAM in 0.4s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:17.002413] [INFO ] [sig       ] [202/3417] Forecasting APD...
[2026-02-10T20:16:17.002443] [INFO ] [sig       ] Generating forecast for: APD
[2026-02-10T20:16:17.002474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2026-02-10T20:16:17.014374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2026-02-10T20:16:17.014683] [INFO ] [FORECASTER] Starting predict_future for APD
[2026-02-10T20:16:17.015455] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2026-02-10T20:16:17.015508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:17.015540] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:17.015587] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:17.015650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:17.074035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:17.074712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:17.074791] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:17.074824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:17.199474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:17.199670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:17.199715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:17.199745] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:17.203387] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=18.18%)
[2026-02-10T20:16:17.203720] [INFO ] [FORECASTER] Completed predict_future for APD
[2026-02-10T20:16:17.203873] [INFO ] [sig       ] APD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:17.350167] [INFO ] [LOCAL     ] Saved forecast: APD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APD.txt
[2026-02-10T20:16:17.350495] [INFO ] [sig       ] [202/3417] Completed APD in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:17.350535] [INFO ] [sig       ] [203/3417] Forecasting APEI...
[2026-02-10T20:16:17.350565] [INFO ] [sig       ] Generating forecast for: APEI
[2026-02-10T20:16:17.350615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2026-02-10T20:16:17.362631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2026-02-10T20:16:17.362916] [INFO ] [FORECASTER] Starting predict_future for APEI
[2026-02-10T20:16:17.363711] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2026-02-10T20:16:17.363763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:17.363795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:17.363822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:17.363878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:17.422087] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:17.422762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:17.422842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:17.422874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:17.544914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:17.545057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:17.545095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:17.545123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:17.548677] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2026-02-10T20:16:17.548963] [INFO ] [FORECASTER] Completed predict_future for APEI
[2026-02-10T20:16:17.549113] [INFO ] [sig       ] APEI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:17.691426] [INFO ] [LOCAL     ] Saved forecast: APEI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APEI.txt
[2026-02-10T20:16:17.691597] [INFO ] [sig       ] [203/3417] Completed APEI in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:17.691639] [INFO ] [sig       ] [204/3417] Forecasting APG...
[2026-02-10T20:16:17.691670] [INFO ] [sig       ] Generating forecast for: APG
[2026-02-10T20:16:17.691700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2026-02-10T20:16:17.703409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2026-02-10T20:16:17.703702] [INFO ] [FORECASTER] Starting predict_future for APG
[2026-02-10T20:16:17.704486] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2026-02-10T20:16:17.704539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:17.704589] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:17.704620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:17.704677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:17.763432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:17.764183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:17.764263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:17.764296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:17.883545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:17.883715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:17.883755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:17.883783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:17.887139] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2026-02-10T20:16:17.887410] [INFO ] [FORECASTER] Completed predict_future for APG
[2026-02-10T20:16:17.887537] [INFO ] [sig       ] APG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:18.031613] [INFO ] [LOCAL     ] Saved forecast: APG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APG.txt
[2026-02-10T20:16:18.031795] [INFO ] [sig       ] [204/3417] Completed APG in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:18.031838] [INFO ] [sig       ] [205/3417] Forecasting APGE...
[2026-02-10T20:16:18.031867] [INFO ] [sig       ] Generating forecast for: APGE
[2026-02-10T20:16:18.031897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2026-02-10T20:16:18.043387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2026-02-10T20:16:18.043739] [INFO ] [FORECASTER] Starting predict_future for APGE
[2026-02-10T20:16:18.044536] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2026-02-10T20:16:18.044606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:18.044640] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:18.044668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:18.044725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:18.103287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:18.104036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:18.104127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:18.104161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:18.223949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:18.224120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:18.224160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:18.224188] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:18.227640] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2026-02-10T20:16:18.227920] [INFO ] [FORECASTER] Completed predict_future for APGE
[2026-02-10T20:16:18.228108] [INFO ] [sig       ] APGE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:18.367225] [INFO ] [LOCAL     ] Saved forecast: APGE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APGE.txt
[2026-02-10T20:16:18.367374] [INFO ] [sig       ] [205/3417] Completed APGE in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:18.367413] [INFO ] [sig       ] [206/3417] Forecasting APH...
[2026-02-10T20:16:18.367444] [INFO ] [sig       ] Generating forecast for: APH
[2026-02-10T20:16:18.367474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2026-02-10T20:16:18.380993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2026-02-10T20:16:18.381419] [INFO ] [FORECASTER] Starting predict_future for APH
[2026-02-10T20:16:18.382458] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2026-02-10T20:16:18.382523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:18.382596] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:18.382634] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:18.382714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:18.448315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:18.449255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:18.449342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:18.449377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:18.575925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:18.576087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:18.576128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:18.576158] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:18.579774] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2026-02-10T20:16:18.580060] [INFO ] [FORECASTER] Completed predict_future for APH
[2026-02-10T20:16:18.580192] [INFO ] [sig       ] APH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:18.747867] [INFO ] [LOCAL     ] Saved forecast: APH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APH.txt
[2026-02-10T20:16:18.748054] [INFO ] [sig       ] [206/3417] Completed APH in 0.4s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:18.748099] [INFO ] [sig       ] [207/3417] Forecasting API...
[2026-02-10T20:16:18.748132] [INFO ] [sig       ] Generating forecast for: API
[2026-02-10T20:16:18.748164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2026-02-10T20:16:18.759686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2026-02-10T20:16:18.760063] [INFO ] [FORECASTER] Starting predict_future for API
[2026-02-10T20:16:18.760938] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2026-02-10T20:16:18.760992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:18.761077] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:18.761108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:18.761167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:18.819593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:18.820806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:18.820905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:18.820940] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:18.943448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:18.943624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:18.943668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:18.943697] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:18.947172] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2026-02-10T20:16:18.947452] [INFO ] [FORECASTER] Completed predict_future for API
[2026-02-10T20:16:18.947599] [INFO ] [sig       ] API: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:19.089211] [INFO ] [LOCAL     ] Saved forecast: API	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/API.txt
[2026-02-10T20:16:19.089323] [INFO ] [sig       ] [207/3417] Completed API in 0.3s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:19.089362] [INFO ] [sig       ] [208/3417] Forecasting APLD...
[2026-02-10T20:16:19.089392] [INFO ] [sig       ] Generating forecast for: APLD
[2026-02-10T20:16:19.089421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2026-02-10T20:16:19.101090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2026-02-10T20:16:19.101367] [INFO ] [FORECASTER] Starting predict_future for APLD
[2026-02-10T20:16:19.102161] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2026-02-10T20:16:19.102214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:19.102246] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:19.102273] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:19.102329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:19.160230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:19.161069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:19.161161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:19.161193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:19.281669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:19.281809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:19.281849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:19.281877] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:19.285269] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2026-02-10T20:16:19.285543] [INFO ] [FORECASTER] Completed predict_future for APLD
[2026-02-10T20:16:19.285694] [INFO ] [sig       ] APLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:19.446384] [INFO ] [LOCAL     ] Saved forecast: APLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APLD.txt
[2026-02-10T20:16:19.446619] [INFO ] [sig       ] [208/3417] Completed APLD in 0.4s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:19.446671] [INFO ] [sig       ] [209/3417] Forecasting APLE...
[2026-02-10T20:16:19.446711] [INFO ] [sig       ] Generating forecast for: APLE
[2026-02-10T20:16:19.446750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2026-02-10T20:16:19.461413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2026-02-10T20:16:19.461931] [INFO ] [FORECASTER] Starting predict_future for APLE
[2026-02-10T20:16:19.462983] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2026-02-10T20:16:19.463051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:19.463095] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:19.463130] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:19.463210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:19.533849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:19.535000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:19.535101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:19.535142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:19.658615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:19.658780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:19.658820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:19.658850] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:19.663066] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2026-02-10T20:16:19.663352] [INFO ] [FORECASTER] Completed predict_future for APLE
[2026-02-10T20:16:19.663485] [INFO ] [sig       ] APLE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:19.810026] [INFO ] [LOCAL     ] Saved forecast: APLE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APLE.txt
[2026-02-10T20:16:19.810214] [INFO ] [sig       ] [209/3417] Completed APLE in 0.4s | 2.79 sym/s | Total: 1.2m | ETA: 19.2m
[2026-02-10T20:16:19.810263] [INFO ] [sig       ] [210/3417] Forecasting APLS...
[2026-02-10T20:16:19.810296] [INFO ] [sig       ] Generating forecast for: APLS
[2026-02-10T20:16:19.810328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2026-02-10T20:16:19.822297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2026-02-10T20:16:19.822638] [INFO ] [FORECASTER] Starting predict_future for APLS
[2026-02-10T20:16:19.823445] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2026-02-10T20:16:19.823499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:19.823531] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:19.823558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:19.823661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:19.880451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:19.881359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:19.881449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:19.881482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:20.006860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:20.007033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:20.007077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:20.007140] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:20.010864] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2026-02-10T20:16:20.011162] [INFO ] [FORECASTER] Completed predict_future for APLS
[2026-02-10T20:16:20.011303] [INFO ] [sig       ] APLS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:20.156873] [INFO ] [LOCAL     ] Saved forecast: APLS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APLS.txt
[2026-02-10T20:16:20.157037] [INFO ] [sig       ] [210/3417] Completed APLS in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:20.157080] [INFO ] [sig       ] [211/3417] Forecasting APO...
[2026-02-10T20:16:20.157111] [INFO ] [sig       ] Generating forecast for: APO
[2026-02-10T20:16:20.157142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2026-02-10T20:16:20.169447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2026-02-10T20:16:20.169788] [INFO ] [FORECASTER] Starting predict_future for APO
[2026-02-10T20:16:20.170604] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2026-02-10T20:16:20.170660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:20.170699] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:20.170734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:20.170794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:20.230949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:20.231781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:20.231868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:20.231903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:20.364796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:20.364981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:20.365026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:20.365059] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:20.369087] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=17.87%)
[2026-02-10T20:16:20.369398] [INFO ] [FORECASTER] Completed predict_future for APO
[2026-02-10T20:16:20.369555] [INFO ] [sig       ] APO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:20.516829] [INFO ] [LOCAL     ] Saved forecast: APO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APO.txt
[2026-02-10T20:16:20.516992] [INFO ] [sig       ] [211/3417] Completed APO in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:20.517051] [INFO ] [sig       ] [212/3417] Forecasting APOG...
[2026-02-10T20:16:20.517091] [INFO ] [sig       ] Generating forecast for: APOG
[2026-02-10T20:16:20.517129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2026-02-10T20:16:20.529385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2026-02-10T20:16:20.529724] [INFO ] [FORECASTER] Starting predict_future for APOG
[2026-02-10T20:16:20.530541] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2026-02-10T20:16:20.530620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:20.530655] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:20.530682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:20.530739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:20.590643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:20.591444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:20.591528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:20.591563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:20.715046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:20.715230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:20.715288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:20.715330] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:20.718970] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2026-02-10T20:16:20.719291] [INFO ] [FORECASTER] Completed predict_future for APOG
[2026-02-10T20:16:20.719609] [INFO ] [sig       ] APOG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:20.864002] [INFO ] [LOCAL     ] Saved forecast: APOG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APOG.txt
[2026-02-10T20:16:20.864138] [INFO ] [sig       ] [212/3417] Completed APOG in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:20.864178] [INFO ] [sig       ] [213/3417] Forecasting APP...
[2026-02-10T20:16:20.864207] [INFO ] [sig       ] Generating forecast for: APP
[2026-02-10T20:16:20.864238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2026-02-10T20:16:20.875468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2026-02-10T20:16:20.875763] [INFO ] [FORECASTER] Starting predict_future for APP
[2026-02-10T20:16:20.876534] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2026-02-10T20:16:20.876608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:20.876643] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:20.876670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:20.876727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:20.935326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:20.936074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:20.936193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:20.936230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:21.062543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:21.062745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:21.062793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:21.062840] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:21.066427] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2026-02-10T20:16:21.066753] [INFO ] [FORECASTER] Completed predict_future for APP
[2026-02-10T20:16:21.066885] [INFO ] [sig       ] APP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:21.211930] [INFO ] [LOCAL     ] Saved forecast: APP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APP.txt
[2026-02-10T20:16:21.212102] [INFO ] [sig       ] [213/3417] Completed APP in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:21.212144] [INFO ] [sig       ] [214/3417] Forecasting APPF...
[2026-02-10T20:16:21.212173] [INFO ] [sig       ] Generating forecast for: APPF
[2026-02-10T20:16:21.212203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2026-02-10T20:16:21.224432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2026-02-10T20:16:21.224778] [INFO ] [FORECASTER] Starting predict_future for APPF
[2026-02-10T20:16:21.225635] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2026-02-10T20:16:21.225688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:21.225721] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:21.225748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:21.225805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:21.286904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:21.287781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:21.287868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:21.287907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:21.412494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:21.412656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:21.412698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:21.412728] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:21.416128] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2026-02-10T20:16:21.416405] [INFO ] [FORECASTER] Completed predict_future for APPF
[2026-02-10T20:16:21.416540] [INFO ] [sig       ] APPF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:21.559559] [INFO ] [LOCAL     ] Saved forecast: APPF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APPF.txt
[2026-02-10T20:16:21.559714] [INFO ] [sig       ] [214/3417] Completed APPF in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:21.559774] [INFO ] [sig       ] [215/3417] Forecasting APPN...
[2026-02-10T20:16:21.559805] [INFO ] [sig       ] Generating forecast for: APPN
[2026-02-10T20:16:21.559835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2026-02-10T20:16:21.572028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2026-02-10T20:16:21.572356] [INFO ] [FORECASTER] Starting predict_future for APPN
[2026-02-10T20:16:21.573194] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2026-02-10T20:16:21.573248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:21.573280] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:21.573308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:21.573543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:21.634390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:21.635137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:21.635248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:21.635282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:21.760594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:21.760759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:21.760801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:21.760831] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:21.764641] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2026-02-10T20:16:21.764957] [INFO ] [FORECASTER] Completed predict_future for APPN
[2026-02-10T20:16:21.765125] [INFO ] [sig       ] APPN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:21.915742] [INFO ] [LOCAL     ] Saved forecast: APPN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APPN.txt
[2026-02-10T20:16:21.915916] [INFO ] [sig       ] [215/3417] Completed APPN in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:21.915959] [INFO ] [sig       ] [216/3417] Forecasting APPS...
[2026-02-10T20:16:21.915991] [INFO ] [sig       ] Generating forecast for: APPS
[2026-02-10T20:16:21.916024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2026-02-10T20:16:21.928115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2026-02-10T20:16:21.928497] [INFO ] [FORECASTER] Starting predict_future for APPS
[2026-02-10T20:16:21.929399] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2026-02-10T20:16:21.929454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:21.929487] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:21.929514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:21.929570] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:21.990759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:21.991610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:21.991706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:21.991740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:22.122999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:22.123162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:22.123203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:22.123233] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:22.126994] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2026-02-10T20:16:22.127278] [INFO ] [FORECASTER] Completed predict_future for APPS
[2026-02-10T20:16:22.127409] [INFO ] [sig       ] APPS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:22.275222] [INFO ] [LOCAL     ] Saved forecast: APPS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/APPS.txt
[2026-02-10T20:16:22.275381] [INFO ] [sig       ] [216/3417] Completed APPS in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:22.275421] [INFO ] [sig       ] [217/3417] Forecasting APYX...
[2026-02-10T20:16:22.275452] [INFO ] [sig       ] Generating forecast for: APYX
[2026-02-10T20:16:22.275482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2026-02-10T20:16:22.287747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2026-02-10T20:16:22.288145] [INFO ] [FORECASTER] Starting predict_future for APYX
[2026-02-10T20:16:22.288979] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2026-02-10T20:16:22.289033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:22.289065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:22.289104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:22.289164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:22.351592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:22.352449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:22.352589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:22.352627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:22.474230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:22.474392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:22.474443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:22.474485] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:22.478338] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2026-02-10T20:16:22.478649] [INFO ] [FORECASTER] Completed predict_future for APYX
[2026-02-10T20:16:22.478784] [INFO ] [sig       ] APYX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:22.627473] [INFO ] [LOCAL     ] Saved forecast: APYX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/APYX.txt
[2026-02-10T20:16:22.627647] [INFO ] [sig       ] [217/3417] Completed APYX in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:22.627692] [INFO ] [sig       ] [218/3417] Forecasting AQMS...
[2026-02-10T20:16:22.627723] [INFO ] [sig       ] Generating forecast for: AQMS
[2026-02-10T20:16:22.627754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2026-02-10T20:16:22.640317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2026-02-10T20:16:22.640688] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2026-02-10T20:16:22.641529] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2026-02-10T20:16:22.641621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:22.641663] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:22.641691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:22.641750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:22.702305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:22.703256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:22.703354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:22.703389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:22.819465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:22.819639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:22.819683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:22.819713] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:22.823231] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2026-02-10T20:16:22.823514] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2026-02-10T20:16:22.823665] [INFO ] [sig       ] AQMS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:22.964394] [INFO ] [LOCAL     ] Saved forecast: AQMS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AQMS.txt
[2026-02-10T20:16:22.964547] [INFO ] [sig       ] [218/3417] Completed AQMS in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:22.964606] [INFO ] [sig       ] [219/3417] Forecasting AQN...
[2026-02-10T20:16:22.964638] [INFO ] [sig       ] Generating forecast for: AQN
[2026-02-10T20:16:22.964686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2026-02-10T20:16:22.977193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2026-02-10T20:16:22.977615] [INFO ] [FORECASTER] Starting predict_future for AQN
[2026-02-10T20:16:22.978597] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2026-02-10T20:16:22.978655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:22.978688] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:22.978714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:22.978792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:23.039853] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:23.040536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:23.040637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:23.040672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:23.164265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:23.164433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:23.164480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:23.164509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:23.168147] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2026-02-10T20:16:23.168434] [INFO ] [FORECASTER] Completed predict_future for AQN
[2026-02-10T20:16:23.168566] [INFO ] [sig       ] AQN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:23.316260] [INFO ] [LOCAL     ] Saved forecast: AQN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AQN.txt
[2026-02-10T20:16:23.316411] [INFO ] [sig       ] [219/3417] Completed AQN in 0.4s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:23.316453] [INFO ] [sig       ] [220/3417] Forecasting AQNB...
[2026-02-10T20:16:23.316483] [INFO ] [sig       ] Generating forecast for: AQNB
[2026-02-10T20:16:23.316513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2026-02-10T20:16:23.328002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2026-02-10T20:16:23.328466] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2026-02-10T20:16:23.329327] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2026-02-10T20:16:23.329382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:23.329415] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:23.329443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:23.329500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:23.388469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:23.389406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:23.389500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:23.389533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:23.509127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:23.509328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:23.509377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:23.509409] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:23.513153] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2026-02-10T20:16:23.513452] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2026-02-10T20:16:23.513607] [INFO ] [sig       ] AQNB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:23.654267] [INFO ] [LOCAL     ] Saved forecast: AQNB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AQNB.txt
[2026-02-10T20:16:23.654421] [INFO ] [sig       ] [220/3417] Completed AQNB in 0.3s | 2.79 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:23.654471] [INFO ] [sig       ] [221/3417] Forecasting ARBB...
[2026-02-10T20:16:23.654504] [INFO ] [sig       ] Generating forecast for: ARBB
[2026-02-10T20:16:23.654550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2026-02-10T20:16:23.665817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2026-02-10T20:16:23.666119] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2026-02-10T20:16:23.666926] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2026-02-10T20:16:23.666980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:23.667012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:23.667039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:23.667096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:23.723486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:23.724134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:23.724221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:23.724256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:23.840950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:23.841080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:23.841119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:23.841148] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:23.844502] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2026-02-10T20:16:23.844790] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2026-02-10T20:16:23.844918] [INFO ] [sig       ] ARBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:23.985477] [INFO ] [LOCAL     ] Saved forecast: ARBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARBB.txt
[2026-02-10T20:16:23.985624] [INFO ] [sig       ] [221/3417] Completed ARBB in 0.3s | 2.80 sym/s | Total: 1.3m | ETA: 19.1m
[2026-02-10T20:16:23.985666] [INFO ] [sig       ] [222/3417] Forecasting ARBE...
[2026-02-10T20:16:23.985697] [INFO ] [sig       ] Generating forecast for: ARBE
[2026-02-10T20:16:23.985729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2026-02-10T20:16:23.997726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2026-02-10T20:16:23.998017] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2026-02-10T20:16:23.998860] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2026-02-10T20:16:23.998913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:23.998945] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:23.998973] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:23.999030] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:24.056520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:24.057176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:24.057261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:24.057292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:24.182299] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:24.182447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:24.182486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:24.182514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:24.185924] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2026-02-10T20:16:24.186199] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2026-02-10T20:16:24.186326] [INFO ] [sig       ] ARBE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:24.331345] [INFO ] [LOCAL     ] Saved forecast: ARBE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARBE.txt
[2026-02-10T20:16:24.331549] [INFO ] [sig       ] [222/3417] Completed ARBE in 0.3s | 2.80 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-10T20:16:24.331611] [INFO ] [sig       ] [223/3417] Forecasting ARCB...
[2026-02-10T20:16:24.331652] [INFO ] [sig       ] Generating forecast for: ARCB
[2026-02-10T20:16:24.331693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2026-02-10T20:16:24.344140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2026-02-10T20:16:24.344499] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2026-02-10T20:16:24.345321] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2026-02-10T20:16:24.345376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:24.345416] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:24.345446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:24.345508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:24.402399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:24.403117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:24.403214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:24.403253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:24.525305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:24.525485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:24.525528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:24.525557] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:24.529099] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2026-02-10T20:16:24.529402] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2026-02-10T20:16:24.529540] [INFO ] [sig       ] ARCB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:24.672509] [INFO ] [LOCAL     ] Saved forecast: ARCB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARCB.txt
[2026-02-10T20:16:24.672699] [INFO ] [sig       ] [223/3417] Completed ARCB in 0.3s | 2.80 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-10T20:16:24.672742] [INFO ] [sig       ] [224/3417] Forecasting ARCC...
[2026-02-10T20:16:24.672773] [INFO ] [sig       ] Generating forecast for: ARCC
[2026-02-10T20:16:24.672804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2026-02-10T20:16:24.684960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2026-02-10T20:16:24.685312] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2026-02-10T20:16:24.686103] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2026-02-10T20:16:24.686156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:24.686226] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:24.686256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:24.686314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:24.742843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:24.743552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:24.743652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:24.743685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:24.860821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:24.860967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:24.861005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:24.861049] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:24.864402] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=45.84%)
[2026-02-10T20:16:24.864702] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2026-02-10T20:16:24.864832] [INFO ] [sig       ] ARCC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:25.006057] [INFO ] [LOCAL     ] Saved forecast: ARCC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARCC.txt
[2026-02-10T20:16:25.006217] [INFO ] [sig       ] [224/3417] Completed ARCC in 0.3s | 2.80 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-10T20:16:25.006266] [INFO ] [sig       ] [225/3417] Forecasting ARCO...
[2026-02-10T20:16:25.006295] [INFO ] [sig       ] Generating forecast for: ARCO
[2026-02-10T20:16:25.006326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2026-02-10T20:16:25.017124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2026-02-10T20:16:25.017406] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2026-02-10T20:16:25.018221] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2026-02-10T20:16:25.018276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:25.018308] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:25.018335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:25.018391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:25.079503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:25.080478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:25.080570] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:25.080623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:25.195172] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:25.195323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:25.195364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:25.195393] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:25.198908] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2026-02-10T20:16:25.199223] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2026-02-10T20:16:25.199361] [INFO ] [sig       ] ARCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:25.339923] [INFO ] [LOCAL     ] Saved forecast: ARCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARCO.txt
[2026-02-10T20:16:25.340077] [INFO ] [sig       ] [225/3417] Completed ARCO in 0.3s | 2.80 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-10T20:16:25.340119] [INFO ] [sig       ] [226/3417] Forecasting ARDC...
[2026-02-10T20:16:25.340156] [INFO ] [sig       ] Generating forecast for: ARDC
[2026-02-10T20:16:25.340193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2026-02-10T20:16:25.352451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2026-02-10T20:16:25.352867] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2026-02-10T20:16:25.353718] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2026-02-10T20:16:25.353772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:25.353804] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:25.353831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:25.353886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:25.410620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:25.411349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:25.411431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:25.411652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:25.530695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:25.530881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:25.530926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:25.530956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:25.534620] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2026-02-10T20:16:25.534976] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2026-02-10T20:16:25.535125] [INFO ] [sig       ] ARDC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:25.679401] [INFO ] [LOCAL     ] Saved forecast: ARDC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARDC.txt
[2026-02-10T20:16:25.679544] [INFO ] [sig       ] [226/3417] Completed ARDC in 0.3s | 2.80 sym/s | Total: 1.3m | ETA: 19.0m
[2026-02-10T20:16:25.679603] [INFO ] [sig       ] [227/3417] Forecasting ARDX...
[2026-02-10T20:16:25.679634] [INFO ] [sig       ] Generating forecast for: ARDX
[2026-02-10T20:16:25.679666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2026-02-10T20:16:25.692447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2026-02-10T20:16:25.692772] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2026-02-10T20:16:25.693585] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2026-02-10T20:16:25.693638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:25.693670] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:25.693696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:25.693751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:25.752815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:25.753614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:25.753698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:25.753730] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:25.882033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:25.882350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:25.882394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:25.882458] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:25.886004] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2026-02-10T20:16:25.886320] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2026-02-10T20:16:25.886476] [INFO ] [sig       ] ARDX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:26.032159] [INFO ] [LOCAL     ] Saved forecast: ARDX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARDX.txt
[2026-02-10T20:16:26.032326] [INFO ] [sig       ] [227/3417] Completed ARDX in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:26.032369] [INFO ] [sig       ] [228/3417] Forecasting ARE...
[2026-02-10T20:16:26.032399] [INFO ] [sig       ] Generating forecast for: ARE
[2026-02-10T20:16:26.032430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2026-02-10T20:16:26.046063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2026-02-10T20:16:26.046450] [INFO ] [FORECASTER] Starting predict_future for ARE
[2026-02-10T20:16:26.047357] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2026-02-10T20:16:26.047413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:26.047446] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:26.047475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:26.047544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:26.109257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:26.110163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:26.110252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:26.110287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:26.237310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:26.237679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:26.237720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:26.237750] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:26.241592] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=19.56%)
[2026-02-10T20:16:26.241901] [INFO ] [FORECASTER] Completed predict_future for ARE
[2026-02-10T20:16:26.242044] [INFO ] [sig       ] ARE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:26.387658] [INFO ] [LOCAL     ] Saved forecast: ARE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARE.txt
[2026-02-10T20:16:26.387816] [INFO ] [sig       ] [228/3417] Completed ARE in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:26.387859] [INFO ] [sig       ] [229/3417] Forecasting AREC...
[2026-02-10T20:16:26.387889] [INFO ] [sig       ] Generating forecast for: AREC
[2026-02-10T20:16:26.387920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2026-02-10T20:16:26.399816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2026-02-10T20:16:26.400217] [INFO ] [FORECASTER] Starting predict_future for AREC
[2026-02-10T20:16:26.401039] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2026-02-10T20:16:26.401093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:26.401130] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:26.401164] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:26.401233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:26.459621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:26.460490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:26.460593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:26.460631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:26.582997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:26.583158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:26.583198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:26.583229] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:26.586829] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2026-02-10T20:16:26.587113] [INFO ] [FORECASTER] Completed predict_future for AREC
[2026-02-10T20:16:26.587272] [INFO ] [sig       ] AREC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:26.731392] [INFO ] [LOCAL     ] Saved forecast: AREC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AREC.txt
[2026-02-10T20:16:26.731538] [INFO ] [sig       ] [229/3417] Completed AREC in 0.3s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:26.731604] [INFO ] [sig       ] [230/3417] Forecasting ARES...
[2026-02-10T20:16:26.731638] [INFO ] [sig       ] Generating forecast for: ARES
[2026-02-10T20:16:26.731670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2026-02-10T20:16:26.743963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2026-02-10T20:16:26.744282] [INFO ] [FORECASTER] Starting predict_future for ARES
[2026-02-10T20:16:26.745090] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2026-02-10T20:16:26.745154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:26.745187] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:26.745213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:26.745270] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:26.804563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:26.805511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:26.805624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:26.805662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:26.935933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:26.936092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:26.936132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:26.936160] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:26.939776] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2026-02-10T20:16:26.940098] [INFO ] [FORECASTER] Completed predict_future for ARES
[2026-02-10T20:16:26.940262] [INFO ] [sig       ] ARES: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:27.114834] [INFO ] [LOCAL     ] Saved forecast: ARES	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARES.txt
[2026-02-10T20:16:27.114998] [INFO ] [sig       ] [230/3417] Completed ARES in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:27.115041] [INFO ] [sig       ] [231/3417] Forecasting ARGX...
[2026-02-10T20:16:27.115071] [INFO ] [sig       ] Generating forecast for: ARGX
[2026-02-10T20:16:27.115105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2026-02-10T20:16:27.126789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2026-02-10T20:16:27.127160] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2026-02-10T20:16:27.127995] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2026-02-10T20:16:27.128073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:27.128109] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:27.128137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:27.128207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:27.187883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:27.188834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:27.188924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:27.188960] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:27.317757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:27.317926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:27.317967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:27.317996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:27.321661] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2026-02-10T20:16:27.321961] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2026-02-10T20:16:27.322115] [INFO ] [sig       ] ARGX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:27.468547] [INFO ] [LOCAL     ] Saved forecast: ARGX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARGX.txt
[2026-02-10T20:16:27.468710] [INFO ] [sig       ] [231/3417] Completed ARGX in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:27.468751] [INFO ] [sig       ] [232/3417] Forecasting ARHS...
[2026-02-10T20:16:27.468781] [INFO ] [sig       ] Generating forecast for: ARHS
[2026-02-10T20:16:27.468812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2026-02-10T20:16:27.480655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2026-02-10T20:16:27.480934] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2026-02-10T20:16:27.481792] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2026-02-10T20:16:27.481849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:27.481888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:27.481927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:27.481989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:27.540440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:27.541175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:27.541255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:27.541289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:27.668069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:27.668236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:27.668278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:27.668307] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:27.671944] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2026-02-10T20:16:27.672258] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2026-02-10T20:16:27.672402] [INFO ] [sig       ] ARHS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:27.820510] [INFO ] [LOCAL     ] Saved forecast: ARHS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARHS.txt
[2026-02-10T20:16:27.820673] [INFO ] [sig       ] [232/3417] Completed ARHS in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:27.820715] [INFO ] [sig       ] [233/3417] Forecasting ARI...
[2026-02-10T20:16:27.820746] [INFO ] [sig       ] Generating forecast for: ARI
[2026-02-10T20:16:27.820776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2026-02-10T20:16:27.833746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2026-02-10T20:16:27.834074] [INFO ] [FORECASTER] Starting predict_future for ARI
[2026-02-10T20:16:27.834892] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2026-02-10T20:16:27.834947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:27.834981] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:27.835009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:27.835067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:27.895240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:27.896151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:27.896252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:27.896298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:28.029962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:28.030141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:28.030188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:28.030219] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:28.034082] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2026-02-10T20:16:28.034410] [INFO ] [FORECASTER] Completed predict_future for ARI
[2026-02-10T20:16:28.034553] [INFO ] [sig       ] ARI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:28.182367] [INFO ] [LOCAL     ] Saved forecast: ARI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARI.txt
[2026-02-10T20:16:28.182535] [INFO ] [sig       ] [233/3417] Completed ARI in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:28.182599] [INFO ] [sig       ] [234/3417] Forecasting ARKO...
[2026-02-10T20:16:28.182633] [INFO ] [sig       ] Generating forecast for: ARKO
[2026-02-10T20:16:28.182663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2026-02-10T20:16:28.194284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2026-02-10T20:16:28.194676] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2026-02-10T20:16:28.195468] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2026-02-10T20:16:28.195522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:28.195554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:28.195609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:28.195669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:28.255604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:28.256641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:28.256762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:28.256796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:28.375834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:28.375995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:28.376036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:28.376066] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:28.379545] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2026-02-10T20:16:28.379851] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2026-02-10T20:16:28.379983] [INFO ] [sig       ] ARKO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:28.523980] [INFO ] [LOCAL     ] Saved forecast: ARKO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARKO.txt
[2026-02-10T20:16:28.524182] [INFO ] [sig       ] [234/3417] Completed ARKO in 0.3s | 2.80 sym/s | Total: 1.4m | ETA: 19.0m
[2026-02-10T20:16:28.524242] [INFO ] [sig       ] [235/3417] Forecasting ARLO...
[2026-02-10T20:16:28.524293] [INFO ] [sig       ] Generating forecast for: ARLO
[2026-02-10T20:16:28.524351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2026-02-10T20:16:28.537746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2026-02-10T20:16:28.538196] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2026-02-10T20:16:28.539109] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2026-02-10T20:16:28.539175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:28.539214] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:28.539249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:28.539321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:28.599540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:28.600465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:28.600568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:28.600628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:28.730094] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:28.730264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:28.730305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:28.730333] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:28.733816] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2026-02-10T20:16:28.734118] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2026-02-10T20:16:28.734251] [INFO ] [sig       ] ARLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:28.875780] [INFO ] [LOCAL     ] Saved forecast: ARLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARLO.txt
[2026-02-10T20:16:28.875958] [INFO ] [sig       ] [235/3417] Completed ARLO in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:28.875999] [INFO ] [sig       ] [236/3417] Forecasting ARLP...
[2026-02-10T20:16:28.876030] [INFO ] [sig       ] Generating forecast for: ARLP
[2026-02-10T20:16:28.876061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2026-02-10T20:16:28.888289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2026-02-10T20:16:28.888767] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2026-02-10T20:16:28.889638] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2026-02-10T20:16:28.889694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:28.889726] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:28.889753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:28.889809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:28.948377] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:28.949304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:28.949402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:28.949436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:29.076300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:29.076473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:29.076528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:29.076561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:29.080331] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2026-02-10T20:16:29.080646] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2026-02-10T20:16:29.080780] [INFO ] [sig       ] ARLP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:29.228937] [INFO ] [LOCAL     ] Saved forecast: ARLP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARLP.txt
[2026-02-10T20:16:29.229104] [INFO ] [sig       ] [236/3417] Completed ARLP in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:29.229146] [INFO ] [sig       ] [237/3417] Forecasting ARM...
[2026-02-10T20:16:29.229175] [INFO ] [sig       ] Generating forecast for: ARM
[2026-02-10T20:16:29.229207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2026-02-10T20:16:29.241905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2026-02-10T20:16:29.242255] [INFO ] [FORECASTER] Starting predict_future for ARM
[2026-02-10T20:16:29.243115] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2026-02-10T20:16:29.243171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:29.243208] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:29.243243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:29.243313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:29.313622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:29.314612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:29.314711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:29.314749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:29.447157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:29.447335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:29.447378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:29.447410] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:29.450951] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2026-02-10T20:16:29.451241] [INFO ] [FORECASTER] Completed predict_future for ARM
[2026-02-10T20:16:29.451375] [INFO ] [sig       ] ARM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:29.597067] [INFO ] [LOCAL     ] Saved forecast: ARM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARM.txt
[2026-02-10T20:16:29.597261] [INFO ] [sig       ] [237/3417] Completed ARM in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:29.597306] [INFO ] [sig       ] [238/3417] Forecasting ARMK...
[2026-02-10T20:16:29.597336] [INFO ] [sig       ] Generating forecast for: ARMK
[2026-02-10T20:16:29.597367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2026-02-10T20:16:29.609319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2026-02-10T20:16:29.609652] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2026-02-10T20:16:29.610466] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2026-02-10T20:16:29.610715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:29.610751] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:29.610779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:29.610837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:29.670072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:29.670831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:29.670914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:29.670947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:29.801042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:29.801220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:29.801266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:29.801298] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:29.804877] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=43.45%)
[2026-02-10T20:16:29.805161] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2026-02-10T20:16:29.805296] [INFO ] [sig       ] ARMK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:29.951321] [INFO ] [LOCAL     ] Saved forecast: ARMK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARMK.txt
[2026-02-10T20:16:29.951496] [INFO ] [sig       ] [238/3417] Completed ARMK in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:29.951540] [INFO ] [sig       ] [239/3417] Forecasting AROC...
[2026-02-10T20:16:29.951597] [INFO ] [sig       ] Generating forecast for: AROC
[2026-02-10T20:16:29.951634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2026-02-10T20:16:29.964261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2026-02-10T20:16:29.964700] [INFO ] [FORECASTER] Starting predict_future for AROC
[2026-02-10T20:16:29.965606] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2026-02-10T20:16:29.965662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:29.965697] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:29.965725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:29.965799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:30.026326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:30.027687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:30.027784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:30.027823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:30.149557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:30.149732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:30.149773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:30.149801] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:30.153200] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2026-02-10T20:16:30.153472] [INFO ] [FORECASTER] Completed predict_future for AROC
[2026-02-10T20:16:30.153617] [INFO ] [sig       ] AROC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:30.305258] [INFO ] [LOCAL     ] Saved forecast: AROC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AROC.txt
[2026-02-10T20:16:30.305421] [INFO ] [sig       ] [239/3417] Completed AROC in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:30.305462] [INFO ] [sig       ] [240/3417] Forecasting ARQ...
[2026-02-10T20:16:30.305493] [INFO ] [sig       ] Generating forecast for: ARQ
[2026-02-10T20:16:30.305524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2026-02-10T20:16:30.317337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2026-02-10T20:16:30.317715] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2026-02-10T20:16:30.318538] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2026-02-10T20:16:30.318613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:30.318648] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:30.318677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:30.318735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:30.378634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:30.379520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:30.379626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:30.379662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:30.498822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:30.498988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:30.499031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:30.499061] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:30.502603] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2026-02-10T20:16:30.502914] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2026-02-10T20:16:30.503055] [INFO ] [sig       ] ARQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:30.665604] [INFO ] [LOCAL     ] Saved forecast: ARQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARQ.txt
[2026-02-10T20:16:30.665789] [INFO ] [sig       ] [240/3417] Completed ARQ in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:30.665854] [INFO ] [sig       ] [241/3417] Forecasting ARQQ...
[2026-02-10T20:16:30.665907] [INFO ] [sig       ] Generating forecast for: ARQQ
[2026-02-10T20:16:30.665945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2026-02-10T20:16:30.680916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2026-02-10T20:16:30.681401] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2026-02-10T20:16:30.682619] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2026-02-10T20:16:30.682694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:30.682795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:30.682847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:30.682940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:30.761345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:30.762431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:30.762534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:30.762569] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:30.887722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:30.887889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:30.887933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:30.887964] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:30.891704] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2026-02-10T20:16:30.892029] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2026-02-10T20:16:30.892176] [INFO ] [sig       ] ARQQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:31.040459] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARQQ.txt
[2026-02-10T20:16:31.040637] [INFO ] [sig       ] [241/3417] Completed ARQQ in 0.4s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:31.040684] [INFO ] [sig       ] [242/3417] Forecasting ARRY...
[2026-02-10T20:16:31.040715] [INFO ] [sig       ] Generating forecast for: ARRY
[2026-02-10T20:16:31.040745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2026-02-10T20:16:31.051998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2026-02-10T20:16:31.052344] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2026-02-10T20:16:31.053157] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2026-02-10T20:16:31.053211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:31.053244] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:31.053271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:31.053329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:31.111072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:31.111951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:31.112038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:31.112071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:31.234995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:31.235152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:31.235195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:31.235225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:31.238750] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2026-02-10T20:16:31.239044] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2026-02-10T20:16:31.239177] [INFO ] [sig       ] ARRY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:31.384117] [INFO ] [LOCAL     ] Saved forecast: ARRY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARRY.txt
[2026-02-10T20:16:31.384268] [INFO ] [sig       ] [242/3417] Completed ARRY in 0.3s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:31.384310] [INFO ] [sig       ] [243/3417] Forecasting ARTL...
[2026-02-10T20:16:31.384343] [INFO ] [sig       ] Generating forecast for: ARTL
[2026-02-10T20:16:31.384378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2026-02-10T20:16:31.395522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2026-02-10T20:16:31.395841] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2026-02-10T20:16:31.396657] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2026-02-10T20:16:31.396711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:31.396744] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:31.396771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:31.396827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:31.457168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:31.458162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:31.458252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:31.458288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:31.581626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:31.581784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:31.581825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:31.581853] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:31.585295] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2026-02-10T20:16:31.585593] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2026-02-10T20:16:31.585726] [INFO ] [sig       ] ARTL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:31.730039] [INFO ] [LOCAL     ] Saved forecast: ARTL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARTL.txt
[2026-02-10T20:16:31.730200] [INFO ] [sig       ] [243/3417] Completed ARTL in 0.3s | 2.80 sym/s | Total: 1.4m | ETA: 18.9m
[2026-02-10T20:16:31.730251] [INFO ] [sig       ] [244/3417] Forecasting ARTNA...
[2026-02-10T20:16:31.730296] [INFO ] [sig       ] Generating forecast for: ARTNA
[2026-02-10T20:16:31.730350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2026-02-10T20:16:31.741680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2026-02-10T20:16:31.742017] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2026-02-10T20:16:31.742864] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2026-02-10T20:16:31.742916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:31.742948] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:31.742974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:31.743031] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:31.802445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:31.803423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:31.803512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:31.803753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:31.921102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:31.921259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:31.921301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:31.921367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:31.924969] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2026-02-10T20:16:31.925270] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2026-02-10T20:16:31.925408] [INFO ] [sig       ] ARTNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:32.068823] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ARTNA.txt
[2026-02-10T20:16:32.068985] [INFO ] [sig       ] [244/3417] Completed ARTNA in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:32.069031] [INFO ] [sig       ] [245/3417] Forecasting ARVN...
[2026-02-10T20:16:32.069064] [INFO ] [sig       ] Generating forecast for: ARVN
[2026-02-10T20:16:32.069094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2026-02-10T20:16:32.080400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2026-02-10T20:16:32.080761] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2026-02-10T20:16:32.081565] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2026-02-10T20:16:32.081639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:32.081673] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:32.081701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:32.081757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:32.148316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:32.149362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:32.149461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:32.149498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:32.287997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:32.288191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:32.288237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:32.288277] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:32.292868] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2026-02-10T20:16:32.293241] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2026-02-10T20:16:32.293427] [INFO ] [sig       ] ARVN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:32.457563] [INFO ] [LOCAL     ] Saved forecast: ARVN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ARVN.txt
[2026-02-10T20:16:32.457772] [INFO ] [sig       ] [245/3417] Completed ARVN in 0.4s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:32.457822] [INFO ] [sig       ] [246/3417] Forecasting ASA...
[2026-02-10T20:16:32.457854] [INFO ] [sig       ] Generating forecast for: ASA
[2026-02-10T20:16:32.457886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2026-02-10T20:16:32.470667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2026-02-10T20:16:32.471084] [INFO ] [FORECASTER] Starting predict_future for ASA
[2026-02-10T20:16:32.472075] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2026-02-10T20:16:32.472131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:32.472164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:32.472191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:32.472257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:32.547042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:32.548204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:32.548337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:32.548381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:32.690347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:32.690512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:32.690554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:32.690607] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:32.694100] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2026-02-10T20:16:32.694396] [INFO ] [FORECASTER] Completed predict_future for ASA
[2026-02-10T20:16:32.694552] [INFO ] [sig       ] ASA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:32.840905] [INFO ] [LOCAL     ] Saved forecast: ASA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASA.txt
[2026-02-10T20:16:32.841059] [INFO ] [sig       ] [246/3417] Completed ASA in 0.4s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:32.841116] [INFO ] [sig       ] [247/3417] Forecasting ASB...
[2026-02-10T20:16:32.841150] [INFO ] [sig       ] Generating forecast for: ASB
[2026-02-10T20:16:32.841182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2026-02-10T20:16:32.853015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2026-02-10T20:16:32.853339] [INFO ] [FORECASTER] Starting predict_future for ASB
[2026-02-10T20:16:32.854241] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2026-02-10T20:16:32.854296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:32.854329] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:32.854357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:32.854416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:32.915865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:32.916931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:32.917020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:32.917054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:33.039520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:33.039712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:33.039757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:33.039787] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:33.043340] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2026-02-10T20:16:33.043670] [INFO ] [FORECASTER] Completed predict_future for ASB
[2026-02-10T20:16:33.043829] [INFO ] [sig       ] ASB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:33.186449] [INFO ] [LOCAL     ] Saved forecast: ASB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASB.txt
[2026-02-10T20:16:33.186634] [INFO ] [sig       ] [247/3417] Completed ASB in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:33.186679] [INFO ] [sig       ] [248/3417] Forecasting ASBA...
[2026-02-10T20:16:33.186709] [INFO ] [sig       ] Generating forecast for: ASBA
[2026-02-10T20:16:33.186740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2026-02-10T20:16:33.199224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2026-02-10T20:16:33.199617] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2026-02-10T20:16:33.200672] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2026-02-10T20:16:33.200729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:33.200764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:33.200792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:33.200852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:33.261233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:33.262138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:33.262226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:33.262259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:33.377347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:33.377510] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:16:33.377595] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:33.377633] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:33.381605] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2026-02-10T20:16:33.381930] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2026-02-10T20:16:33.382073] [INFO ] [sig       ] ASBA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:33.531214] [INFO ] [LOCAL     ] Saved forecast: ASBA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASBA.txt
[2026-02-10T20:16:33.531379] [INFO ] [sig       ] [248/3417] Completed ASBA in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:33.531421] [INFO ] [sig       ] [249/3417] Forecasting ASC...
[2026-02-10T20:16:33.531452] [INFO ] [sig       ] Generating forecast for: ASC
[2026-02-10T20:16:33.531484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2026-02-10T20:16:33.543532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2026-02-10T20:16:33.544021] [INFO ] [FORECASTER] Starting predict_future for ASC
[2026-02-10T20:16:33.545008] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2026-02-10T20:16:33.545074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:33.545120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:33.545158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:33.545236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:33.605720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:33.606727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:33.606842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:33.606891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:33.744082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:33.744243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:33.744286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:33.744316] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:33.747989] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2026-02-10T20:16:33.748303] [INFO ] [FORECASTER] Completed predict_future for ASC
[2026-02-10T20:16:33.748441] [INFO ] [sig       ] ASC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:33.896338] [INFO ] [LOCAL     ] Saved forecast: ASC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASC.txt
[2026-02-10T20:16:33.896526] [INFO ] [sig       ] [249/3417] Completed ASC in 0.4s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:33.896592] [INFO ] [sig       ] [250/3417] Forecasting ASG...
[2026-02-10T20:16:33.896634] [INFO ] [sig       ] Generating forecast for: ASG
[2026-02-10T20:16:33.896667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2026-02-10T20:16:33.908441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2026-02-10T20:16:33.909031] [INFO ] [FORECASTER] Starting predict_future for ASG
[2026-02-10T20:16:33.910237] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2026-02-10T20:16:33.910295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:33.910345] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:33.910397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:33.910502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:33.971202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:33.972089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:33.972202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:33.972239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:34.099909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:34.100080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:34.100138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:34.100180] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:34.104047] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=75.17%)
[2026-02-10T20:16:34.104353] [INFO ] [FORECASTER] Completed predict_future for ASG
[2026-02-10T20:16:34.104538] [INFO ] [sig       ] ASG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:34.253024] [INFO ] [LOCAL     ] Saved forecast: ASG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASG.txt
[2026-02-10T20:16:34.253179] [INFO ] [sig       ] [250/3417] Completed ASG in 0.4s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:34.253221] [INFO ] [sig       ] [251/3417] Forecasting ASGI...
[2026-02-10T20:16:34.253250] [INFO ] [sig       ] Generating forecast for: ASGI
[2026-02-10T20:16:34.253281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2026-02-10T20:16:34.265020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2026-02-10T20:16:34.265343] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2026-02-10T20:16:34.266187] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2026-02-10T20:16:34.266244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:34.266280] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:34.266345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:34.266418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:34.325338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:34.326239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:34.326369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:34.326407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:34.455305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:34.455469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:34.455512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:34.455544] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:34.459208] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2026-02-10T20:16:34.459533] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2026-02-10T20:16:34.459841] [INFO ] [sig       ] ASGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:34.603779] [INFO ] [LOCAL     ] Saved forecast: ASGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASGI.txt
[2026-02-10T20:16:34.603945] [INFO ] [sig       ] [251/3417] Completed ASGI in 0.4s | 2.80 sym/s | Total: 1.5m | ETA: 18.9m
[2026-02-10T20:16:34.603992] [INFO ] [sig       ] [252/3417] Forecasting ASGN...
[2026-02-10T20:16:34.604024] [INFO ] [sig       ] Generating forecast for: ASGN
[2026-02-10T20:16:34.604055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2026-02-10T20:16:34.620433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2026-02-10T20:16:34.620825] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2026-02-10T20:16:34.621655] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2026-02-10T20:16:34.621708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:34.621740] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:34.621778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:34.621838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:34.679341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:34.680194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:34.680282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:34.680317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:34.806606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:34.806763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:34.806806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:34.806838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:34.810391] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2026-02-10T20:16:34.810709] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2026-02-10T20:16:34.810850] [INFO ] [sig       ] ASGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:34.953468] [INFO ] [LOCAL     ] Saved forecast: ASGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASGN.txt
[2026-02-10T20:16:34.953635] [INFO ] [sig       ] [252/3417] Completed ASGN in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:34.953678] [INFO ] [sig       ] [253/3417] Forecasting ASH...
[2026-02-10T20:16:34.953709] [INFO ] [sig       ] Generating forecast for: ASH
[2026-02-10T20:16:34.953740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2026-02-10T20:16:34.965471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2026-02-10T20:16:34.966029] [INFO ] [FORECASTER] Starting predict_future for ASH
[2026-02-10T20:16:34.966906] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2026-02-10T20:16:34.966967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:34.967024] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:34.967056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:34.967291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:35.024078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:35.024924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:35.025018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:35.025052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:35.154387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:35.154549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:35.154612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:35.154645] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:35.158256] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=39.36%)
[2026-02-10T20:16:35.158554] [INFO ] [FORECASTER] Completed predict_future for ASH
[2026-02-10T20:16:35.158715] [INFO ] [sig       ] ASH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:35.301860] [INFO ] [LOCAL     ] Saved forecast: ASH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASH.txt
[2026-02-10T20:16:35.302011] [INFO ] [sig       ] [253/3417] Completed ASH in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:35.302052] [INFO ] [sig       ] [254/3417] Forecasting ASIX...
[2026-02-10T20:16:35.302082] [INFO ] [sig       ] Generating forecast for: ASIX
[2026-02-10T20:16:35.302116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2026-02-10T20:16:35.314197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2026-02-10T20:16:35.314554] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2026-02-10T20:16:35.315486] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2026-02-10T20:16:35.315553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:35.315627] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:35.315657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:35.315715] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:35.375630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:35.376375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:35.376474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:35.376515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:35.495782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:35.495966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:35.496010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:35.496042] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:35.499750] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=70.57%)
[2026-02-10T20:16:35.500039] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2026-02-10T20:16:35.500173] [INFO ] [sig       ] ASIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:35.649714] [INFO ] [LOCAL     ] Saved forecast: ASIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASIX.txt
[2026-02-10T20:16:35.649882] [INFO ] [sig       ] [254/3417] Completed ASIX in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:35.649922] [INFO ] [sig       ] [255/3417] Forecasting ASLE...
[2026-02-10T20:16:35.649954] [INFO ] [sig       ] Generating forecast for: ASLE
[2026-02-10T20:16:35.649984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2026-02-10T20:16:35.660751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2026-02-10T20:16:35.661048] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2026-02-10T20:16:35.661841] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2026-02-10T20:16:35.661894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:35.661927] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:35.661955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:35.662012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:35.719281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:35.720056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:35.720139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:35.720171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:35.841775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:35.841934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:35.841976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:35.842004] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:35.845635] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2026-02-10T20:16:35.845942] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2026-02-10T20:16:35.846100] [INFO ] [sig       ] ASLE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:35.990836] [INFO ] [LOCAL     ] Saved forecast: ASLE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASLE.txt
[2026-02-10T20:16:35.990982] [INFO ] [sig       ] [255/3417] Completed ASLE in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:35.991024] [INFO ] [sig       ] [256/3417] Forecasting ASMB...
[2026-02-10T20:16:35.991054] [INFO ] [sig       ] Generating forecast for: ASMB
[2026-02-10T20:16:35.991091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2026-02-10T20:16:36.002146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2026-02-10T20:16:36.002487] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2026-02-10T20:16:36.003320] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2026-02-10T20:16:36.003375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:36.003407] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:36.003435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:36.003492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:36.060077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:36.060896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:36.060981] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:36.061014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:36.185256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:36.185418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:36.185468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:36.185505] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:36.189193] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2026-02-10T20:16:36.189469] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2026-02-10T20:16:36.189813] [INFO ] [sig       ] ASMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:36.330695] [INFO ] [LOCAL     ] Saved forecast: ASMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASMB.txt
[2026-02-10T20:16:36.330855] [INFO ] [sig       ] [256/3417] Completed ASMB in 0.3s | 2.80 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:36.330902] [INFO ] [sig       ] [257/3417] Forecasting ASML...
[2026-02-10T20:16:36.330939] [INFO ] [sig       ] Generating forecast for: ASML
[2026-02-10T20:16:36.330975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2026-02-10T20:16:36.518789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2026-02-10T20:16:36.519145] [INFO ] [FORECASTER] Starting predict_future for ASML
[2026-02-10T20:16:36.519967] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2026-02-10T20:16:36.520022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:36.520056] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:36.520085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:36.520142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:36.581428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:36.582337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:36.582438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:36.582480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:36.734453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:36.734633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:36.734677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:36.734708] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:36.738398] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2026-02-10T20:16:36.738704] [INFO ] [FORECASTER] Completed predict_future for ASML
[2026-02-10T20:16:36.738842] [INFO ] [sig       ] ASML: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:36.889433] [INFO ] [LOCAL     ] Saved forecast: ASML	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASML.txt
[2026-02-10T20:16:36.889611] [INFO ] [sig       ] [257/3417] Completed ASML in 0.6s | 2.79 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:36.889656] [INFO ] [sig       ] [258/3417] Forecasting ASND...
[2026-02-10T20:16:36.889687] [INFO ] [sig       ] Generating forecast for: ASND
[2026-02-10T20:16:36.889718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2026-02-10T20:16:36.902006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2026-02-10T20:16:36.902400] [INFO ] [FORECASTER] Starting predict_future for ASND
[2026-02-10T20:16:36.903281] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2026-02-10T20:16:36.903338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:36.903421] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:36.903470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:36.903558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:36.960270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:36.961079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:36.961163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:36.961196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:37.084924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:37.085081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:37.085125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:37.085156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:37.089759] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2026-02-10T20:16:37.090136] [INFO ] [FORECASTER] Completed predict_future for ASND
[2026-02-10T20:16:37.090320] [INFO ] [sig       ] ASND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:37.242610] [INFO ] [LOCAL     ] Saved forecast: ASND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASND.txt
[2026-02-10T20:16:37.242760] [INFO ] [sig       ] [258/3417] Completed ASND in 0.4s | 2.79 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:37.242804] [INFO ] [sig       ] [259/3417] Forecasting ASO...
[2026-02-10T20:16:37.242834] [INFO ] [sig       ] Generating forecast for: ASO
[2026-02-10T20:16:37.242864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2026-02-10T20:16:37.254654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2026-02-10T20:16:37.254991] [INFO ] [FORECASTER] Starting predict_future for ASO
[2026-02-10T20:16:37.255921] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2026-02-10T20:16:37.255977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:37.256011] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:37.256039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:37.256098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:37.315337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:37.316120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:37.316206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:37.316241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:37.440463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:37.440642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:37.440688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:37.440736] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:37.444282] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2026-02-10T20:16:37.444567] [INFO ] [FORECASTER] Completed predict_future for ASO
[2026-02-10T20:16:37.444720] [INFO ] [sig       ] ASO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:37.589943] [INFO ] [LOCAL     ] Saved forecast: ASO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASO.txt
[2026-02-10T20:16:37.590102] [INFO ] [sig       ] [259/3417] Completed ASO in 0.3s | 2.79 sym/s | Total: 1.5m | ETA: 18.8m
[2026-02-10T20:16:37.590144] [INFO ] [sig       ] [260/3417] Forecasting ASPI...
[2026-02-10T20:16:37.590175] [INFO ] [sig       ] Generating forecast for: ASPI
[2026-02-10T20:16:37.590205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2026-02-10T20:16:37.601053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2026-02-10T20:16:37.601351] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2026-02-10T20:16:37.602150] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2026-02-10T20:16:37.602203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:37.602236] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:37.602263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:37.602319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:37.659113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:37.659776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:37.659856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:37.659889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:37.775872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:37.776020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:37.776058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:37.776086] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:37.779501] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2026-02-10T20:16:37.779815] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2026-02-10T20:16:37.779944] [INFO ] [sig       ] ASPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:37.924101] [INFO ] [LOCAL     ] Saved forecast: ASPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASPI.txt
[2026-02-10T20:16:37.924256] [INFO ] [sig       ] [260/3417] Completed ASPI in 0.3s | 2.80 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:37.924299] [INFO ] [sig       ] [261/3417] Forecasting ASPN...
[2026-02-10T20:16:37.924329] [INFO ] [sig       ] Generating forecast for: ASPN
[2026-02-10T20:16:37.924360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2026-02-10T20:16:37.937107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2026-02-10T20:16:37.937465] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2026-02-10T20:16:37.938528] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2026-02-10T20:16:37.938797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:37.938837] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:37.938867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:37.938926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:38.000169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:38.000979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:38.001067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:38.001101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:38.126600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:38.126766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:38.126807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:38.126878] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:38.130636] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2026-02-10T20:16:38.130938] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2026-02-10T20:16:38.131082] [INFO ] [sig       ] ASPN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:38.341459] [INFO ] [LOCAL     ] Saved forecast: ASPN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASPN.txt
[2026-02-10T20:16:38.341653] [INFO ] [sig       ] [261/3417] Completed ASPN in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:38.341713] [INFO ] [sig       ] [262/3417] Forecasting ASPS...
[2026-02-10T20:16:38.341746] [INFO ] [sig       ] Generating forecast for: ASPS
[2026-02-10T20:16:38.341778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2026-02-10T20:16:38.353427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2026-02-10T20:16:38.353771] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2026-02-10T20:16:38.354798] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2026-02-10T20:16:38.354868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:38.354919] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:38.354953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:38.355029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:38.420779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:38.421654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:38.421743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:38.421777] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:38.549693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:38.549856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:38.549901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:38.549945] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:38.554071] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2026-02-10T20:16:38.554455] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2026-02-10T20:16:38.554669] [INFO ] [sig       ] ASPS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:38.706985] [INFO ] [LOCAL     ] Saved forecast: ASPS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASPS.txt
[2026-02-10T20:16:38.707137] [INFO ] [sig       ] [262/3417] Completed ASPS in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:38.707180] [INFO ] [sig       ] [263/3417] Forecasting ASTE...
[2026-02-10T20:16:38.707212] [INFO ] [sig       ] Generating forecast for: ASTE
[2026-02-10T20:16:38.707244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2026-02-10T20:16:38.719911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2026-02-10T20:16:38.720344] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2026-02-10T20:16:38.721195] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2026-02-10T20:16:38.721251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:38.721285] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:38.721312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:38.721382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:38.778544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:38.779359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:38.779446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:38.779487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:38.900293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:38.900455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:38.900496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:38.900528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:38.904324] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2026-02-10T20:16:38.904620] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2026-02-10T20:16:38.904941] [INFO ] [sig       ] ASTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:39.044293] [INFO ] [LOCAL     ] Saved forecast: ASTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASTE.txt
[2026-02-10T20:16:39.044427] [INFO ] [sig       ] [263/3417] Completed ASTE in 0.3s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:39.044467] [INFO ] [sig       ] [264/3417] Forecasting ASTH...
[2026-02-10T20:16:39.044498] [INFO ] [sig       ] Generating forecast for: ASTH
[2026-02-10T20:16:39.044528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2026-02-10T20:16:39.056143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2026-02-10T20:16:39.056468] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2026-02-10T20:16:39.057270] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2026-02-10T20:16:39.057324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:39.057357] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:39.057383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:39.057440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:39.114689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:39.115517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:39.115634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:39.115672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:39.238236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:39.238398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:39.238439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:39.238469] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:39.242270] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2026-02-10T20:16:39.242588] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2026-02-10T20:16:39.242730] [INFO ] [sig       ] ASTH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:39.388635] [INFO ] [LOCAL     ] Saved forecast: ASTH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASTH.txt
[2026-02-10T20:16:39.388791] [INFO ] [sig       ] [264/3417] Completed ASTH in 0.3s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:39.388832] [INFO ] [sig       ] [265/3417] Forecasting ASTI...
[2026-02-10T20:16:39.388863] [INFO ] [sig       ] Generating forecast for: ASTI
[2026-02-10T20:16:39.388893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2026-02-10T20:16:39.400476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2026-02-10T20:16:39.400883] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2026-02-10T20:16:39.401749] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2026-02-10T20:16:39.401815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:39.401850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:39.401878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:39.401936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:39.462355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:39.463231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:39.463317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:39.463351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:39.587880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:39.588065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:39.588110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:39.588141] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:39.591946] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2026-02-10T20:16:39.592277] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2026-02-10T20:16:39.592436] [INFO ] [sig       ] ASTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:39.738661] [INFO ] [LOCAL     ] Saved forecast: ASTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASTI.txt
[2026-02-10T20:16:39.738810] [INFO ] [sig       ] [265/3417] Completed ASTI in 0.3s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:39.738853] [INFO ] [sig       ] [266/3417] Forecasting ASTL...
[2026-02-10T20:16:39.738883] [INFO ] [sig       ] Generating forecast for: ASTL
[2026-02-10T20:16:39.738913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2026-02-10T20:16:39.750136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2026-02-10T20:16:39.750464] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2026-02-10T20:16:39.751294] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2026-02-10T20:16:39.751349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:39.751383] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:39.751410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:39.751467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:39.814393] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:39.815157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:39.815243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:39.815277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:39.939606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:39.939769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:39.939812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:39.939842] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:39.943623] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2026-02-10T20:16:39.943913] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2026-02-10T20:16:39.944050] [INFO ] [sig       ] ASTL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:40.090716] [INFO ] [LOCAL     ] Saved forecast: ASTL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ASTL.txt
[2026-02-10T20:16:40.090872] [INFO ] [sig       ] [266/3417] Completed ASTL in 0.4s | 2.80 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:40.090912] [INFO ] [sig       ] [267/3417] Forecasting ASTS...
[2026-02-10T20:16:40.090945] [INFO ] [sig       ] Generating forecast for: ASTS
[2026-02-10T20:16:40.090976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2026-02-10T20:16:40.104913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2026-02-10T20:16:40.105289] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2026-02-10T20:16:40.106161] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2026-02-10T20:16:40.106217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:40.106249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:40.106276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:40.106345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:40.170175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:40.171150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:40.171257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:40.171297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:40.300655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:40.300814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:40.300855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:40.300885] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:40.304671] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2026-02-10T20:16:40.304966] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2026-02-10T20:16:40.305105] [INFO ] [sig       ] ASTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:40.451517] [INFO ] [LOCAL     ] Saved forecast: ASTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASTS.txt
[2026-02-10T20:16:40.451678] [INFO ] [sig       ] [267/3417] Completed ASTS in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:40.451720] [INFO ] [sig       ] [268/3417] Forecasting ASX...
[2026-02-10T20:16:40.451750] [INFO ] [sig       ] Generating forecast for: ASX
[2026-02-10T20:16:40.451779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2026-02-10T20:16:40.463895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2026-02-10T20:16:40.464265] [INFO ] [FORECASTER] Starting predict_future for ASX
[2026-02-10T20:16:40.465143] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2026-02-10T20:16:40.465200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:40.465233] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:40.465264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:40.465345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:40.528895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:40.529788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:40.529911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:40.529946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:40.660745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:40.660908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:40.660950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:40.660980] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:40.664411] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2026-02-10T20:16:40.664750] [INFO ] [FORECASTER] Completed predict_future for ASX
[2026-02-10T20:16:40.664885] [INFO ] [sig       ] ASX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:40.809372] [INFO ] [LOCAL     ] Saved forecast: ASX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASX.txt
[2026-02-10T20:16:40.809543] [INFO ] [sig       ] [268/3417] Completed ASX in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:40.809610] [INFO ] [sig       ] [269/3417] Forecasting ASYS...
[2026-02-10T20:16:40.809646] [INFO ] [sig       ] Generating forecast for: ASYS
[2026-02-10T20:16:40.809680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2026-02-10T20:16:40.821655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2026-02-10T20:16:40.822073] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2026-02-10T20:16:40.823020] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2026-02-10T20:16:40.823076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:40.823111] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:40.823171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:40.823245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:40.884865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:40.885780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:40.885868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:40.885903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:41.016975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:41.017142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:41.017183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:41.017213] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:41.020932] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2026-02-10T20:16:41.021232] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2026-02-10T20:16:41.021377] [INFO ] [sig       ] ASYS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:41.176159] [INFO ] [LOCAL     ] Saved forecast: ASYS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ASYS.txt
[2026-02-10T20:16:41.176339] [INFO ] [sig       ] [269/3417] Completed ASYS in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:41.176382] [INFO ] [sig       ] [270/3417] Forecasting ATAI...
[2026-02-10T20:16:41.176416] [INFO ] [sig       ] Generating forecast for: ATAI
[2026-02-10T20:16:41.176446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2026-02-10T20:16:41.189191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2026-02-10T20:16:41.189609] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2026-02-10T20:16:41.190448] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2026-02-10T20:16:41.190505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:41.190539] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:41.190567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:41.190646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:41.253496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:41.254458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:41.254560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:41.254629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:41.381640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:41.381836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:41.381902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:41.381960] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:41.385542] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=49.81%)
[2026-02-10T20:16:41.385915] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2026-02-10T20:16:41.386062] [INFO ] [sig       ] ATAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:41.556114] [INFO ] [LOCAL     ] Saved forecast: ATAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATAI.txt
[2026-02-10T20:16:41.556312] [INFO ] [sig       ] [270/3417] Completed ATAI in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:41.556356] [INFO ] [sig       ] [271/3417] Forecasting ATEC...
[2026-02-10T20:16:41.556388] [INFO ] [sig       ] Generating forecast for: ATEC
[2026-02-10T20:16:41.556418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2026-02-10T20:16:41.571907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2026-02-10T20:16:41.572337] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2026-02-10T20:16:41.573307] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2026-02-10T20:16:41.573363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:41.573398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:41.573426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:41.573485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:41.638275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:41.639467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:41.639699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:41.639759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:41.776506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:41.776688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:41.776732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:41.776763] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:41.780480] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2026-02-10T20:16:41.780792] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2026-02-10T20:16:41.780933] [INFO ] [sig       ] ATEC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:41.927920] [INFO ] [LOCAL     ] Saved forecast: ATEC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATEC.txt
[2026-02-10T20:16:41.928161] [INFO ] [sig       ] [271/3417] Completed ATEC in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:41.928205] [INFO ] [sig       ] [272/3417] Forecasting ATEN...
[2026-02-10T20:16:41.928237] [INFO ] [sig       ] Generating forecast for: ATEN
[2026-02-10T20:16:41.928269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2026-02-10T20:16:41.940124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2026-02-10T20:16:41.940480] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2026-02-10T20:16:41.941284] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2026-02-10T20:16:41.941338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:41.941371] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:41.941398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:41.941454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:41.998747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:41.999651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:41.999737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:41.999770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:42.121955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:42.122136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:42.122178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:42.122207] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:42.125762] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2026-02-10T20:16:42.126073] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2026-02-10T20:16:42.126210] [INFO ] [sig       ] ATEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:42.269945] [INFO ] [LOCAL     ] Saved forecast: ATEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATEN.txt
[2026-02-10T20:16:42.270116] [INFO ] [sig       ] [272/3417] Completed ATEN in 0.3s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:42.270157] [INFO ] [sig       ] [273/3417] Forecasting ATEX...
[2026-02-10T20:16:42.270190] [INFO ] [sig       ] Generating forecast for: ATEX
[2026-02-10T20:16:42.270221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2026-02-10T20:16:42.282670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2026-02-10T20:16:42.283083] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2026-02-10T20:16:42.283927] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2026-02-10T20:16:42.283981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:42.284014] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:42.284041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:42.284098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:42.344933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:42.345892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:42.346006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:42.346040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:42.469600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:42.469771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:42.469814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:42.469845] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:42.473536] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2026-02-10T20:16:42.473871] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2026-02-10T20:16:42.474015] [INFO ] [sig       ] ATEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:42.623824] [INFO ] [LOCAL     ] Saved forecast: ATEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATEX.txt
[2026-02-10T20:16:42.623984] [INFO ] [sig       ] [273/3417] Completed ATEX in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.8m
[2026-02-10T20:16:42.624029] [INFO ] [sig       ] [274/3417] Forecasting ATGE...
[2026-02-10T20:16:42.624065] [INFO ] [sig       ] Generating forecast for: ATGE
[2026-02-10T20:16:42.624102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2026-02-10T20:16:42.636602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2026-02-10T20:16:42.636945] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2026-02-10T20:16:42.637933] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2026-02-10T20:16:42.637986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:42.638018] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:42.638075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:42.638134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:42.696082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:42.696970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:42.697057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:42.697089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:42.815728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:42.816090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:42.816130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:42.816160] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:42.819653] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2026-02-10T20:16:42.819941] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2026-02-10T20:16:42.820075] [INFO ] [sig       ] ATGE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:42.972983] [INFO ] [LOCAL     ] Saved forecast: ATGE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATGE.txt
[2026-02-10T20:16:42.973181] [INFO ] [sig       ] [274/3417] Completed ATGE in 0.3s | 2.79 sym/s | Total: 1.6m | ETA: 18.7m
[2026-02-10T20:16:42.973234] [INFO ] [sig       ] [275/3417] Forecasting ATHM...
[2026-02-10T20:16:42.973274] [INFO ] [sig       ] Generating forecast for: ATHM
[2026-02-10T20:16:42.973313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2026-02-10T20:16:42.987868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2026-02-10T20:16:42.988342] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2026-02-10T20:16:42.989407] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2026-02-10T20:16:42.989471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:42.989544] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:42.989632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:42.989730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:43.053935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:43.054886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:43.054978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:43.055012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:43.199135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:43.199350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:43.199414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:43.199461] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:43.203761] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2026-02-10T20:16:43.204162] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2026-02-10T20:16:43.204353] [INFO ] [sig       ] ATHM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:43.353186] [INFO ] [LOCAL     ] Saved forecast: ATHM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATHM.txt
[2026-02-10T20:16:43.353363] [INFO ] [sig       ] [275/3417] Completed ATHM in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.7m
[2026-02-10T20:16:43.353406] [INFO ] [sig       ] [276/3417] Forecasting ATI...
[2026-02-10T20:16:43.353435] [INFO ] [sig       ] Generating forecast for: ATI
[2026-02-10T20:16:43.353468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2026-02-10T20:16:43.366279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2026-02-10T20:16:43.366729] [INFO ] [FORECASTER] Starting predict_future for ATI
[2026-02-10T20:16:43.367560] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2026-02-10T20:16:43.367651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:43.367686] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:43.367714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:43.367772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:43.434601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:43.435534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:43.435654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:43.435689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:43.575867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:43.576071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:43.576140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:43.576191] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:43.581432] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2026-02-10T20:16:43.582098] [INFO ] [FORECASTER] Completed predict_future for ATI
[2026-02-10T20:16:43.582311] [INFO ] [sig       ] ATI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:43.739414] [INFO ] [LOCAL     ] Saved forecast: ATI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATI.txt
[2026-02-10T20:16:43.739609] [INFO ] [sig       ] [276/3417] Completed ATI in 0.4s | 2.79 sym/s | Total: 1.6m | ETA: 18.7m
[2026-02-10T20:16:43.739654] [INFO ] [sig       ] [277/3417] Forecasting ATLC...
[2026-02-10T20:16:43.739685] [INFO ] [sig       ] Generating forecast for: ATLC
[2026-02-10T20:16:43.739717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2026-02-10T20:16:43.752638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2026-02-10T20:16:43.753063] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2026-02-10T20:16:43.753940] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2026-02-10T20:16:43.753999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:43.754046] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:43.754083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:43.754159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:43.810839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:43.811806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:43.811895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:43.811927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:43.932912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:43.933076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:43.933117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:43.933146] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:43.936633] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2026-02-10T20:16:43.936924] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2026-02-10T20:16:43.937058] [INFO ] [sig       ] ATLC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:44.076943] [INFO ] [LOCAL     ] Saved forecast: ATLC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATLC.txt
[2026-02-10T20:16:44.077094] [INFO ] [sig       ] [277/3417] Completed ATLC in 0.3s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:44.077136] [INFO ] [sig       ] [278/3417] Forecasting ATLCZ...
[2026-02-10T20:16:44.077167] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2026-02-10T20:16:44.077198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2026-02-10T20:16:44.088636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2026-02-10T20:16:44.088989] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2026-02-10T20:16:44.089817] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2026-02-10T20:16:44.089871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:44.089903] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:44.089930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:44.089986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:44.146475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:44.147344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:44.147431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:44.147464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:44.258992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:44.259142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:44.259182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:44.259242] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:44.262743] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=63.46%)
[2026-02-10T20:16:44.263032] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2026-02-10T20:16:44.263164] [INFO ] [sig       ] ATLCZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:44.402321] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATLCZ.txt
[2026-02-10T20:16:44.402472] [INFO ] [sig       ] [278/3417] Completed ATLCZ in 0.3s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:44.402511] [INFO ] [sig       ] [279/3417] Forecasting ATLO...
[2026-02-10T20:16:44.402542] [INFO ] [sig       ] Generating forecast for: ATLO
[2026-02-10T20:16:44.402589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2026-02-10T20:16:44.415208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2026-02-10T20:16:44.415542] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2026-02-10T20:16:44.416524] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2026-02-10T20:16:44.416606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:44.416646] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:44.416673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:44.416730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:44.475125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:44.475858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:44.475940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:44.475974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:44.582995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:44.583155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:44.583197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:44.583226] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:44.586626] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2026-02-10T20:16:44.586903] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2026-02-10T20:16:44.587036] [INFO ] [sig       ] ATLO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:44.739832] [INFO ] [LOCAL     ] Saved forecast: ATLO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATLO.txt
[2026-02-10T20:16:44.740014] [INFO ] [sig       ] [279/3417] Completed ATLO in 0.3s | 2.80 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:44.740070] [INFO ] [sig       ] [280/3417] Forecasting ATNI...
[2026-02-10T20:16:44.740110] [INFO ] [sig       ] Generating forecast for: ATNI
[2026-02-10T20:16:44.740153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2026-02-10T20:16:44.754310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2026-02-10T20:16:44.754736] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2026-02-10T20:16:44.755816] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2026-02-10T20:16:44.755875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:44.755917] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:44.755947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:44.756008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:44.815802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:44.816716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:44.816802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:44.816835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:44.941511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:44.941701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:44.941750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:44.941784] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:44.945246] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2026-02-10T20:16:44.945521] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2026-02-10T20:16:44.945669] [INFO ] [sig       ] ATNI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:45.091598] [INFO ] [LOCAL     ] Saved forecast: ATNI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATNI.txt
[2026-02-10T20:16:45.091769] [INFO ] [sig       ] [280/3417] Completed ATNI in 0.4s | 2.80 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:45.091812] [INFO ] [sig       ] [281/3417] Forecasting ATO...
[2026-02-10T20:16:45.091844] [INFO ] [sig       ] Generating forecast for: ATO
[2026-02-10T20:16:45.091875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2026-02-10T20:16:45.104408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2026-02-10T20:16:45.105008] [INFO ] [FORECASTER] Starting predict_future for ATO
[2026-02-10T20:16:45.105830] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2026-02-10T20:16:45.105883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:45.105915] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:45.105943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:45.105999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:45.165244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:45.166179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:45.166271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:45.166304] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:45.295050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:45.295236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:45.295299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:45.295345] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:45.300689] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2026-02-10T20:16:45.301109] [INFO ] [FORECASTER] Completed predict_future for ATO
[2026-02-10T20:16:45.301314] [INFO ] [sig       ] ATO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:45.497130] [INFO ] [LOCAL     ] Saved forecast: ATO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATO.txt
[2026-02-10T20:16:45.497308] [INFO ] [sig       ] [281/3417] Completed ATO in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:45.497351] [INFO ] [sig       ] [282/3417] Forecasting ATOM...
[2026-02-10T20:16:45.497383] [INFO ] [sig       ] Generating forecast for: ATOM
[2026-02-10T20:16:45.497414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2026-02-10T20:16:45.511895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2026-02-10T20:16:45.512367] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2026-02-10T20:16:45.513478] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2026-02-10T20:16:45.513544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:45.513602] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:45.513644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:45.513722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:45.592222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:45.593321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:45.593429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:45.593479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:45.755219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:45.755392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:45.755442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:45.755482] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:45.759818] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2026-02-10T20:16:45.760161] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2026-02-10T20:16:45.760371] [INFO ] [sig       ] ATOM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:45.905905] [INFO ] [LOCAL     ] Saved forecast: ATOM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATOM.txt
[2026-02-10T20:16:45.906078] [INFO ] [sig       ] [282/3417] Completed ATOM in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:45.906122] [INFO ] [sig       ] [283/3417] Forecasting ATRA...
[2026-02-10T20:16:45.906154] [INFO ] [sig       ] Generating forecast for: ATRA
[2026-02-10T20:16:45.906186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2026-02-10T20:16:45.918134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2026-02-10T20:16:45.918553] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2026-02-10T20:16:45.919377] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2026-02-10T20:16:45.919432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:45.919464] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:45.919491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:45.919549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:45.979234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:45.980142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:45.980231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:45.980267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:46.100202] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:46.100370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:46.100428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:46.100458] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:46.104277] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2026-02-10T20:16:46.104624] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2026-02-10T20:16:46.104786] [INFO ] [sig       ] ATRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:46.249803] [INFO ] [LOCAL     ] Saved forecast: ATRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATRA.txt
[2026-02-10T20:16:46.249959] [INFO ] [sig       ] [283/3417] Completed ATRA in 0.3s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:46.250011] [INFO ] [sig       ] [284/3417] Forecasting ATRC...
[2026-02-10T20:16:46.250042] [INFO ] [sig       ] Generating forecast for: ATRC
[2026-02-10T20:16:46.250073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2026-02-10T20:16:46.262076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2026-02-10T20:16:46.262362] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2026-02-10T20:16:46.263184] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2026-02-10T20:16:46.263238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:46.263271] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:46.263298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:46.263355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:46.321540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:46.322182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:46.322259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:46.322292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:46.442190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:46.442317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:46.442354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:46.442382] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:46.445689] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2026-02-10T20:16:46.445956] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2026-02-10T20:16:46.446085] [INFO ] [sig       ] ATRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:46.590692] [INFO ] [LOCAL     ] Saved forecast: ATRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ATRC.txt
[2026-02-10T20:16:46.590865] [INFO ] [sig       ] [284/3417] Completed ATRC in 0.3s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:46.590907] [INFO ] [sig       ] [285/3417] Forecasting ATRO...
[2026-02-10T20:16:46.590939] [INFO ] [sig       ] Generating forecast for: ATRO
[2026-02-10T20:16:46.590970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2026-02-10T20:16:46.603227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2026-02-10T20:16:46.603605] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2026-02-10T20:16:46.604405] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2026-02-10T20:16:46.604458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:46.604490] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:46.604517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:46.604600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:46.667188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:46.668169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:46.668287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:46.668322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:46.794880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:46.795047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:46.795090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:46.795121] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:46.798736] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2026-02-10T20:16:46.799020] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2026-02-10T20:16:46.799156] [INFO ] [sig       ] ATRO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:46.948096] [INFO ] [LOCAL     ] Saved forecast: ATRO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ATRO.txt
[2026-02-10T20:16:46.948260] [INFO ] [sig       ] [285/3417] Completed ATRO in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:46.948300] [INFO ] [sig       ] [286/3417] Forecasting AUB...
[2026-02-10T20:16:46.948332] [INFO ] [sig       ] Generating forecast for: AUB
[2026-02-10T20:16:46.948362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2026-02-10T20:16:46.961655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2026-02-10T20:16:46.962062] [INFO ] [FORECASTER] Starting predict_future for AUB
[2026-02-10T20:16:46.962885] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2026-02-10T20:16:46.962941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:46.962975] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:46.963003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:46.963068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:47.026092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:47.027157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:47.027241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:47.027274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:47.149009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:47.149169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:47.149210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:47.149240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:47.152752] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2026-02-10T20:16:47.153047] [INFO ] [FORECASTER] Completed predict_future for AUB
[2026-02-10T20:16:47.153177] [INFO ] [sig       ] AUB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:47.295712] [INFO ] [LOCAL     ] Saved forecast: AUB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AUB.txt
[2026-02-10T20:16:47.295870] [INFO ] [sig       ] [286/3417] Completed AUB in 0.3s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:47.295912] [INFO ] [sig       ] [287/3417] Forecasting AUDC...
[2026-02-10T20:16:47.295942] [INFO ] [sig       ] Generating forecast for: AUDC
[2026-02-10T20:16:47.295972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2026-02-10T20:16:47.308639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2026-02-10T20:16:47.309197] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2026-02-10T20:16:47.310023] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2026-02-10T20:16:47.310077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:47.310122] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:47.310150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:47.310207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:47.368527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:47.369473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:47.369560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:47.369612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:47.494252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:47.494416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:47.494457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:47.494486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:47.498800] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2026-02-10T20:16:47.499147] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2026-02-10T20:16:47.499305] [INFO ] [sig       ] AUDC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:47.641919] [INFO ] [LOCAL     ] Saved forecast: AUDC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AUDC.txt
[2026-02-10T20:16:47.642081] [INFO ] [sig       ] [287/3417] Completed AUDC in 0.3s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:47.642122] [INFO ] [sig       ] [288/3417] Forecasting AUPH...
[2026-02-10T20:16:47.642154] [INFO ] [sig       ] Generating forecast for: AUPH
[2026-02-10T20:16:47.642183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2026-02-10T20:16:47.653895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2026-02-10T20:16:47.654246] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2026-02-10T20:16:47.655051] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2026-02-10T20:16:47.655106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:47.655138] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:47.655166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:47.655223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:47.716427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:47.717380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:47.717467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:47.717501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:47.840113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:47.840277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:47.840320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:47.840353] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:47.844185] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2026-02-10T20:16:47.844483] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2026-02-10T20:16:47.844642] [INFO ] [sig       ] AUPH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:47.999192] [INFO ] [LOCAL     ] Saved forecast: AUPH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AUPH.txt
[2026-02-10T20:16:47.999377] [INFO ] [sig       ] [288/3417] Completed AUPH in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:47.999419] [INFO ] [sig       ] [289/3417] Forecasting AURA...
[2026-02-10T20:16:47.999452] [INFO ] [sig       ] Generating forecast for: AURA
[2026-02-10T20:16:47.999483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2026-02-10T20:16:48.011000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2026-02-10T20:16:48.011384] [INFO ] [FORECASTER] Starting predict_future for AURA
[2026-02-10T20:16:48.012236] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2026-02-10T20:16:48.012293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:48.012328] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:48.012357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:48.012418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:48.074482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:48.075381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:48.075468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:48.075503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:48.202887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:48.203051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:48.203095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:48.203125] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:48.206969] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2026-02-10T20:16:48.207297] [INFO ] [FORECASTER] Completed predict_future for AURA
[2026-02-10T20:16:48.207439] [INFO ] [sig       ] AURA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:48.369083] [INFO ] [LOCAL     ] Saved forecast: AURA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AURA.txt
[2026-02-10T20:16:48.369290] [INFO ] [sig       ] [289/3417] Completed AURA in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:48.369352] [INFO ] [sig       ] [290/3417] Forecasting AUTL...
[2026-02-10T20:16:48.369399] [INFO ] [sig       ] Generating forecast for: AUTL
[2026-02-10T20:16:48.369445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2026-02-10T20:16:48.384967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2026-02-10T20:16:48.385458] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2026-02-10T20:16:48.386608] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2026-02-10T20:16:48.386685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:48.386741] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:48.386793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:48.386889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:48.467241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:48.468232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:48.468326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:48.468360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:48.597565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:48.597750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:48.597793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:48.597825] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:48.601674] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2026-02-10T20:16:48.602035] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2026-02-10T20:16:48.602185] [INFO ] [sig       ] AUTL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:48.754443] [INFO ] [LOCAL     ] Saved forecast: AUTL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AUTL.txt
[2026-02-10T20:16:48.754597] [INFO ] [sig       ] [290/3417] Completed AUTL in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:48.754640] [INFO ] [sig       ] [291/3417] Forecasting AVA...
[2026-02-10T20:16:48.754677] [INFO ] [sig       ] Generating forecast for: AVA
[2026-02-10T20:16:48.754709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2026-02-10T20:16:48.766490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2026-02-10T20:16:48.766840] [INFO ] [FORECASTER] Starting predict_future for AVA
[2026-02-10T20:16:48.767677] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2026-02-10T20:16:48.767747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:48.767793] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:48.767826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:48.767887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:48.831527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:48.832448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:48.832541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:48.832596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:48.954828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:48.954991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:48.955034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:48.955065] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:48.958976] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2026-02-10T20:16:48.959280] [INFO ] [FORECASTER] Completed predict_future for AVA
[2026-02-10T20:16:48.959423] [INFO ] [sig       ] AVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:49.116369] [INFO ] [LOCAL     ] Saved forecast: AVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVA.txt
[2026-02-10T20:16:49.116551] [INFO ] [sig       ] [291/3417] Completed AVA in 0.4s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:49.116618] [INFO ] [sig       ] [292/3417] Forecasting AVAH...
[2026-02-10T20:16:49.116650] [INFO ] [sig       ] Generating forecast for: AVAH
[2026-02-10T20:16:49.116681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2026-02-10T20:16:49.131009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2026-02-10T20:16:49.131449] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2026-02-10T20:16:49.132310] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2026-02-10T20:16:49.132365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:49.132427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:49.132456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:49.132515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:49.194531] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:49.195817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:49.195937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:49.195990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:49.361614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:49.361822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:49.361889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:49.361943] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:49.366482] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2026-02-10T20:16:49.366960] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2026-02-10T20:16:49.367156] [INFO ] [sig       ] AVAH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:49.594834] [INFO ] [LOCAL     ] Saved forecast: AVAH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVAH.txt
[2026-02-10T20:16:49.595074] [INFO ] [sig       ] [292/3417] Completed AVAH in 0.5s | 2.79 sym/s | Total: 1.7m | ETA: 18.7m
[2026-02-10T20:16:49.595144] [INFO ] [sig       ] [293/3417] Forecasting AVAL...
[2026-02-10T20:16:49.595198] [INFO ] [sig       ] Generating forecast for: AVAL
[2026-02-10T20:16:49.595250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2026-02-10T20:16:49.615059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2026-02-10T20:16:49.615643] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2026-02-10T20:16:49.616949] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2026-02-10T20:16:49.617029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:49.617085] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:49.617134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:49.617231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:49.700078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:49.701250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:49.701372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:49.701411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:49.876301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:49.876506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:49.876563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:49.876628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:49.881833] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2026-02-10T20:16:49.882416] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2026-02-10T20:16:49.882638] [INFO ] [sig       ] AVAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:50.126632] [INFO ] [LOCAL     ] Saved forecast: AVAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AVAL.txt
[2026-02-10T20:16:50.126893] [INFO ] [sig       ] [293/3417] Completed AVAL in 0.5s | 2.79 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:50.126965] [INFO ] [sig       ] [294/3417] Forecasting AVB...
[2026-02-10T20:16:50.127020] [INFO ] [sig       ] Generating forecast for: AVB
[2026-02-10T20:16:50.127073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2026-02-10T20:16:50.150511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2026-02-10T20:16:50.151335] [INFO ] [FORECASTER] Starting predict_future for AVB
[2026-02-10T20:16:50.152905] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2026-02-10T20:16:50.152999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:50.153058] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:50.153107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:50.153202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:50.233008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:50.234298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:50.234424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:50.234459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:50.393775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:50.394077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:50.394138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:50.394200] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:50.399447] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=66.27%)
[2026-02-10T20:16:50.400061] [INFO ] [FORECASTER] Completed predict_future for AVB
[2026-02-10T20:16:50.400317] [INFO ] [sig       ] AVB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:50.572301] [INFO ] [LOCAL     ] Saved forecast: AVB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AVB.txt
[2026-02-10T20:16:50.572532] [INFO ] [sig       ] [294/3417] Completed AVB in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:50.572612] [INFO ] [sig       ] [295/3417] Forecasting AVBP...
[2026-02-10T20:16:50.572664] [INFO ] [sig       ] Generating forecast for: AVBP
[2026-02-10T20:16:50.572713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2026-02-10T20:16:50.588967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2026-02-10T20:16:50.589466] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2026-02-10T20:16:50.590656] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2026-02-10T20:16:50.590725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:50.590775] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:50.590818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:50.590903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:50.657479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:50.658421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:50.658514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:50.658546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:50.784371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:50.784559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:50.784623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:50.784684] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:50.788832] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2026-02-10T20:16:50.789143] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2026-02-10T20:16:50.789296] [INFO ] [sig       ] AVBP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:50.939651] [INFO ] [LOCAL     ] Saved forecast: AVBP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AVBP.txt
[2026-02-10T20:16:50.939839] [INFO ] [sig       ] [295/3417] Completed AVBP in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:50.939890] [INFO ] [sig       ] [296/3417] Forecasting AVD...
[2026-02-10T20:16:50.939926] [INFO ] [sig       ] Generating forecast for: AVD
[2026-02-10T20:16:50.939958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2026-02-10T20:16:50.951818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2026-02-10T20:16:50.952186] [INFO ] [FORECASTER] Starting predict_future for AVD
[2026-02-10T20:16:50.953031] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2026-02-10T20:16:50.953087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:50.953119] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:50.953146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:50.953202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:51.011780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:51.012680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:51.012772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:51.012831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:51.132630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:51.132795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:51.132837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:51.132867] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:51.136377] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2026-02-10T20:16:51.136695] [INFO ] [FORECASTER] Completed predict_future for AVD
[2026-02-10T20:16:51.136833] [INFO ] [sig       ] AVD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:51.280748] [INFO ] [LOCAL     ] Saved forecast: AVD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVD.txt
[2026-02-10T20:16:51.280914] [INFO ] [sig       ] [296/3417] Completed AVD in 0.3s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:51.280954] [INFO ] [sig       ] [297/3417] Forecasting AVDL...
[2026-02-10T20:16:51.280985] [INFO ] [sig       ] Generating forecast for: AVDL
[2026-02-10T20:16:51.281017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2026-02-10T20:16:51.292406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2026-02-10T20:16:51.292732] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2026-02-10T20:16:51.293518] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2026-02-10T20:16:51.293594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:51.293628] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:51.293655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:51.293711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:51.353766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:51.354872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:51.354959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:51.354991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:51.481871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:51.482060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:51.482103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:51.482133] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:51.485953] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2026-02-10T20:16:51.486332] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2026-02-10T20:16:51.486481] [INFO ] [sig       ] AVDL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:51.651774] [INFO ] [LOCAL     ] Saved forecast: AVDL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVDL.txt
[2026-02-10T20:16:51.651942] [INFO ] [sig       ] [297/3417] Completed AVDL in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:51.651990] [INFO ] [sig       ] [298/3417] Forecasting AVGO...
[2026-02-10T20:16:51.652027] [INFO ] [sig       ] Generating forecast for: AVGO
[2026-02-10T20:16:51.652063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2026-02-10T20:16:51.664765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2026-02-10T20:16:51.665152] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2026-02-10T20:16:51.665996] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2026-02-10T20:16:51.666051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:51.666083] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:51.666124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:51.666182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:51.725554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:51.726502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:51.726617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:51.726656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:51.856166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:51.856334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:51.856377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:51.856406] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:51.859953] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2026-02-10T20:16:51.860260] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2026-02-10T20:16:51.860406] [INFO ] [sig       ] AVGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:52.008677] [INFO ] [LOCAL     ] Saved forecast: AVGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AVGO.txt
[2026-02-10T20:16:52.008842] [INFO ] [sig       ] [298/3417] Completed AVGO in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:52.008884] [INFO ] [sig       ] [299/3417] Forecasting AVGX...
[2026-02-10T20:16:52.008916] [INFO ] [sig       ] Generating forecast for: AVGX
[2026-02-10T20:16:52.008947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2026-02-10T20:16:52.020651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2026-02-10T20:16:52.021062] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2026-02-10T20:16:52.021882] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2026-02-10T20:16:52.021939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:52.021971] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:52.021998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:52.022053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:52.079765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:52.080681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:52.080766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:52.080800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:52.208417] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:52.208615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:52.208658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:52.208687] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:52.212216] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2026-02-10T20:16:52.212536] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2026-02-10T20:16:52.212696] [INFO ] [sig       ] AVGX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:52.364095] [INFO ] [LOCAL     ] Saved forecast: AVGX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVGX.txt
[2026-02-10T20:16:52.364261] [INFO ] [sig       ] [299/3417] Completed AVGX in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:52.364302] [INFO ] [sig       ] [300/3417] Forecasting AVK...
[2026-02-10T20:16:52.364333] [INFO ] [sig       ] Generating forecast for: AVK
[2026-02-10T20:16:52.364367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2026-02-10T20:16:52.376038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2026-02-10T20:16:52.376330] [INFO ] [FORECASTER] Starting predict_future for AVK
[2026-02-10T20:16:52.377157] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2026-02-10T20:16:52.377211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:52.377243] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:52.377271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:52.377327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:52.435226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:52.436160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:52.436265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:52.436300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:52.565927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:52.566096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:52.566143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:52.566188] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:52.570124] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2026-02-10T20:16:52.570476] [INFO ] [FORECASTER] Completed predict_future for AVK
[2026-02-10T20:16:52.570653] [INFO ] [sig       ] AVK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:52.728386] [INFO ] [LOCAL     ] Saved forecast: AVK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AVK.txt
[2026-02-10T20:16:52.728554] [INFO ] [sig       ] [300/3417] Completed AVK in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:52.728618] [INFO ] [sig       ] [301/3417] Forecasting AVNS...
[2026-02-10T20:16:52.728652] [INFO ] [sig       ] Generating forecast for: AVNS
[2026-02-10T20:16:52.728686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2026-02-10T20:16:52.740756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2026-02-10T20:16:52.741154] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2026-02-10T20:16:52.742021] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2026-02-10T20:16:52.742077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:52.742109] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:52.742136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:52.742192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:52.806663] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:52.807854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:52.807959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:52.807993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:52.947975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:52.948415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:52.948467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:52.948498] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:52.953410] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2026-02-10T20:16:52.953917] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2026-02-10T20:16:52.954137] [INFO ] [sig       ] AVNS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:53.136964] [INFO ] [LOCAL     ] Saved forecast: AVNS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AVNS.txt
[2026-02-10T20:16:53.137139] [INFO ] [sig       ] [301/3417] Completed AVNS in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:53.137182] [INFO ] [sig       ] [302/3417] Forecasting AVO...
[2026-02-10T20:16:53.137216] [INFO ] [sig       ] Generating forecast for: AVO
[2026-02-10T20:16:53.137255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2026-02-10T20:16:53.149888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2026-02-10T20:16:53.150300] [INFO ] [FORECASTER] Starting predict_future for AVO
[2026-02-10T20:16:53.151156] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2026-02-10T20:16:53.151212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:53.151246] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:53.151275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:53.151334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:53.216688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:53.217690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:53.217883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:53.217937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:53.348519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:53.348701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:53.348744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:53.348779] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:53.352362] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2026-02-10T20:16:53.352688] [INFO ] [FORECASTER] Completed predict_future for AVO
[2026-02-10T20:16:53.352832] [INFO ] [sig       ] AVO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:53.501283] [INFO ] [LOCAL     ] Saved forecast: AVO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVO.txt
[2026-02-10T20:16:53.501439] [INFO ] [sig       ] [302/3417] Completed AVO in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:53.501479] [INFO ] [sig       ] [303/3417] Forecasting AVTX...
[2026-02-10T20:16:53.501510] [INFO ] [sig       ] Generating forecast for: AVTX
[2026-02-10T20:16:53.501543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2026-02-10T20:16:53.512808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2026-02-10T20:16:53.513190] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2026-02-10T20:16:53.514010] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2026-02-10T20:16:53.514065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:53.514097] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:53.514123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:53.514179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:53.571754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:53.572543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:53.572646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:53.572680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:53.694810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:53.694995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:53.695066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:53.695098] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:53.699024] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2026-02-10T20:16:53.699351] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2026-02-10T20:16:53.699495] [INFO ] [sig       ] AVTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:53.842488] [INFO ] [LOCAL     ] Saved forecast: AVTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVTX.txt
[2026-02-10T20:16:53.842674] [INFO ] [sig       ] [303/3417] Completed AVTX in 0.3s | 2.78 sym/s | Total: 1.8m | ETA: 18.7m
[2026-02-10T20:16:53.842721] [INFO ] [sig       ] [304/3417] Forecasting AVXL...
[2026-02-10T20:16:53.842752] [INFO ] [sig       ] Generating forecast for: AVXL
[2026-02-10T20:16:53.842786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2026-02-10T20:16:53.854729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2026-02-10T20:16:53.855128] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2026-02-10T20:16:53.855962] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2026-02-10T20:16:53.856017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:53.856051] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:53.856079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:53.856138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:53.913431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:53.914353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:53.914440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:53.914473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:54.039466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:54.039655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:54.039697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:54.039728] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:54.043357] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2026-02-10T20:16:54.043687] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2026-02-10T20:16:54.043846] [INFO ] [sig       ] AVXL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:54.184053] [INFO ] [LOCAL     ] Saved forecast: AVXL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVXL.txt
[2026-02-10T20:16:54.184203] [INFO ] [sig       ] [304/3417] Completed AVXL in 0.3s | 2.78 sym/s | Total: 1.8m | ETA: 18.6m
[2026-02-10T20:16:54.184243] [INFO ] [sig       ] [305/3417] Forecasting AVY...
[2026-02-10T20:16:54.184274] [INFO ] [sig       ] Generating forecast for: AVY
[2026-02-10T20:16:54.184304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2026-02-10T20:16:54.196211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2026-02-10T20:16:54.196515] [INFO ] [FORECASTER] Starting predict_future for AVY
[2026-02-10T20:16:54.197312] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2026-02-10T20:16:54.197365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:54.197398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:54.197425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:54.197482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:54.253884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:54.254555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:54.254654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:54.254688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:54.374714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:54.374875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:54.374915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:54.374946] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:54.378405] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2026-02-10T20:16:54.378702] [INFO ] [FORECASTER] Completed predict_future for AVY
[2026-02-10T20:16:54.378834] [INFO ] [sig       ] AVY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:54.523057] [INFO ] [LOCAL     ] Saved forecast: AVY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AVY.txt
[2026-02-10T20:16:54.523232] [INFO ] [sig       ] [305/3417] Completed AVY in 0.3s | 2.78 sym/s | Total: 1.8m | ETA: 18.6m
[2026-02-10T20:16:54.523275] [INFO ] [sig       ] [306/3417] Forecasting AWF...
[2026-02-10T20:16:54.523305] [INFO ] [sig       ] Generating forecast for: AWF
[2026-02-10T20:16:54.523334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2026-02-10T20:16:54.535928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2026-02-10T20:16:54.536439] [INFO ] [FORECASTER] Starting predict_future for AWF
[2026-02-10T20:16:54.537455] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2026-02-10T20:16:54.537508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:54.537540] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:54.537567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:54.537643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:54.594512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:54.595325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:54.595425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:54.595460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:54.715847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:54.716017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:54.716058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:54.716087] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:54.719658] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2026-02-10T20:16:54.719946] [INFO ] [FORECASTER] Completed predict_future for AWF
[2026-02-10T20:16:54.720086] [INFO ] [sig       ] AWF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:54.883835] [INFO ] [LOCAL     ] Saved forecast: AWF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AWF.txt
[2026-02-10T20:16:54.883987] [INFO ] [sig       ] [306/3417] Completed AWF in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.6m
[2026-02-10T20:16:54.884027] [INFO ] [sig       ] [307/3417] Forecasting AWI...
[2026-02-10T20:16:54.884057] [INFO ] [sig       ] Generating forecast for: AWI
[2026-02-10T20:16:54.884089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2026-02-10T20:16:54.896244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2026-02-10T20:16:54.896545] [INFO ] [FORECASTER] Starting predict_future for AWI
[2026-02-10T20:16:54.897526] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2026-02-10T20:16:54.897596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:54.897630] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:54.897657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:54.897713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:54.957210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:54.957987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:54.958099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:54.958139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:55.085785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:55.085993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:55.086039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:55.086068] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:55.089746] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2026-02-10T20:16:55.090065] [INFO ] [FORECASTER] Completed predict_future for AWI
[2026-02-10T20:16:55.090203] [INFO ] [sig       ] AWI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:55.238351] [INFO ] [LOCAL     ] Saved forecast: AWI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AWI.txt
[2026-02-10T20:16:55.238539] [INFO ] [sig       ] [307/3417] Completed AWI in 0.4s | 2.78 sym/s | Total: 1.8m | ETA: 18.6m
[2026-02-10T20:16:55.238611] [INFO ] [sig       ] [308/3417] Forecasting AWK...
[2026-02-10T20:16:55.238644] [INFO ] [sig       ] Generating forecast for: AWK
[2026-02-10T20:16:55.238675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2026-02-10T20:16:55.252629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2026-02-10T20:16:55.253033] [INFO ] [FORECASTER] Starting predict_future for AWK
[2026-02-10T20:16:55.253841] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2026-02-10T20:16:55.253903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:55.253947] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:55.253982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:55.254049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:55.315283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:55.316196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:55.316314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:55.316348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:55.435892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:55.436247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:55.436289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:55.436319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:55.439964] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=61.76%)
[2026-02-10T20:16:55.440239] [INFO ] [FORECASTER] Completed predict_future for AWK
[2026-02-10T20:16:55.440365] [INFO ] [sig       ] AWK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:55.582264] [INFO ] [LOCAL     ] Saved forecast: AWK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AWK.txt
[2026-02-10T20:16:55.582422] [INFO ] [sig       ] [308/3417] Completed AWK in 0.3s | 2.78 sym/s | Total: 1.8m | ETA: 18.6m
[2026-02-10T20:16:55.582464] [INFO ] [sig       ] [309/3417] Forecasting AWP...
[2026-02-10T20:16:55.582495] [INFO ] [sig       ] Generating forecast for: AWP
[2026-02-10T20:16:55.582526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2026-02-10T20:16:55.594274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2026-02-10T20:16:55.594542] [INFO ] [FORECASTER] Starting predict_future for AWP
[2026-02-10T20:16:55.595365] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2026-02-10T20:16:55.595416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:55.595473] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:55.595503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:55.595560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:55.652134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:55.652786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:55.653059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:55.653091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:55.773235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:55.773401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:55.773441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:55.773470] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:55.776958] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2026-02-10T20:16:55.777234] [INFO ] [FORECASTER] Completed predict_future for AWP
[2026-02-10T20:16:55.777364] [INFO ] [sig       ] AWP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:55.921228] [INFO ] [LOCAL     ] Saved forecast: AWP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AWP.txt
[2026-02-10T20:16:55.921398] [INFO ] [sig       ] [309/3417] Completed AWP in 0.3s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:55.921438] [INFO ] [sig       ] [310/3417] Forecasting AWRE...
[2026-02-10T20:16:55.921469] [INFO ] [sig       ] Generating forecast for: AWRE
[2026-02-10T20:16:55.921499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2026-02-10T20:16:55.933274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2026-02-10T20:16:55.933649] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2026-02-10T20:16:55.934455] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2026-02-10T20:16:55.934508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:55.934540] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:55.934566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:55.934645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:55.993708] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:55.994815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:55.994913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:55.994947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:56.112111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:56.112306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:56.112377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:56.112430] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:56.117742] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2026-02-10T20:16:56.118197] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2026-02-10T20:16:56.118402] [INFO ] [sig       ] AWRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:56.273597] [INFO ] [LOCAL     ] Saved forecast: AWRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AWRE.txt
[2026-02-10T20:16:56.273774] [INFO ] [sig       ] [310/3417] Completed AWRE in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:56.273818] [INFO ] [sig       ] [311/3417] Forecasting AXGN...
[2026-02-10T20:16:56.273850] [INFO ] [sig       ] Generating forecast for: AXGN
[2026-02-10T20:16:56.273884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2026-02-10T20:16:56.287442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2026-02-10T20:16:56.287885] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2026-02-10T20:16:56.289029] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2026-02-10T20:16:56.289087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:56.289135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:56.289163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:56.289412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:56.348455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:56.349430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:56.349526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:56.349558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:56.475715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:56.475882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:56.475922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:56.475951] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:56.479569] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2026-02-10T20:16:56.479912] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2026-02-10T20:16:56.480069] [INFO ] [sig       ] AXGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:56.624703] [INFO ] [LOCAL     ] Saved forecast: AXGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AXGN.txt
[2026-02-10T20:16:56.624841] [INFO ] [sig       ] [311/3417] Completed AXGN in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:56.624889] [INFO ] [sig       ] [312/3417] Forecasting AXP...
[2026-02-10T20:16:56.624926] [INFO ] [sig       ] Generating forecast for: AXP
[2026-02-10T20:16:56.624965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2026-02-10T20:16:56.636168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2026-02-10T20:16:56.636449] [INFO ] [FORECASTER] Starting predict_future for AXP
[2026-02-10T20:16:56.637256] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2026-02-10T20:16:56.637310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:56.637342] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:56.637369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:56.637426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:56.700399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:56.701370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:56.701456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:56.701488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:56.828911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:56.829084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:56.829125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:56.829218] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:56.833204] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2026-02-10T20:16:56.833542] [INFO ] [FORECASTER] Completed predict_future for AXP
[2026-02-10T20:16:56.833714] [INFO ] [sig       ] AXP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:56.988562] [INFO ] [LOCAL     ] Saved forecast: AXP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AXP.txt
[2026-02-10T20:16:56.988756] [INFO ] [sig       ] [312/3417] Completed AXP in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:56.988797] [INFO ] [sig       ] [313/3417] Forecasting AXS...
[2026-02-10T20:16:56.988828] [INFO ] [sig       ] Generating forecast for: AXS
[2026-02-10T20:16:56.988859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2026-02-10T20:16:57.000729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2026-02-10T20:16:57.001101] [INFO ] [FORECASTER] Starting predict_future for AXS
[2026-02-10T20:16:57.001947] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2026-02-10T20:16:57.002002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:57.002034] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:57.002060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:57.002116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:57.059908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:57.060886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:57.060978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:57.061009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:57.185034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:57.185205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:57.185247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:57.185275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:57.188967] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=45.02%)
[2026-02-10T20:16:57.189348] [INFO ] [FORECASTER] Completed predict_future for AXS
[2026-02-10T20:16:57.189508] [INFO ] [sig       ] AXS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:57.357427] [INFO ] [LOCAL     ] Saved forecast: AXS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AXS.txt
[2026-02-10T20:16:57.357625] [INFO ] [sig       ] [313/3417] Completed AXS in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:57.357669] [INFO ] [sig       ] [314/3417] Forecasting AXSM...
[2026-02-10T20:16:57.357701] [INFO ] [sig       ] Generating forecast for: AXSM
[2026-02-10T20:16:57.357731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2026-02-10T20:16:57.369996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2026-02-10T20:16:57.370423] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2026-02-10T20:16:57.371293] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2026-02-10T20:16:57.371347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:57.371379] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:57.371407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:57.371465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:57.445180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:57.446269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:57.446380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:57.446418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:57.580109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:57.580279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:57.580321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:57.580349] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:57.584091] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=56.05%)
[2026-02-10T20:16:57.584452] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2026-02-10T20:16:57.584647] [INFO ] [sig       ] AXSM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:57.732232] [INFO ] [LOCAL     ] Saved forecast: AXSM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AXSM.txt
[2026-02-10T20:16:57.732400] [INFO ] [sig       ] [314/3417] Completed AXSM in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:57.732449] [INFO ] [sig       ] [315/3417] Forecasting AXTA...
[2026-02-10T20:16:57.732480] [INFO ] [sig       ] Generating forecast for: AXTA
[2026-02-10T20:16:57.732511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2026-02-10T20:16:57.744549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2026-02-10T20:16:57.744922] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2026-02-10T20:16:57.745742] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2026-02-10T20:16:57.745793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:57.745825] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:57.745853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:57.745922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:57.803993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:57.804796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:57.804880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:57.804913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:57.934004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:57.934371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:57.934411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:57.934440] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:57.937969] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2026-02-10T20:16:57.938308] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2026-02-10T20:16:57.938449] [INFO ] [sig       ] AXTA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:58.089826] [INFO ] [LOCAL     ] Saved forecast: AXTA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AXTA.txt
[2026-02-10T20:16:58.090002] [INFO ] [sig       ] [315/3417] Completed AXTA in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:58.090045] [INFO ] [sig       ] [316/3417] Forecasting AXTI...
[2026-02-10T20:16:58.090077] [INFO ] [sig       ] Generating forecast for: AXTI
[2026-02-10T20:16:58.090108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2026-02-10T20:16:58.106039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2026-02-10T20:16:58.106483] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2026-02-10T20:16:58.107687] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2026-02-10T20:16:58.107754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:58.107787] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:58.107813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:58.107871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:58.176523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:58.177456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:58.177547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:58.177600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:58.308920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:58.309094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:58.309150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:58.309368] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:58.313871] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2026-02-10T20:16:58.314418] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2026-02-10T20:16:58.314610] [INFO ] [sig       ] AXTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:58.471479] [INFO ] [LOCAL     ] Saved forecast: AXTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AXTI.txt
[2026-02-10T20:16:58.471735] [INFO ] [sig       ] [316/3417] Completed AXTI in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:58.471797] [INFO ] [sig       ] [317/3417] Forecasting AYI...
[2026-02-10T20:16:58.471834] [INFO ] [sig       ] Generating forecast for: AYI
[2026-02-10T20:16:58.471870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2026-02-10T20:16:58.487718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2026-02-10T20:16:58.488284] [INFO ] [FORECASTER] Starting predict_future for AYI
[2026-02-10T20:16:58.489657] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2026-02-10T20:16:58.489740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:58.489794] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:58.489842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:58.489933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:58.563559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:58.564731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:58.564840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:58.564881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:58.700463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:58.700647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:58.700690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:58.700720] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:58.704616] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2026-02-10T20:16:58.704952] [INFO ] [FORECASTER] Completed predict_future for AYI
[2026-02-10T20:16:58.705103] [INFO ] [sig       ] AYI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:58.856013] [INFO ] [LOCAL     ] Saved forecast: AYI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AYI.txt
[2026-02-10T20:16:58.856191] [INFO ] [sig       ] [317/3417] Completed AYI in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:58.856235] [INFO ] [sig       ] [318/3417] Forecasting AZ...
[2026-02-10T20:16:58.856266] [INFO ] [sig       ] Generating forecast for: AZ
[2026-02-10T20:16:58.856297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2026-02-10T20:16:58.871275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2026-02-10T20:16:58.871771] [INFO ] [FORECASTER] Starting predict_future for AZ
[2026-02-10T20:16:58.872728] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2026-02-10T20:16:58.872786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:58.872819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:58.872846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:58.872904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:58.952889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:58.953855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:58.953987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:58.954029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:59.077640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:59.077807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:59.077847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:59.077893] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:59.081772] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2026-02-10T20:16:59.082048] [INFO ] [FORECASTER] Completed predict_future for AZ
[2026-02-10T20:16:59.082175] [INFO ] [sig       ] AZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:59.224762] [INFO ] [LOCAL     ] Saved forecast: AZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AZ.txt
[2026-02-10T20:16:59.224933] [INFO ] [sig       ] [318/3417] Completed AZ in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:59.224995] [INFO ] [sig       ] [319/3417] Forecasting AZN...
[2026-02-10T20:16:59.225034] [INFO ] [sig       ] Generating forecast for: AZN
[2026-02-10T20:16:59.225071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2026-02-10T20:16:59.237916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2026-02-10T20:16:59.238303] [INFO ] [FORECASTER] Starting predict_future for AZN
[2026-02-10T20:16:59.239139] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2026-02-10T20:16:59.239192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:59.239223] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:59.239250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:59.239306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:59.300304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:59.301190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:59.301274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:59.301342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:59.423768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:59.423932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:59.423972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:59.424003] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:59.428020] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2026-02-10T20:16:59.428314] [INFO ] [FORECASTER] Completed predict_future for AZN
[2026-02-10T20:16:59.428446] [INFO ] [sig       ] AZN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:16:59.581239] [INFO ] [LOCAL     ] Saved forecast: AZN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/AZN.txt
[2026-02-10T20:16:59.581618] [INFO ] [sig       ] [319/3417] Completed AZN in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:59.581680] [INFO ] [sig       ] [320/3417] Forecasting AZO...
[2026-02-10T20:16:59.581722] [INFO ] [sig       ] Generating forecast for: AZO
[2026-02-10T20:16:59.581763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2026-02-10T20:16:59.594337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2026-02-10T20:16:59.594696] [INFO ] [FORECASTER] Starting predict_future for AZO
[2026-02-10T20:16:59.595516] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2026-02-10T20:16:59.595569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:59.595625] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:59.595654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:59.595712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:16:59.657279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:16:59.658186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:16:59.658276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:16:59.658330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:16:59.788051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:16:59.788258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:16:59.788312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:16:59.788343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:16:59.792216] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2026-02-10T20:16:59.792532] [INFO ] [FORECASTER] Completed predict_future for AZO
[2026-02-10T20:16:59.792690] [INFO ] [sig       ] AZO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:16:59.948505] [INFO ] [LOCAL     ] Saved forecast: AZO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AZO.txt
[2026-02-10T20:16:59.948690] [INFO ] [sig       ] [320/3417] Completed AZO in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.6m
[2026-02-10T20:16:59.948737] [INFO ] [sig       ] [321/3417] Forecasting AZZ...
[2026-02-10T20:16:59.948767] [INFO ] [sig       ] Generating forecast for: AZZ
[2026-02-10T20:16:59.948797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2026-02-10T20:16:59.966279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2026-02-10T20:16:59.966696] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2026-02-10T20:16:59.967515] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2026-02-10T20:16:59.967568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:16:59.967631] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:16:59.967660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:16:59.967718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:00.034740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:00.035698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:00.035787] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:00.035823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:00.165630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:00.165795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:00.165835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:00.165864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:00.169321] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2026-02-10T20:17:00.169635] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2026-02-10T20:17:00.169765] [INFO ] [sig       ] AZZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:00.316373] [INFO ] [LOCAL     ] Saved forecast: AZZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/AZZ.txt
[2026-02-10T20:17:00.316538] [INFO ] [sig       ] [321/3417] Completed AZZ in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.5m
[2026-02-10T20:17:00.316598] [INFO ] [sig       ] [322/3417] Forecasting BA...
[2026-02-10T20:17:00.316632] [INFO ] [sig       ] Generating forecast for: BA
[2026-02-10T20:17:00.316663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2026-02-10T20:17:00.329657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2026-02-10T20:17:00.330006] [INFO ] [FORECASTER] Starting predict_future for BA
[2026-02-10T20:17:00.330813] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2026-02-10T20:17:00.330866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:00.330897] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:00.330925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:00.330993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:00.388228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:00.389126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:00.389212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:00.389245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:00.519733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:00.519933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:00.519974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:00.520002] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:00.523701] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2026-02-10T20:17:00.524001] [INFO ] [FORECASTER] Completed predict_future for BA
[2026-02-10T20:17:00.524149] [INFO ] [sig       ] BA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:00.673439] [INFO ] [LOCAL     ] Saved forecast: BA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BA.txt
[2026-02-10T20:17:00.673636] [INFO ] [sig       ] [322/3417] Completed BA in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.5m
[2026-02-10T20:17:00.673710] [INFO ] [sig       ] [323/3417] Forecasting BABA...
[2026-02-10T20:17:00.673741] [INFO ] [sig       ] Generating forecast for: BABA
[2026-02-10T20:17:00.673771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2026-02-10T20:17:00.685987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2026-02-10T20:17:00.686337] [INFO ] [FORECASTER] Starting predict_future for BABA
[2026-02-10T20:17:00.687142] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2026-02-10T20:17:00.687196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:00.687228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:00.687255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:00.687312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:00.744226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:00.745124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:00.745209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:00.745242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:00.906714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:00.906844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:00.906888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:00.906917] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:00.911887] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2026-02-10T20:17:00.912305] [INFO ] [FORECASTER] Completed predict_future for BABA
[2026-02-10T20:17:00.912462] [INFO ] [sig       ] BABA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:01.084237] [INFO ] [LOCAL     ] Saved forecast: BABA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BABA.txt
[2026-02-10T20:17:01.084385] [INFO ] [sig       ] [323/3417] Completed BABA in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.5m
[2026-02-10T20:17:01.084427] [INFO ] [sig       ] [324/3417] Forecasting BABX...
[2026-02-10T20:17:01.084458] [INFO ] [sig       ] Generating forecast for: BABX
[2026-02-10T20:17:01.084488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2026-02-10T20:17:01.096462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2026-02-10T20:17:01.096860] [INFO ] [FORECASTER] Starting predict_future for BABX
[2026-02-10T20:17:01.097888] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2026-02-10T20:17:01.097946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:01.097985] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:01.098020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:01.098127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:01.159560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:01.160381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:01.160470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:01.160504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:01.300143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:01.300398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:01.300460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:01.300493] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:01.304940] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=56.61%)
[2026-02-10T20:17:01.305363] [INFO ] [FORECASTER] Completed predict_future for BABX
[2026-02-10T20:17:01.305550] [INFO ] [sig       ] BABX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:01.481325] [INFO ] [LOCAL     ] Saved forecast: BABX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BABX.txt
[2026-02-10T20:17:01.481506] [INFO ] [sig       ] [324/3417] Completed BABX in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.5m
[2026-02-10T20:17:01.481551] [INFO ] [sig       ] [325/3417] Forecasting BAC...
[2026-02-10T20:17:01.481602] [INFO ] [sig       ] Generating forecast for: BAC
[2026-02-10T20:17:01.481650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2026-02-10T20:17:01.494982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2026-02-10T20:17:01.495452] [INFO ] [FORECASTER] Starting predict_future for BAC
[2026-02-10T20:17:01.496386] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2026-02-10T20:17:01.496443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:01.496477] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:01.496519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:01.496643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:01.560823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:01.561727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:01.561814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:01.561847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:01.725202] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:01.725396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:01.725454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:01.725496] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:01.730598] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2026-02-10T20:17:01.731039] [INFO ] [FORECASTER] Completed predict_future for BAC
[2026-02-10T20:17:01.731248] [INFO ] [sig       ] BAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:01.901396] [INFO ] [LOCAL     ] Saved forecast: BAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BAC.txt
[2026-02-10T20:17:01.901616] [INFO ] [sig       ] [325/3417] Completed BAC in 0.4s | 2.78 sym/s | Total: 1.9m | ETA: 18.5m
[2026-02-10T20:17:01.901683] [INFO ] [sig       ] [326/3417] Forecasting BAH...
[2026-02-10T20:17:01.901728] [INFO ] [sig       ] Generating forecast for: BAH
[2026-02-10T20:17:01.901770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2026-02-10T20:17:01.914700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2026-02-10T20:17:01.915061] [INFO ] [FORECASTER] Starting predict_future for BAH
[2026-02-10T20:17:01.915953] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2026-02-10T20:17:01.916019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:01.916058] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:01.916120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:01.916198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:01.978819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:01.979606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:01.979692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:01.979726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:02.126397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:02.126596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:02.126647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:02.126677] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:02.131153] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2026-02-10T20:17:02.131736] [INFO ] [FORECASTER] Completed predict_future for BAH
[2026-02-10T20:17:02.131886] [INFO ] [sig       ] BAH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:02.278638] [INFO ] [LOCAL     ] Saved forecast: BAH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BAH.txt
[2026-02-10T20:17:02.278782] [INFO ] [sig       ] [326/3417] Completed BAH in 0.4s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:02.278833] [INFO ] [sig       ] [327/3417] Forecasting BALL...
[2026-02-10T20:17:02.278865] [INFO ] [sig       ] Generating forecast for: BALL
[2026-02-10T20:17:02.278904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2026-02-10T20:17:02.291855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2026-02-10T20:17:02.292169] [INFO ] [FORECASTER] Starting predict_future for BALL
[2026-02-10T20:17:02.292990] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2026-02-10T20:17:02.293044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:02.293076] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:02.293102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:02.293158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:02.351323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:02.352000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:02.352088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:02.352122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:02.475494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:02.475643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:02.475682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:02.475711] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:02.479445] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2026-02-10T20:17:02.479742] [INFO ] [FORECASTER] Completed predict_future for BALL
[2026-02-10T20:17:02.479874] [INFO ] [sig       ] BALL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:02.619716] [INFO ] [LOCAL     ] Saved forecast: BALL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BALL.txt
[2026-02-10T20:17:02.619838] [INFO ] [sig       ] [327/3417] Completed BALL in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:02.619878] [INFO ] [sig       ] [328/3417] Forecasting BAM...
[2026-02-10T20:17:02.619908] [INFO ] [sig       ] Generating forecast for: BAM
[2026-02-10T20:17:02.619937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2026-02-10T20:17:02.631033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2026-02-10T20:17:02.631313] [INFO ] [FORECASTER] Starting predict_future for BAM
[2026-02-10T20:17:02.632134] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2026-02-10T20:17:02.632187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:02.632220] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:02.632248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:02.632305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:02.689846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:02.690488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:02.690567] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:02.690619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:02.810744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:02.810906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:02.810951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:02.810982] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:02.814532] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2026-02-10T20:17:02.814830] [INFO ] [FORECASTER] Completed predict_future for BAM
[2026-02-10T20:17:02.814959] [INFO ] [sig       ] BAM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:02.957905] [INFO ] [LOCAL     ] Saved forecast: BAM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BAM.txt
[2026-02-10T20:17:02.958015] [INFO ] [sig       ] [328/3417] Completed BAM in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:02.958075] [INFO ] [sig       ] [329/3417] Forecasting BANC...
[2026-02-10T20:17:02.958115] [INFO ] [sig       ] Generating forecast for: BANC
[2026-02-10T20:17:02.958154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2026-02-10T20:17:02.970248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2026-02-10T20:17:02.970545] [INFO ] [FORECASTER] Starting predict_future for BANC
[2026-02-10T20:17:02.971368] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2026-02-10T20:17:02.971422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:02.971453] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:02.971479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:02.971543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:03.028489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:03.029128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:03.029207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:03.029239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:03.149877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:03.149993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:03.150029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:03.150056] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:03.154165] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2026-02-10T20:17:03.154459] [INFO ] [FORECASTER] Completed predict_future for BANC
[2026-02-10T20:17:03.154605] [INFO ] [sig       ] BANC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:03.297867] [INFO ] [LOCAL     ] Saved forecast: BANC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BANC.txt
[2026-02-10T20:17:03.297975] [INFO ] [sig       ] [329/3417] Completed BANC in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:03.298015] [INFO ] [sig       ] [330/3417] Forecasting BAND...
[2026-02-10T20:17:03.298068] [INFO ] [sig       ] Generating forecast for: BAND
[2026-02-10T20:17:03.298100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2026-02-10T20:17:03.309885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2026-02-10T20:17:03.310185] [INFO ] [FORECASTER] Starting predict_future for BAND
[2026-02-10T20:17:03.310990] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2026-02-10T20:17:03.311044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:03.311077] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:03.311104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:03.311160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:03.369478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:03.370108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:03.370188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:03.370220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:03.492813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:03.492945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:03.492984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:03.493013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:03.496371] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2026-02-10T20:17:03.496665] [INFO ] [FORECASTER] Completed predict_future for BAND
[2026-02-10T20:17:03.496794] [INFO ] [sig       ] BAND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:03.642014] [INFO ] [LOCAL     ] Saved forecast: BAND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BAND.txt
[2026-02-10T20:17:03.642174] [INFO ] [sig       ] [330/3417] Completed BAND in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:03.642405] [INFO ] [sig       ] [331/3417] Forecasting BANF...
[2026-02-10T20:17:03.642435] [INFO ] [sig       ] Generating forecast for: BANF
[2026-02-10T20:17:03.642464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2026-02-10T20:17:03.654812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2026-02-10T20:17:03.655102] [INFO ] [FORECASTER] Starting predict_future for BANF
[2026-02-10T20:17:03.656166] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2026-02-10T20:17:03.656220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:03.656253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:03.656280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:03.656337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:03.715094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:03.715780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:03.715859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:03.715891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:03.837752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:03.837869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:03.837906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:03.837935] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:03.841182] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2026-02-10T20:17:03.841452] [INFO ] [FORECASTER] Completed predict_future for BANF
[2026-02-10T20:17:03.841598] [INFO ] [sig       ] BANF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:03.985161] [INFO ] [LOCAL     ] Saved forecast: BANF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BANF.txt
[2026-02-10T20:17:03.985310] [INFO ] [sig       ] [331/3417] Completed BANF in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:03.985350] [INFO ] [sig       ] [332/3417] Forecasting BANX...
[2026-02-10T20:17:03.985563] [INFO ] [sig       ] Generating forecast for: BANX
[2026-02-10T20:17:03.985613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2026-02-10T20:17:03.997646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2026-02-10T20:17:03.997927] [INFO ] [FORECASTER] Starting predict_future for BANX
[2026-02-10T20:17:03.998792] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2026-02-10T20:17:03.998845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:03.998877] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:03.998904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:03.998961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:04.058432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:04.059047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:04.059144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:04.059184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:04.180216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:04.180511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:04.180547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:04.180593] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:04.183779] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2026-02-10T20:17:04.184046] [INFO ] [FORECASTER] Completed predict_future for BANX
[2026-02-10T20:17:04.184170] [INFO ] [sig       ] BANX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:04.332186] [INFO ] [LOCAL     ] Saved forecast: BANX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BANX.txt
[2026-02-10T20:17:04.332331] [INFO ] [sig       ] [332/3417] Completed BANX in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:04.332378] [INFO ] [sig       ] [333/3417] Forecasting BAP...
[2026-02-10T20:17:04.332409] [INFO ] [sig       ] Generating forecast for: BAP
[2026-02-10T20:17:04.332438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2026-02-10T20:17:04.344318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2026-02-10T20:17:04.344599] [INFO ] [FORECASTER] Starting predict_future for BAP
[2026-02-10T20:17:04.345421] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2026-02-10T20:17:04.345474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:04.345508] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:04.345535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:04.345618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:04.403358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:04.403970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:04.404052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:04.404084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:04.520717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:04.520833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:04.520870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:04.520897] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:04.524215] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2026-02-10T20:17:04.524494] [INFO ] [FORECASTER] Completed predict_future for BAP
[2026-02-10T20:17:04.524649] [INFO ] [sig       ] BAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:04.668858] [INFO ] [LOCAL     ] Saved forecast: BAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BAP.txt
[2026-02-10T20:17:04.669021] [INFO ] [sig       ] [333/3417] Completed BAP in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:04.669070] [INFO ] [sig       ] [334/3417] Forecasting BATRA...
[2026-02-10T20:17:04.669108] [INFO ] [sig       ] Generating forecast for: BATRA
[2026-02-10T20:17:04.669145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2026-02-10T20:17:04.681070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2026-02-10T20:17:04.681397] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2026-02-10T20:17:04.682248] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2026-02-10T20:17:04.682301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:04.682333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:04.682359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:04.682436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:04.740146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:04.741040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:04.741122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:04.741155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:04.861778] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:04.861924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:04.861962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:04.861990] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:04.865421] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2026-02-10T20:17:04.865717] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2026-02-10T20:17:04.865848] [INFO ] [sig       ] BATRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:05.005290] [INFO ] [LOCAL     ] Saved forecast: BATRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BATRA.txt
[2026-02-10T20:17:05.005419] [INFO ] [sig       ] [334/3417] Completed BATRA in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:05.005459] [INFO ] [sig       ] [335/3417] Forecasting BATRK...
[2026-02-10T20:17:05.005489] [INFO ] [sig       ] Generating forecast for: BATRK
[2026-02-10T20:17:05.005520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2026-02-10T20:17:05.017545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2026-02-10T20:17:05.017829] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2026-02-10T20:17:05.018687] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2026-02-10T20:17:05.018749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:05.018782] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:05.018809] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:05.018866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:05.081653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:05.082647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:05.082733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:05.082767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:05.206016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:05.206180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:05.206220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:05.206262] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:05.209658] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2026-02-10T20:17:05.209936] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2026-02-10T20:17:05.210061] [INFO ] [sig       ] BATRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:05.353464] [INFO ] [LOCAL     ] Saved forecast: BATRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BATRK.txt
[2026-02-10T20:17:05.353710] [INFO ] [sig       ] [335/3417] Completed BATRK in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:05.353772] [INFO ] [sig       ] [336/3417] Forecasting BAX...
[2026-02-10T20:17:05.353818] [INFO ] [sig       ] Generating forecast for: BAX
[2026-02-10T20:17:05.353859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2026-02-10T20:17:05.366616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2026-02-10T20:17:05.366997] [INFO ] [FORECASTER] Starting predict_future for BAX
[2026-02-10T20:17:05.367819] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2026-02-10T20:17:05.367873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:05.367905] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:05.367933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:05.367990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:05.425981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:05.426860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:05.426977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:05.427010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:05.544381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:05.544529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:05.544587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:05.544620] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:05.547993] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2026-02-10T20:17:05.548294] [INFO ] [FORECASTER] Completed predict_future for BAX
[2026-02-10T20:17:05.548427] [INFO ] [sig       ] BAX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:05.701314] [INFO ] [LOCAL     ] Saved forecast: BAX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BAX.txt
[2026-02-10T20:17:05.701539] [INFO ] [sig       ] [336/3417] Completed BAX in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:05.701622] [INFO ] [sig       ] [337/3417] Forecasting BB...
[2026-02-10T20:17:05.701667] [INFO ] [sig       ] Generating forecast for: BB
[2026-02-10T20:17:05.701710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2026-02-10T20:17:05.714535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2026-02-10T20:17:05.714935] [INFO ] [FORECASTER] Starting predict_future for BB
[2026-02-10T20:17:05.715820] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2026-02-10T20:17:05.715876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:05.715910] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:05.715938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:05.715995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:05.774707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:05.775840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:05.775932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:05.775966] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:05.912448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:05.912634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:05.912680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:05.912709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:05.916242] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=51.58%)
[2026-02-10T20:17:05.916521] [INFO ] [FORECASTER] Completed predict_future for BB
[2026-02-10T20:17:05.916686] [INFO ] [sig       ] BB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:06.058619] [INFO ] [LOCAL     ] Saved forecast: BB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BB.txt
[2026-02-10T20:17:06.058780] [INFO ] [sig       ] [337/3417] Completed BB in 0.4s | 2.78 sym/s | Total: 2.0m | ETA: 18.5m
[2026-02-10T20:17:06.058824] [INFO ] [sig       ] [338/3417] Forecasting BBAI...
[2026-02-10T20:17:06.058853] [INFO ] [sig       ] Generating forecast for: BBAI
[2026-02-10T20:17:06.058883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2026-02-10T20:17:06.071001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2026-02-10T20:17:06.071357] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2026-02-10T20:17:06.072246] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2026-02-10T20:17:06.072303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:06.072335] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:06.072363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:06.072422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:06.131415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:06.132385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:06.132492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:06.132527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:06.257316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:06.257485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:06.257527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:06.257557] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:06.261369] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2026-02-10T20:17:06.261740] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2026-02-10T20:17:06.261894] [INFO ] [sig       ] BBAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:06.418680] [INFO ] [LOCAL     ] Saved forecast: BBAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBAI.txt
[2026-02-10T20:17:06.418863] [INFO ] [sig       ] [338/3417] Completed BBAI in 0.4s | 2.78 sym/s | Total: 2.0m | ETA: 18.4m
[2026-02-10T20:17:06.418928] [INFO ] [sig       ] [339/3417] Forecasting BBCP...
[2026-02-10T20:17:06.418964] [INFO ] [sig       ] Generating forecast for: BBCP
[2026-02-10T20:17:06.418995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2026-02-10T20:17:06.431765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2026-02-10T20:17:06.432187] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2026-02-10T20:17:06.433103] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2026-02-10T20:17:06.433158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:06.433203] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:06.433237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:06.433296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:06.500374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:06.501395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:06.501489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:06.501530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:06.633135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:06.633343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:06.633387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:06.633417] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:06.637125] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2026-02-10T20:17:06.637454] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2026-02-10T20:17:06.637616] [INFO ] [sig       ] BBCP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:06.785667] [INFO ] [LOCAL     ] Saved forecast: BBCP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BBCP.txt
[2026-02-10T20:17:06.785875] [INFO ] [sig       ] [339/3417] Completed BBCP in 0.4s | 2.78 sym/s | Total: 2.0m | ETA: 18.4m
[2026-02-10T20:17:06.785917] [INFO ] [sig       ] [340/3417] Forecasting BBD...
[2026-02-10T20:17:06.785949] [INFO ] [sig       ] Generating forecast for: BBD
[2026-02-10T20:17:06.785979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2026-02-10T20:17:06.798981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2026-02-10T20:17:06.799473] [INFO ] [FORECASTER] Starting predict_future for BBD
[2026-02-10T20:17:06.800406] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2026-02-10T20:17:06.800463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:06.800496] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:06.800525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:06.800627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:06.858864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:06.859843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:06.859940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:06.859973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:06.985992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:06.986165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:06.986210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:06.986244] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:06.989937] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2026-02-10T20:17:06.990286] [INFO ] [FORECASTER] Completed predict_future for BBD
[2026-02-10T20:17:06.990456] [INFO ] [sig       ] BBD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:07.157602] [INFO ] [LOCAL     ] Saved forecast: BBD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBD.txt
[2026-02-10T20:17:07.157801] [INFO ] [sig       ] [340/3417] Completed BBD in 0.4s | 2.78 sym/s | Total: 2.0m | ETA: 18.4m
[2026-02-10T20:17:07.157853] [INFO ] [sig       ] [341/3417] Forecasting BBDO...
[2026-02-10T20:17:07.157884] [INFO ] [sig       ] Generating forecast for: BBDO
[2026-02-10T20:17:07.157915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2026-02-10T20:17:07.171504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2026-02-10T20:17:07.171837] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2026-02-10T20:17:07.172898] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2026-02-10T20:17:07.172963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:07.173005] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:07.173035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:07.173093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:07.249759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:07.250892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:07.251003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:07.251052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:07.394011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:07.394209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:07.394263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:07.394295] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:07.398000] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2026-02-10T20:17:07.398391] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2026-02-10T20:17:07.398536] [INFO ] [sig       ] BBDO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:07.546280] [INFO ] [LOCAL     ] Saved forecast: BBDO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBDO.txt
[2026-02-10T20:17:07.546457] [INFO ] [sig       ] [341/3417] Completed BBDO in 0.4s | 2.78 sym/s | Total: 2.0m | ETA: 18.4m
[2026-02-10T20:17:07.546502] [INFO ] [sig       ] [342/3417] Forecasting BBH...
[2026-02-10T20:17:07.546533] [INFO ] [sig       ] Generating forecast for: BBH
[2026-02-10T20:17:07.546564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2026-02-10T20:17:07.559350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2026-02-10T20:17:07.559771] [INFO ] [FORECASTER] Starting predict_future for BBH
[2026-02-10T20:17:07.560623] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2026-02-10T20:17:07.560678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:07.560711] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:07.560739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:07.560796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:07.622872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:07.623849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:07.623951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:07.623986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:07.733621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:07.733795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:07.733838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:07.733925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:07.738164] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=77.67%)
[2026-02-10T20:17:07.738511] [INFO ] [FORECASTER] Completed predict_future for BBH
[2026-02-10T20:17:07.738710] [INFO ] [sig       ] BBH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:07.893228] [INFO ] [LOCAL     ] Saved forecast: BBH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BBH.txt
[2026-02-10T20:17:07.893613] [INFO ] [sig       ] [342/3417] Completed BBH in 0.3s | 2.78 sym/s | Total: 2.0m | ETA: 18.4m
[2026-02-10T20:17:07.893658] [INFO ] [sig       ] [343/3417] Forecasting BBIO...
[2026-02-10T20:17:07.893688] [INFO ] [sig       ] Generating forecast for: BBIO
[2026-02-10T20:17:07.893718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2026-02-10T20:17:07.907062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2026-02-10T20:17:07.907470] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2026-02-10T20:17:07.908358] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2026-02-10T20:17:07.908424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:07.908502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:07.908531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:07.908801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:07.971059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:07.972216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:07.972308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:07.972342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:08.103969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:08.104171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:08.104213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:08.104242] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:08.109016] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2026-02-10T20:17:08.109612] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2026-02-10T20:17:08.109779] [INFO ] [sig       ] BBIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:08.262688] [INFO ] [LOCAL     ] Saved forecast: BBIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BBIO.txt
[2026-02-10T20:17:08.262851] [INFO ] [sig       ] [343/3417] Completed BBIO in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:08.262895] [INFO ] [sig       ] [344/3417] Forecasting BBLG...
[2026-02-10T20:17:08.262926] [INFO ] [sig       ] Generating forecast for: BBLG
[2026-02-10T20:17:08.262956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2026-02-10T20:17:08.276027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2026-02-10T20:17:08.276408] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2026-02-10T20:17:08.277269] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2026-02-10T20:17:08.277325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:08.277548] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:08.277601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:08.277664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:08.342653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:08.343739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:08.343844] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:08.343880] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:08.472050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:08.472220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:08.472270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:08.472307] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:08.475849] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2026-02-10T20:17:08.476131] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2026-02-10T20:17:08.476284] [INFO ] [sig       ] BBLG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:08.625349] [INFO ] [LOCAL     ] Saved forecast: BBLG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBLG.txt
[2026-02-10T20:17:08.625500] [INFO ] [sig       ] [344/3417] Completed BBLG in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:08.625541] [INFO ] [sig       ] [345/3417] Forecasting BBN...
[2026-02-10T20:17:08.625589] [INFO ] [sig       ] Generating forecast for: BBN
[2026-02-10T20:17:08.625624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2026-02-10T20:17:08.637368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2026-02-10T20:17:08.637758] [INFO ] [FORECASTER] Starting predict_future for BBN
[2026-02-10T20:17:08.638616] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2026-02-10T20:17:08.638669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:08.638702] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:08.638730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:08.638787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:08.697861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:08.698748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:08.698837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:08.698872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:08.825915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:08.826088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:08.826135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:08.826172] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:08.829822] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2026-02-10T20:17:08.830186] [INFO ] [FORECASTER] Completed predict_future for BBN
[2026-02-10T20:17:08.830342] [INFO ] [sig       ] BBN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:08.995171] [INFO ] [LOCAL     ] Saved forecast: BBN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBN.txt
[2026-02-10T20:17:08.995335] [INFO ] [sig       ] [345/3417] Completed BBN in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:08.995403] [INFO ] [sig       ] [346/3417] Forecasting BBSI...
[2026-02-10T20:17:08.995437] [INFO ] [sig       ] Generating forecast for: BBSI
[2026-02-10T20:17:08.995469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2026-02-10T20:17:09.007477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2026-02-10T20:17:09.007928] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2026-02-10T20:17:09.008901] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2026-02-10T20:17:09.008958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:09.008992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:09.009033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:09.009092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:09.071244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:09.072139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:09.072228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:09.072262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:09.212012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:09.212178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:09.212225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:09.212289] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:09.217847] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2026-02-10T20:17:09.218163] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2026-02-10T20:17:09.218310] [INFO ] [sig       ] BBSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:09.369636] [INFO ] [LOCAL     ] Saved forecast: BBSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BBSI.txt
[2026-02-10T20:17:09.369801] [INFO ] [sig       ] [346/3417] Completed BBSI in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:09.369845] [INFO ] [sig       ] [347/3417] Forecasting BBUC...
[2026-02-10T20:17:09.369876] [INFO ] [sig       ] Generating forecast for: BBUC
[2026-02-10T20:17:09.369908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2026-02-10T20:17:09.382497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2026-02-10T20:17:09.382928] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2026-02-10T20:17:09.383855] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2026-02-10T20:17:09.383913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:09.383947] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:09.383975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:09.384033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:09.447728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:09.448665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:09.448753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:09.448787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:09.573175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:09.573362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:09.573611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:09.573645] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:09.577475] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2026-02-10T20:17:09.577786] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2026-02-10T20:17:09.577918] [INFO ] [sig       ] BBUC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:09.723789] [INFO ] [LOCAL     ] Saved forecast: BBUC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBUC.txt
[2026-02-10T20:17:09.723957] [INFO ] [sig       ] [347/3417] Completed BBUC in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:09.723999] [INFO ] [sig       ] [348/3417] Forecasting BBVA...
[2026-02-10T20:17:09.724029] [INFO ] [sig       ] Generating forecast for: BBVA
[2026-02-10T20:17:09.724060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2026-02-10T20:17:09.737484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2026-02-10T20:17:09.737879] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2026-02-10T20:17:09.739014] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2026-02-10T20:17:09.739071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:09.739104] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:09.739131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:09.739197] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:09.797409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:09.798338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:09.798425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:09.798459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:09.922987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:09.923134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:09.923176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:09.923208] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:09.926701] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2026-02-10T20:17:09.927001] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2026-02-10T20:17:09.927138] [INFO ] [sig       ] BBVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:10.072340] [INFO ] [LOCAL     ] Saved forecast: BBVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BBVA.txt
[2026-02-10T20:17:10.072484] [INFO ] [sig       ] [348/3417] Completed BBVA in 0.3s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:10.072526] [INFO ] [sig       ] [349/3417] Forecasting BBWI...
[2026-02-10T20:17:10.072555] [INFO ] [sig       ] Generating forecast for: BBWI
[2026-02-10T20:17:10.072605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2026-02-10T20:17:10.084318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2026-02-10T20:17:10.084684] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2026-02-10T20:17:10.085514] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2026-02-10T20:17:10.085590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:10.085632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:10.085660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:10.085718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:10.142899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:10.143679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:10.143764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:10.143797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:10.270487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:10.270714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:10.270759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:10.270788] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:10.274410] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2026-02-10T20:17:10.274707] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2026-02-10T20:17:10.274837] [INFO ] [sig       ] BBWI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:10.417828] [INFO ] [LOCAL     ] Saved forecast: BBWI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBWI.txt
[2026-02-10T20:17:10.417983] [INFO ] [sig       ] [349/3417] Completed BBWI in 0.3s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:10.418024] [INFO ] [sig       ] [350/3417] Forecasting BBY...
[2026-02-10T20:17:10.418076] [INFO ] [sig       ] Generating forecast for: BBY
[2026-02-10T20:17:10.418117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2026-02-10T20:17:10.430686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2026-02-10T20:17:10.431022] [INFO ] [FORECASTER] Starting predict_future for BBY
[2026-02-10T20:17:10.431895] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2026-02-10T20:17:10.431950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:10.431984] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:10.432014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:10.432073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:10.492928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:10.493822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:10.493905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:10.493938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:10.620788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:10.620937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:10.620975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:10.621004] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:10.624793] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2026-02-10T20:17:10.625065] [INFO ] [FORECASTER] Completed predict_future for BBY
[2026-02-10T20:17:10.625194] [INFO ] [sig       ] BBY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:10.768723] [INFO ] [LOCAL     ] Saved forecast: BBY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BBY.txt
[2026-02-10T20:17:10.768866] [INFO ] [sig       ] [350/3417] Completed BBY in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:10.768906] [INFO ] [sig       ] [351/3417] Forecasting BC...
[2026-02-10T20:17:10.768936] [INFO ] [sig       ] Generating forecast for: BC
[2026-02-10T20:17:10.768965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2026-02-10T20:17:10.782541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2026-02-10T20:17:10.782873] [INFO ] [FORECASTER] Starting predict_future for BC
[2026-02-10T20:17:10.783771] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2026-02-10T20:17:10.783826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:10.783859] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:10.783887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:10.783944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:10.845792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:10.846600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:10.846686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:10.846720] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:10.974090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:10.974258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:10.974306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:10.974336] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:10.978079] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2026-02-10T20:17:10.978393] [INFO ] [FORECASTER] Completed predict_future for BC
[2026-02-10T20:17:10.978535] [INFO ] [sig       ] BC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:11.126712] [INFO ] [LOCAL     ] Saved forecast: BC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BC.txt
[2026-02-10T20:17:11.126852] [INFO ] [sig       ] [351/3417] Completed BC in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:11.126894] [INFO ] [sig       ] [352/3417] Forecasting BCAL...
[2026-02-10T20:17:11.126926] [INFO ] [sig       ] Generating forecast for: BCAL
[2026-02-10T20:17:11.126958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2026-02-10T20:17:11.138754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2026-02-10T20:17:11.139064] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2026-02-10T20:17:11.140094] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2026-02-10T20:17:11.140149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:11.140181] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:11.140208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:11.140266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:11.200447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:11.201450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:11.201536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:11.201774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:11.333981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:11.334138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:11.334180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:11.334210] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:11.338194] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2026-02-10T20:17:11.338509] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2026-02-10T20:17:11.338663] [INFO ] [sig       ] BCAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:11.487447] [INFO ] [LOCAL     ] Saved forecast: BCAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCAL.txt
[2026-02-10T20:17:11.487626] [INFO ] [sig       ] [352/3417] Completed BCAL in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:11.487669] [INFO ] [sig       ] [353/3417] Forecasting BCAX...
[2026-02-10T20:17:11.487701] [INFO ] [sig       ] Generating forecast for: BCAX
[2026-02-10T20:17:11.487731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2026-02-10T20:17:11.500464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2026-02-10T20:17:11.500845] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2026-02-10T20:17:11.501662] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2026-02-10T20:17:11.501716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:11.501747] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:11.501774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:11.501830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:11.564524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:11.565460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:11.565604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:11.565642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:11.693116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:11.693280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:11.693323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:11.693355] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:11.696960] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=39.44%)
[2026-02-10T20:17:11.697259] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2026-02-10T20:17:11.697417] [INFO ] [sig       ] BCAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:11.844751] [INFO ] [LOCAL     ] Saved forecast: BCAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCAX.txt
[2026-02-10T20:17:11.844904] [INFO ] [sig       ] [353/3417] Completed BCAX in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:11.844949] [INFO ] [sig       ] [354/3417] Forecasting BCBP...
[2026-02-10T20:17:11.844981] [INFO ] [sig       ] Generating forecast for: BCBP
[2026-02-10T20:17:11.845012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2026-02-10T20:17:11.856921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2026-02-10T20:17:11.857249] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2026-02-10T20:17:11.858285] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2026-02-10T20:17:11.858340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:11.858373] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:11.858400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:11.858456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:11.917889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:11.918748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:11.918837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:11.918872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:12.041200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:12.041364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:12.041405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:12.041437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:12.045384] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2026-02-10T20:17:12.045895] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2026-02-10T20:17:12.046031] [INFO ] [sig       ] BCBP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:12.189228] [INFO ] [LOCAL     ] Saved forecast: BCBP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCBP.txt
[2026-02-10T20:17:12.189411] [INFO ] [sig       ] [354/3417] Completed BCBP in 0.3s | 2.78 sym/s | Total: 2.1m | ETA: 18.4m
[2026-02-10T20:17:12.189461] [INFO ] [sig       ] [355/3417] Forecasting BCC...
[2026-02-10T20:17:12.189498] [INFO ] [sig       ] Generating forecast for: BCC
[2026-02-10T20:17:12.189533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2026-02-10T20:17:12.204084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2026-02-10T20:17:12.204424] [INFO ] [FORECASTER] Starting predict_future for BCC
[2026-02-10T20:17:12.205390] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2026-02-10T20:17:12.205454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:12.205493] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:12.205526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:12.205622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:12.271625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:12.272510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:12.272625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:12.272663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:12.392777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:12.392958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:12.393003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:12.393033] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:12.396946] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=26.52%)
[2026-02-10T20:17:12.397256] [INFO ] [FORECASTER] Completed predict_future for BCC
[2026-02-10T20:17:12.397418] [INFO ] [sig       ] BCC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:12.547565] [INFO ] [LOCAL     ] Saved forecast: BCC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCC.txt
[2026-02-10T20:17:12.547743] [INFO ] [sig       ] [355/3417] Completed BCC in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.3m
[2026-02-10T20:17:12.547781] [INFO ] [sig       ] [356/3417] Forecasting BCDA...
[2026-02-10T20:17:12.547814] [INFO ] [sig       ] Generating forecast for: BCDA
[2026-02-10T20:17:12.547844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2026-02-10T20:17:12.559845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2026-02-10T20:17:12.560271] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2026-02-10T20:17:12.561124] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2026-02-10T20:17:12.561180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:12.561213] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:12.561241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:12.561299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:12.622453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:12.623380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:12.623471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:12.623504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:12.756352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:12.756519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:12.756560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:12.756611] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:12.760494] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2026-02-10T20:17:12.760874] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2026-02-10T20:17:12.761027] [INFO ] [sig       ] BCDA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:12.924943] [INFO ] [LOCAL     ] Saved forecast: BCDA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCDA.txt
[2026-02-10T20:17:12.925159] [INFO ] [sig       ] [356/3417] Completed BCDA in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.3m
[2026-02-10T20:17:12.925205] [INFO ] [sig       ] [357/3417] Forecasting BCE...
[2026-02-10T20:17:12.925238] [INFO ] [sig       ] Generating forecast for: BCE
[2026-02-10T20:17:12.925275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2026-02-10T20:17:12.940165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2026-02-10T20:17:12.940853] [INFO ] [FORECASTER] Starting predict_future for BCE
[2026-02-10T20:17:12.941883] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2026-02-10T20:17:12.941937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:12.941970] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:12.941998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:12.942071] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:13.000858] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:13.001710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:13.001790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:13.001822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:13.129596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:13.129756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:13.129796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:13.129826] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:13.133231] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2026-02-10T20:17:13.133508] [INFO ] [FORECASTER] Completed predict_future for BCE
[2026-02-10T20:17:13.133656] [INFO ] [sig       ] BCE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:13.276947] [INFO ] [LOCAL     ] Saved forecast: BCE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCE.txt
[2026-02-10T20:17:13.277073] [INFO ] [sig       ] [357/3417] Completed BCE in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.3m
[2026-02-10T20:17:13.277112] [INFO ] [sig       ] [358/3417] Forecasting BCH...
[2026-02-10T20:17:13.277141] [INFO ] [sig       ] Generating forecast for: BCH
[2026-02-10T20:17:13.277171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2026-02-10T20:17:13.288925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2026-02-10T20:17:13.289195] [INFO ] [FORECASTER] Starting predict_future for BCH
[2026-02-10T20:17:13.289980] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2026-02-10T20:17:13.290033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:13.290065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:13.290093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:13.290148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:13.347779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:13.348881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:13.348968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:13.349002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:13.485658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:13.485817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:13.485858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:13.485888] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:13.489296] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2026-02-10T20:17:13.489593] [INFO ] [FORECASTER] Completed predict_future for BCH
[2026-02-10T20:17:13.489723] [INFO ] [sig       ] BCH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:13.631197] [INFO ] [LOCAL     ] Saved forecast: BCH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCH.txt
[2026-02-10T20:17:13.631337] [INFO ] [sig       ] [358/3417] Completed BCH in 0.4s | 2.78 sym/s | Total: 2.1m | ETA: 18.3m
[2026-02-10T20:17:13.631377] [INFO ] [sig       ] [359/3417] Forecasting BCML...
[2026-02-10T20:17:13.631406] [INFO ] [sig       ] Generating forecast for: BCML
[2026-02-10T20:17:13.631437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2026-02-10T20:17:13.644870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2026-02-10T20:17:13.645386] [INFO ] [FORECASTER] Starting predict_future for BCML
[2026-02-10T20:17:13.646261] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2026-02-10T20:17:13.646329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:13.646364] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:13.646391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:13.646448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:13.703868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:13.704734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:13.704829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:13.704862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:13.816335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:13.816712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:13.816756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:13.816787] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:13.820704] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2026-02-10T20:17:13.820990] [INFO ] [FORECASTER] Completed predict_future for BCML
[2026-02-10T20:17:13.821121] [INFO ] [sig       ] BCML: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:13.983939] [INFO ] [LOCAL     ] Saved forecast: BCML	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCML.txt
[2026-02-10T20:17:13.984106] [INFO ] [sig       ] [359/3417] Completed BCML in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:13.984146] [INFO ] [sig       ] [360/3417] Forecasting BCO...
[2026-02-10T20:17:13.984178] [INFO ] [sig       ] Generating forecast for: BCO
[2026-02-10T20:17:13.984209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2026-02-10T20:17:13.997424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2026-02-10T20:17:13.997950] [INFO ] [FORECASTER] Starting predict_future for BCO
[2026-02-10T20:17:13.998846] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2026-02-10T20:17:13.998900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:13.998959] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:13.998987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:13.999044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:14.062851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:14.063888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:14.063991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:14.064026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:14.203558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:14.203765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:14.203820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:14.203854] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:14.207829] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2026-02-10T20:17:14.208156] [INFO ] [FORECASTER] Completed predict_future for BCO
[2026-02-10T20:17:14.208317] [INFO ] [sig       ] BCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:14.367395] [INFO ] [LOCAL     ] Saved forecast: BCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCO.txt
[2026-02-10T20:17:14.367602] [INFO ] [sig       ] [360/3417] Completed BCO in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:14.367651] [INFO ] [sig       ] [361/3417] Forecasting BCPC...
[2026-02-10T20:17:14.367680] [INFO ] [sig       ] Generating forecast for: BCPC
[2026-02-10T20:17:14.367711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2026-02-10T20:17:14.380595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2026-02-10T20:17:14.381206] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2026-02-10T20:17:14.382252] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2026-02-10T20:17:14.382308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:14.382345] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:14.382378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:14.382446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:14.442806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:14.443844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:14.443940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:14.443981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:14.566650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:14.566824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:14.566867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:14.566896] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:14.570613] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=23.48%)
[2026-02-10T20:17:14.570925] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2026-02-10T20:17:14.571074] [INFO ] [sig       ] BCPC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:14.720407] [INFO ] [LOCAL     ] Saved forecast: BCPC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCPC.txt
[2026-02-10T20:17:14.720599] [INFO ] [sig       ] [361/3417] Completed BCPC in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:14.720643] [INFO ] [sig       ] [362/3417] Forecasting BCRX...
[2026-02-10T20:17:14.720675] [INFO ] [sig       ] Generating forecast for: BCRX
[2026-02-10T20:17:14.720706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2026-02-10T20:17:14.734773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2026-02-10T20:17:14.735254] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2026-02-10T20:17:14.736335] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2026-02-10T20:17:14.736414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:14.736466] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:14.736502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:14.736593] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:14.815253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:14.816265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:14.816374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:14.816416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:14.966376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:14.966554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:14.966621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:14.966653] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:14.970879] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2026-02-10T20:17:14.971247] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2026-02-10T20:17:14.971411] [INFO ] [sig       ] BCRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:15.128812] [INFO ] [LOCAL     ] Saved forecast: BCRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCRX.txt
[2026-02-10T20:17:15.128986] [INFO ] [sig       ] [362/3417] Completed BCRX in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:15.129035] [INFO ] [sig       ] [363/3417] Forecasting BCS...
[2026-02-10T20:17:15.129070] [INFO ] [sig       ] Generating forecast for: BCS
[2026-02-10T20:17:15.129105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2026-02-10T20:17:15.141974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2026-02-10T20:17:15.142391] [INFO ] [FORECASTER] Starting predict_future for BCS
[2026-02-10T20:17:15.143310] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2026-02-10T20:17:15.143368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:15.143402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:15.143429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:15.143487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:15.208188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:15.209259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:15.209348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:15.209382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:15.329774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:15.329949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:15.329992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:15.330067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:15.334066] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2026-02-10T20:17:15.334423] [INFO ] [FORECASTER] Completed predict_future for BCS
[2026-02-10T20:17:15.334604] [INFO ] [sig       ] BCS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:15.482209] [INFO ] [LOCAL     ] Saved forecast: BCS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCS.txt
[2026-02-10T20:17:15.482386] [INFO ] [sig       ] [363/3417] Completed BCS in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:15.482428] [INFO ] [sig       ] [364/3417] Forecasting BCSF...
[2026-02-10T20:17:15.482460] [INFO ] [sig       ] Generating forecast for: BCSF
[2026-02-10T20:17:15.482490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2026-02-10T20:17:15.495113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2026-02-10T20:17:15.495540] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2026-02-10T20:17:15.496394] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2026-02-10T20:17:15.496450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:15.496484] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:15.496513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:15.496589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:15.556031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:15.556985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:15.557075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:15.557110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:15.682792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:15.682956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:15.683002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:15.683033] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:15.686699] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=36.45%)
[2026-02-10T20:17:15.687048] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2026-02-10T20:17:15.687188] [INFO ] [sig       ] BCSF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:15.831413] [INFO ] [LOCAL     ] Saved forecast: BCSF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCSF.txt
[2026-02-10T20:17:15.831615] [INFO ] [sig       ] [364/3417] Completed BCSF in 0.3s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:15.831665] [INFO ] [sig       ] [365/3417] Forecasting BCTX...
[2026-02-10T20:17:15.831695] [INFO ] [sig       ] Generating forecast for: BCTX
[2026-02-10T20:17:15.831725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2026-02-10T20:17:15.843692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2026-02-10T20:17:15.844002] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2026-02-10T20:17:15.844819] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2026-02-10T20:17:15.844873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:15.844905] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:15.844933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:15.844995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:15.901618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:15.902385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:15.902471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:15.902505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:16.030738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:16.030909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:16.030953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:16.030984] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:16.034612] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2026-02-10T20:17:16.034928] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2026-02-10T20:17:16.035070] [INFO ] [sig       ] BCTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:16.183088] [INFO ] [LOCAL     ] Saved forecast: BCTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BCTX.txt
[2026-02-10T20:17:16.183253] [INFO ] [sig       ] [365/3417] Completed BCTX in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:16.183297] [INFO ] [sig       ] [366/3417] Forecasting BCX...
[2026-02-10T20:17:16.183327] [INFO ] [sig       ] Generating forecast for: BCX
[2026-02-10T20:17:16.183358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2026-02-10T20:17:16.195250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2026-02-10T20:17:16.195545] [INFO ] [FORECASTER] Starting predict_future for BCX
[2026-02-10T20:17:16.196350] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2026-02-10T20:17:16.196403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:16.196435] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:16.196461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:16.196517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:16.254417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:16.255100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:16.255184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:16.255217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:16.377060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:16.377227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:16.377285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:16.377314] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:16.381152] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2026-02-10T20:17:16.381450] [INFO ] [FORECASTER] Completed predict_future for BCX
[2026-02-10T20:17:16.381603] [INFO ] [sig       ] BCX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:16.540967] [INFO ] [LOCAL     ] Saved forecast: BCX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCX.txt
[2026-02-10T20:17:16.541135] [INFO ] [sig       ] [366/3417] Completed BCX in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:16.541181] [INFO ] [sig       ] [367/3417] Forecasting BCYC...
[2026-02-10T20:17:16.541211] [INFO ] [sig       ] Generating forecast for: BCYC
[2026-02-10T20:17:16.541243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2026-02-10T20:17:16.552991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2026-02-10T20:17:16.553356] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2026-02-10T20:17:16.554182] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2026-02-10T20:17:16.554239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:16.554273] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:16.554301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:16.554361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:16.613670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:16.614614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:16.614704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:16.614738] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:16.744676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:16.744840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:16.744882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:16.744911] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:16.748975] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2026-02-10T20:17:16.749271] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2026-02-10T20:17:16.749412] [INFO ] [sig       ] BCYC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:16.890490] [INFO ] [LOCAL     ] Saved forecast: BCYC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BCYC.txt
[2026-02-10T20:17:16.890679] [INFO ] [sig       ] [367/3417] Completed BCYC in 0.3s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:16.890745] [INFO ] [sig       ] [368/3417] Forecasting BDC...
[2026-02-10T20:17:16.890777] [INFO ] [sig       ] Generating forecast for: BDC
[2026-02-10T20:17:16.890808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2026-02-10T20:17:16.903120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2026-02-10T20:17:16.903536] [INFO ] [FORECASTER] Starting predict_future for BDC
[2026-02-10T20:17:16.904356] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2026-02-10T20:17:16.904422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:16.904460] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:16.904493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:16.904552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:16.961654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:16.962570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:16.962679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:16.962711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:17.087848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:17.088014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:17.088087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:17.088119] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:17.092106] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2026-02-10T20:17:17.092392] [INFO ] [FORECASTER] Completed predict_future for BDC
[2026-02-10T20:17:17.092526] [INFO ] [sig       ] BDC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:17.243365] [INFO ] [LOCAL     ] Saved forecast: BDC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BDC.txt
[2026-02-10T20:17:17.243543] [INFO ] [sig       ] [368/3417] Completed BDC in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:17.243606] [INFO ] [sig       ] [369/3417] Forecasting BDJ...
[2026-02-10T20:17:17.243639] [INFO ] [sig       ] Generating forecast for: BDJ
[2026-02-10T20:17:17.243671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2026-02-10T20:17:17.256370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2026-02-10T20:17:17.256813] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2026-02-10T20:17:17.257650] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2026-02-10T20:17:17.257710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:17.257750] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:17.257779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:17.257837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:17.317428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:17.318404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:17.318513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:17.318554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:17.442331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:17.442496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:17.442538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:17.442587] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:17.446059] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2026-02-10T20:17:17.446348] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2026-02-10T20:17:17.446483] [INFO ] [sig       ] BDJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:17.587916] [INFO ] [LOCAL     ] Saved forecast: BDJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BDJ.txt
[2026-02-10T20:17:17.588101] [INFO ] [sig       ] [369/3417] Completed BDJ in 0.3s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:17.588145] [INFO ] [sig       ] [370/3417] Forecasting BDN...
[2026-02-10T20:17:17.588178] [INFO ] [sig       ] Generating forecast for: BDN
[2026-02-10T20:17:17.588216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2026-02-10T20:17:17.601758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2026-02-10T20:17:17.602152] [INFO ] [FORECASTER] Starting predict_future for BDN
[2026-02-10T20:17:17.602960] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2026-02-10T20:17:17.603014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:17.603059] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:17.603088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:17.603144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:17.662628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:17.663535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:17.663682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:17.663718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:17.792173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:17.792349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:17.792391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:17.792424] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:17.796347] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2026-02-10T20:17:17.796717] [INFO ] [FORECASTER] Completed predict_future for BDN
[2026-02-10T20:17:17.796861] [INFO ] [sig       ] BDN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:17.953181] [INFO ] [LOCAL     ] Saved forecast: BDN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BDN.txt
[2026-02-10T20:17:17.953479] [INFO ] [sig       ] [370/3417] Completed BDN in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:17.953539] [INFO ] [sig       ] [371/3417] Forecasting BDRX...
[2026-02-10T20:17:17.953588] [INFO ] [sig       ] Generating forecast for: BDRX
[2026-02-10T20:17:17.953623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2026-02-10T20:17:17.968408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2026-02-10T20:17:17.968834] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2026-02-10T20:17:17.969889] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2026-02-10T20:17:17.969943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:17.969975] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:17.970002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:17.970059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:18.029357] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:18.030350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:18.030534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:18.030600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:18.163314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:18.163478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:18.163519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:18.163549] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:18.167096] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2026-02-10T20:17:18.167411] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2026-02-10T20:17:18.167591] [INFO ] [sig       ] BDRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:18.314298] [INFO ] [LOCAL     ] Saved forecast: BDRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BDRX.txt
[2026-02-10T20:17:18.314467] [INFO ] [sig       ] [371/3417] Completed BDRX in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.3m
[2026-02-10T20:17:18.314516] [INFO ] [sig       ] [372/3417] Forecasting BDSX...
[2026-02-10T20:17:18.314554] [INFO ] [sig       ] Generating forecast for: BDSX
[2026-02-10T20:17:18.314613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2026-02-10T20:17:18.326822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2026-02-10T20:17:18.327161] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2026-02-10T20:17:18.327990] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2026-02-10T20:17:18.328065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:18.328098] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:18.328125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:18.328180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:18.387155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:18.388067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:18.388157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:18.388192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:18.508092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:18.508259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:18.508299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:18.508327] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:18.512320] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2026-02-10T20:17:18.512710] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2026-02-10T20:17:18.512872] [INFO ] [sig       ] BDSX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:18.668783] [INFO ] [LOCAL     ] Saved forecast: BDSX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BDSX.txt
[2026-02-10T20:17:18.668964] [INFO ] [sig       ] [372/3417] Completed BDSX in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.2m
[2026-02-10T20:17:18.669018] [INFO ] [sig       ] [373/3417] Forecasting BDTX...
[2026-02-10T20:17:18.669051] [INFO ] [sig       ] Generating forecast for: BDTX
[2026-02-10T20:17:18.669081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2026-02-10T20:17:18.682397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2026-02-10T20:17:18.682821] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2026-02-10T20:17:18.683676] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2026-02-10T20:17:18.683729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:18.683762] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:18.683789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:18.683846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:18.742988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:18.743979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:18.744084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:18.744120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:18.871876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:18.872038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:18.872079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:18.872109] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:18.875628] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2026-02-10T20:17:18.875913] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2026-02-10T20:17:18.876050] [INFO ] [sig       ] BDTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:19.022015] [INFO ] [LOCAL     ] Saved forecast: BDTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BDTX.txt
[2026-02-10T20:17:19.022203] [INFO ] [sig       ] [373/3417] Completed BDTX in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.2m
[2026-02-10T20:17:19.022247] [INFO ] [sig       ] [374/3417] Forecasting BDX...
[2026-02-10T20:17:19.022283] [INFO ] [sig       ] Generating forecast for: BDX
[2026-02-10T20:17:19.022316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2026-02-10T20:17:19.034257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2026-02-10T20:17:19.034607] [INFO ] [FORECASTER] Starting predict_future for BDX
[2026-02-10T20:17:19.035383] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2026-02-10T20:17:19.035436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:19.035469] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:19.035497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:19.035554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:19.092551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:19.093324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:19.093409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:19.093441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:19.215554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:19.215764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:19.215804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:19.215833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:19.219347] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=28.58%)
[2026-02-10T20:17:19.219654] [INFO ] [FORECASTER] Completed predict_future for BDX
[2026-02-10T20:17:19.219784] [INFO ] [sig       ] BDX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:19.364422] [INFO ] [LOCAL     ] Saved forecast: BDX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BDX.txt
[2026-02-10T20:17:19.364622] [INFO ] [sig       ] [374/3417] Completed BDX in 0.3s | 2.78 sym/s | Total: 2.2m | ETA: 18.2m
[2026-02-10T20:17:19.364672] [INFO ] [sig       ] [375/3417] Forecasting BE...
[2026-02-10T20:17:19.364702] [INFO ] [sig       ] Generating forecast for: BE
[2026-02-10T20:17:19.364733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2026-02-10T20:17:19.377851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2026-02-10T20:17:19.378336] [INFO ] [FORECASTER] Starting predict_future for BE
[2026-02-10T20:17:19.379292] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2026-02-10T20:17:19.379352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:19.379386] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:19.379416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:19.379475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:19.441790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:19.442751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:19.442852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:19.442888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:19.565990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:19.566159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:19.566200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:19.566229] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:19.569912] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2026-02-10T20:17:19.570239] [INFO ] [FORECASTER] Completed predict_future for BE
[2026-02-10T20:17:19.570381] [INFO ] [sig       ] BE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:19.724005] [INFO ] [LOCAL     ] Saved forecast: BE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BE.txt
[2026-02-10T20:17:19.724171] [INFO ] [sig       ] [375/3417] Completed BE in 0.4s | 2.78 sym/s | Total: 2.2m | ETA: 18.2m
[2026-02-10T20:17:19.724213] [INFO ] [sig       ] [376/3417] Forecasting BEAM...
[2026-02-10T20:17:19.724243] [INFO ] [sig       ] Generating forecast for: BEAM
[2026-02-10T20:17:19.724272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2026-02-10T20:17:19.736147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2026-02-10T20:17:19.736598] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2026-02-10T20:17:19.737442] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2026-02-10T20:17:19.737499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:19.737535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:19.737565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:19.737653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:19.798755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:19.799743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:19.799860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:19.799896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:19.924853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:19.925013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:19.925053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:19.925082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:19.928667] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2026-02-10T20:17:19.929005] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2026-02-10T20:17:19.929158] [INFO ] [sig       ] BEAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:20.080027] [INFO ] [LOCAL     ] Saved forecast: BEAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BEAM.txt
[2026-02-10T20:17:20.080190] [INFO ] [sig       ] [376/3417] Completed BEAM in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:20.080233] [INFO ] [sig       ] [377/3417] Forecasting BEEM...
[2026-02-10T20:17:20.080264] [INFO ] [sig       ] Generating forecast for: BEEM
[2026-02-10T20:17:20.080295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2026-02-10T20:17:20.092970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2026-02-10T20:17:20.093388] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2026-02-10T20:17:20.094303] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2026-02-10T20:17:20.094364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:20.094431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:20.094462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:20.094521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:20.156686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:20.157655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:20.157755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:20.157788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:20.284688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:20.284865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:20.284905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:20.284951] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:20.288634] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2026-02-10T20:17:20.288981] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2026-02-10T20:17:20.289127] [INFO ] [sig       ] BEEM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:20.440136] [INFO ] [LOCAL     ] Saved forecast: BEEM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BEEM.txt
[2026-02-10T20:17:20.440306] [INFO ] [sig       ] [377/3417] Completed BEEM in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:20.440349] [INFO ] [sig       ] [378/3417] Forecasting BEEP...
[2026-02-10T20:17:20.440382] [INFO ] [sig       ] Generating forecast for: BEEP
[2026-02-10T20:17:20.440419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2026-02-10T20:17:20.453634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2026-02-10T20:17:20.454060] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2026-02-10T20:17:20.454942] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2026-02-10T20:17:20.454999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:20.455032] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:20.455059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:20.455117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:20.515203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:20.516137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:20.516242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:20.516276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:20.630494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:20.630682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:20.630724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:20.630754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:20.634370] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2026-02-10T20:17:20.634722] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2026-02-10T20:17:20.634862] [INFO ] [sig       ] BEEP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:20.791702] [INFO ] [LOCAL     ] Saved forecast: BEEP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BEEP.txt
[2026-02-10T20:17:20.791871] [INFO ] [sig       ] [378/3417] Completed BEEP in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:20.791912] [INFO ] [sig       ] [379/3417] Forecasting BEKE...
[2026-02-10T20:17:20.791944] [INFO ] [sig       ] Generating forecast for: BEKE
[2026-02-10T20:17:20.791974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2026-02-10T20:17:20.804864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2026-02-10T20:17:20.805287] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2026-02-10T20:17:20.806224] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2026-02-10T20:17:20.806283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:20.806317] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:20.806345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:20.806403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:20.865828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:20.866755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:20.866851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:20.866902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:20.985788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:20.985949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:20.985990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:20.986019] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:20.989478] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2026-02-10T20:17:20.989782] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2026-02-10T20:17:20.989914] [INFO ] [sig       ] BEKE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:21.130563] [INFO ] [LOCAL     ] Saved forecast: BEKE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BEKE.txt
[2026-02-10T20:17:21.130735] [INFO ] [sig       ] [379/3417] Completed BEKE in 0.3s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:21.130777] [INFO ] [sig       ] [380/3417] Forecasting BELFA...
[2026-02-10T20:17:21.130807] [INFO ] [sig       ] Generating forecast for: BELFA
[2026-02-10T20:17:21.130836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2026-02-10T20:17:21.142594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2026-02-10T20:17:21.142867] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2026-02-10T20:17:21.143829] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2026-02-10T20:17:21.143882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:21.143913] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:21.143940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:21.143995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:21.202649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:21.203653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:21.203750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:21.203783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:21.313470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:21.313658] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:17:21.313702] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:21.313765] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:21.317355] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2026-02-10T20:17:21.317663] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2026-02-10T20:17:21.317798] [INFO ] [sig       ] BELFA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:21.464829] [INFO ] [LOCAL     ] Saved forecast: BELFA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BELFA.txt
[2026-02-10T20:17:21.464963] [INFO ] [sig       ] [380/3417] Completed BELFA in 0.3s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:21.465004] [INFO ] [sig       ] [381/3417] Forecasting BELFB...
[2026-02-10T20:17:21.465034] [INFO ] [sig       ] Generating forecast for: BELFB
[2026-02-10T20:17:21.465064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2026-02-10T20:17:21.479345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2026-02-10T20:17:21.479805] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2026-02-10T20:17:21.480739] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2026-02-10T20:17:21.480804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:21.480837] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:21.480865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:21.480938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:21.540973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:21.542002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:21.542126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:21.542160] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:21.672668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:21.672858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:21.672898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:21.672927] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:21.676735] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2026-02-10T20:17:21.677142] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2026-02-10T20:17:21.677301] [INFO ] [sig       ] BELFB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:21.837444] [INFO ] [LOCAL     ] Saved forecast: BELFB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BELFB.txt
[2026-02-10T20:17:21.837668] [INFO ] [sig       ] [381/3417] Completed BELFB in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:21.837717] [INFO ] [sig       ] [382/3417] Forecasting BEN...
[2026-02-10T20:17:21.837749] [INFO ] [sig       ] Generating forecast for: BEN
[2026-02-10T20:17:21.837782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2026-02-10T20:17:21.849905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2026-02-10T20:17:21.850308] [INFO ] [FORECASTER] Starting predict_future for BEN
[2026-02-10T20:17:21.851196] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2026-02-10T20:17:21.851256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:21.851290] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:21.851319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:21.851380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:21.916873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:21.917836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:21.917924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:21.917959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:22.044491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:22.044681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:22.044725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:22.044758] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:22.048446] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2026-02-10T20:17:22.048808] [INFO ] [FORECASTER] Completed predict_future for BEN
[2026-02-10T20:17:22.048956] [INFO ] [sig       ] BEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:22.214309] [INFO ] [LOCAL     ] Saved forecast: BEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BEN.txt
[2026-02-10T20:17:22.214477] [INFO ] [sig       ] [382/3417] Completed BEN in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:22.214523] [INFO ] [sig       ] [383/3417] Forecasting BEP...
[2026-02-10T20:17:22.214557] [INFO ] [sig       ] Generating forecast for: BEP
[2026-02-10T20:17:22.214616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2026-02-10T20:17:22.227659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2026-02-10T20:17:22.228105] [INFO ] [FORECASTER] Starting predict_future for BEP
[2026-02-10T20:17:22.229001] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2026-02-10T20:17:22.229074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:22.229110] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:22.229139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:22.229198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:22.295138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:22.296263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:22.296377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:22.296411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:22.428193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:22.428365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:22.428410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:22.428440] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:22.433056] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2026-02-10T20:17:22.433407] [INFO ] [FORECASTER] Completed predict_future for BEP
[2026-02-10T20:17:22.433555] [INFO ] [sig       ] BEP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:22.590383] [INFO ] [LOCAL     ] Saved forecast: BEP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BEP.txt
[2026-02-10T20:17:22.590563] [INFO ] [sig       ] [383/3417] Completed BEP in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:22.590641] [INFO ] [sig       ] [384/3417] Forecasting BEPH...
[2026-02-10T20:17:22.590676] [INFO ] [sig       ] Generating forecast for: BEPH
[2026-02-10T20:17:22.590706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2026-02-10T20:17:22.603419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2026-02-10T20:17:22.603885] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2026-02-10T20:17:22.604829] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2026-02-10T20:17:22.604891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:22.604927] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:22.604956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:22.605017] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:22.666974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:22.667902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:22.668003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:22.668060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:22.798443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:22.798636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:22.798679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:22.798708] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:22.802931] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2026-02-10T20:17:22.803329] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2026-02-10T20:17:22.803489] [INFO ] [sig       ] BEPH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:22.963919] [INFO ] [LOCAL     ] Saved forecast: BEPH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BEPH.txt
[2026-02-10T20:17:22.964095] [INFO ] [sig       ] [384/3417] Completed BEPH in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:22.964139] [INFO ] [sig       ] [385/3417] Forecasting BEPI...
[2026-02-10T20:17:22.964170] [INFO ] [sig       ] Generating forecast for: BEPI
[2026-02-10T20:17:22.964200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2026-02-10T20:17:22.977395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2026-02-10T20:17:22.977840] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2026-02-10T20:17:22.978811] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2026-02-10T20:17:22.978878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:22.978923] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:22.978955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:22.979014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:23.041031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:23.041964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:23.042068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:23.042101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:23.153061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:23.153227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:23.153267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:23.153296] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:23.157192] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=52.33%)
[2026-02-10T20:17:23.157623] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2026-02-10T20:17:23.157781] [INFO ] [sig       ] BEPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:23.313152] [INFO ] [LOCAL     ] Saved forecast: BEPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BEPI.txt
[2026-02-10T20:17:23.313330] [INFO ] [sig       ] [385/3417] Completed BEPI in 0.3s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:23.313373] [INFO ] [sig       ] [386/3417] Forecasting BFAM...
[2026-02-10T20:17:23.313407] [INFO ] [sig       ] Generating forecast for: BFAM
[2026-02-10T20:17:23.313440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2026-02-10T20:17:23.326060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2026-02-10T20:17:23.326508] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2026-02-10T20:17:23.327433] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2026-02-10T20:17:23.327498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:23.327533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:23.327566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:23.327665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:23.388259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:23.389240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:23.389355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:23.389391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:23.525627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:23.526068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:23.526127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:23.526168] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:23.530405] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2026-02-10T20:17:23.530821] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2026-02-10T20:17:23.530982] [INFO ] [sig       ] BFAM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:23.699151] [INFO ] [LOCAL     ] Saved forecast: BFAM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BFAM.txt
[2026-02-10T20:17:23.699324] [INFO ] [sig       ] [386/3417] Completed BFAM in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:23.699366] [INFO ] [sig       ] [387/3417] Forecasting BFC...
[2026-02-10T20:17:23.699399] [INFO ] [sig       ] Generating forecast for: BFC
[2026-02-10T20:17:23.699430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2026-02-10T20:17:23.713713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2026-02-10T20:17:23.714147] [INFO ] [FORECASTER] Starting predict_future for BFC
[2026-02-10T20:17:23.715057] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2026-02-10T20:17:23.715125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:23.715159] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:23.715191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:23.715267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:23.781872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:23.783030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:23.783179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:23.783215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:23.910380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:23.910554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:23.910630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:23.910671] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:23.914677] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=81.32%)
[2026-02-10T20:17:23.915034] [INFO ] [FORECASTER] Completed predict_future for BFC
[2026-02-10T20:17:23.915206] [INFO ] [sig       ] BFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:24.083923] [INFO ] [LOCAL     ] Saved forecast: BFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BFC.txt
[2026-02-10T20:17:24.084098] [INFO ] [sig       ] [387/3417] Completed BFC in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:24.084142] [INFO ] [sig       ] [388/3417] Forecasting BFH...
[2026-02-10T20:17:24.084177] [INFO ] [sig       ] Generating forecast for: BFH
[2026-02-10T20:17:24.084210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2026-02-10T20:17:24.097807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2026-02-10T20:17:24.098265] [INFO ] [FORECASTER] Starting predict_future for BFH
[2026-02-10T20:17:24.099257] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2026-02-10T20:17:24.099329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:24.099365] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:24.099394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:24.099455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:24.164844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:24.165831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:24.165930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:24.165963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:24.294216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:24.294390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:24.294433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:24.294464] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:24.298469] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2026-02-10T20:17:24.298926] [INFO ] [FORECASTER] Completed predict_future for BFH
[2026-02-10T20:17:24.299088] [INFO ] [sig       ] BFH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:24.457862] [INFO ] [LOCAL     ] Saved forecast: BFH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BFH.txt
[2026-02-10T20:17:24.458069] [INFO ] [sig       ] [388/3417] Completed BFH in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:24.458117] [INFO ] [sig       ] [389/3417] Forecasting BFLY...
[2026-02-10T20:17:24.458150] [INFO ] [sig       ] Generating forecast for: BFLY
[2026-02-10T20:17:24.458182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2026-02-10T20:17:24.470984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2026-02-10T20:17:24.471410] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2026-02-10T20:17:24.472323] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2026-02-10T20:17:24.472392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:24.472451] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:24.472486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:24.472547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:24.537855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:24.538876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:24.538986] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:24.539022] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:24.675841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:24.676013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:24.676056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:24.676086] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:24.680178] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2026-02-10T20:17:24.680628] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2026-02-10T20:17:24.680815] [INFO ] [sig       ] BFLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:24.844212] [INFO ] [LOCAL     ] Saved forecast: BFLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BFLY.txt
[2026-02-10T20:17:24.844436] [INFO ] [sig       ] [389/3417] Completed BFLY in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:24.844490] [INFO ] [sig       ] [390/3417] Forecasting BFS...
[2026-02-10T20:17:24.844548] [INFO ] [sig       ] Generating forecast for: BFS
[2026-02-10T20:17:24.844621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2026-02-10T20:17:24.858084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2026-02-10T20:17:24.858541] [INFO ] [FORECASTER] Starting predict_future for BFS
[2026-02-10T20:17:24.859615] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2026-02-10T20:17:24.859692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:24.859729] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:24.859759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:24.859820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:24.926266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:24.927446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:24.927595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:24.927634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:25.057918] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:25.058126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:25.058172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:25.058205] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:25.062538] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2026-02-10T20:17:25.062956] [INFO ] [FORECASTER] Completed predict_future for BFS
[2026-02-10T20:17:25.063117] [INFO ] [sig       ] BFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:25.228679] [INFO ] [LOCAL     ] Saved forecast: BFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BFS.txt
[2026-02-10T20:17:25.229112] [INFO ] [sig       ] [390/3417] Completed BFS in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.2m
[2026-02-10T20:17:25.229180] [INFO ] [sig       ] [391/3417] Forecasting BG...
[2026-02-10T20:17:25.229227] [INFO ] [sig       ] Generating forecast for: BG
[2026-02-10T20:17:25.229272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2026-02-10T20:17:25.242439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2026-02-10T20:17:25.242926] [INFO ] [FORECASTER] Starting predict_future for BG
[2026-02-10T20:17:25.243853] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2026-02-10T20:17:25.243917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:25.243951] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:25.243978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:25.244036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:25.306250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:25.307247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:25.307354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:25.307390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:25.442789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:25.442959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:25.443001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:25.443032] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:25.447216] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2026-02-10T20:17:25.447640] [INFO ] [FORECASTER] Completed predict_future for BG
[2026-02-10T20:17:25.447801] [INFO ] [sig       ] BG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:25.611725] [INFO ] [LOCAL     ] Saved forecast: BG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BG.txt
[2026-02-10T20:17:25.612142] [INFO ] [sig       ] [391/3417] Completed BG in 0.4s | 2.78 sym/s | Total: 2.3m | ETA: 18.1m
[2026-02-10T20:17:25.612193] [INFO ] [sig       ] [392/3417] Forecasting BGB...
[2026-02-10T20:17:25.612225] [INFO ] [sig       ] Generating forecast for: BGB
[2026-02-10T20:17:25.612258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2026-02-10T20:17:25.625383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2026-02-10T20:17:25.625812] [INFO ] [FORECASTER] Starting predict_future for BGB
[2026-02-10T20:17:25.626671] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2026-02-10T20:17:25.626731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:25.626764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:25.626793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:25.626850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:25.684857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:25.685813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:25.685908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:25.685941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:25.813443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:25.813634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:25.813675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:25.813704] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:25.817495] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2026-02-10T20:17:25.817927] [INFO ] [FORECASTER] Completed predict_future for BGB
[2026-02-10T20:17:25.818114] [INFO ] [sig       ] BGB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:26.053623] [INFO ] [LOCAL     ] Saved forecast: BGB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BGB.txt
[2026-02-10T20:17:26.053805] [INFO ] [sig       ] [392/3417] Completed BGB in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.2m
[2026-02-10T20:17:26.053849] [INFO ] [sig       ] [393/3417] Forecasting BGC...
[2026-02-10T20:17:26.053880] [INFO ] [sig       ] Generating forecast for: BGC
[2026-02-10T20:17:26.053911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2026-02-10T20:17:26.066344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2026-02-10T20:17:26.066786] [INFO ] [FORECASTER] Starting predict_future for BGC
[2026-02-10T20:17:26.067740] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2026-02-10T20:17:26.067811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:26.067845] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:26.067873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:26.067930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:26.129873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:26.130814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:26.130921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:26.130955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:26.265341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:26.265535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:26.265619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:26.265661] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:26.270098] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2026-02-10T20:17:26.270544] [INFO ] [FORECASTER] Completed predict_future for BGC
[2026-02-10T20:17:26.270741] [INFO ] [sig       ] BGC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:26.424600] [INFO ] [LOCAL     ] Saved forecast: BGC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BGC.txt
[2026-02-10T20:17:26.424749] [INFO ] [sig       ] [393/3417] Completed BGC in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:26.424980] [INFO ] [sig       ] [394/3417] Forecasting BGH...
[2026-02-10T20:17:26.425010] [INFO ] [sig       ] Generating forecast for: BGH
[2026-02-10T20:17:26.425041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2026-02-10T20:17:26.438117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2026-02-10T20:17:26.438425] [INFO ] [FORECASTER] Starting predict_future for BGH
[2026-02-10T20:17:26.439227] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2026-02-10T20:17:26.439281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:26.439350] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:26.439381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:26.439437] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:26.497720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:26.498437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:26.498519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:26.498552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:26.620750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:26.621120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:26.621162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:26.621190] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:26.625489] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2026-02-10T20:17:26.626023] [INFO ] [FORECASTER] Completed predict_future for BGH
[2026-02-10T20:17:26.626187] [INFO ] [sig       ] BGH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:26.785757] [INFO ] [LOCAL     ] Saved forecast: BGH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BGH.txt
[2026-02-10T20:17:26.785927] [INFO ] [sig       ] [394/3417] Completed BGH in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:26.785969] [INFO ] [sig       ] [395/3417] Forecasting BGLC...
[2026-02-10T20:17:26.785998] [INFO ] [sig       ] Generating forecast for: BGLC
[2026-02-10T20:17:26.786028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2026-02-10T20:17:26.798393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2026-02-10T20:17:26.798818] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2026-02-10T20:17:26.799849] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2026-02-10T20:17:26.799905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:26.799937] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:26.799965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:26.800022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:26.860948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:26.861868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:26.861958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:26.861993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:26.987590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:26.987765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:26.987805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:26.987834] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:26.991282] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2026-02-10T20:17:26.991556] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2026-02-10T20:17:26.991706] [INFO ] [sig       ] BGLC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:27.137670] [INFO ] [LOCAL     ] Saved forecast: BGLC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BGLC.txt
[2026-02-10T20:17:27.138019] [INFO ] [sig       ] [395/3417] Completed BGLC in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:27.138085] [INFO ] [sig       ] [396/3417] Forecasting BGRN...
[2026-02-10T20:17:27.138124] [INFO ] [sig       ] Generating forecast for: BGRN
[2026-02-10T20:17:27.138161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2026-02-10T20:17:27.150214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2026-02-10T20:17:27.150544] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2026-02-10T20:17:27.151354] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2026-02-10T20:17:27.151407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:27.151440] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:27.151467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:27.151524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:27.209562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:27.210222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:27.210303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:27.210335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:27.337845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:27.338007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:27.338068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:27.338102] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:27.341930] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2026-02-10T20:17:27.342208] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2026-02-10T20:17:27.342337] [INFO ] [sig       ] BGRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:27.485432] [INFO ] [LOCAL     ] Saved forecast: BGRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BGRN.txt
[2026-02-10T20:17:27.485558] [INFO ] [sig       ] [396/3417] Completed BGRN in 0.3s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:27.485626] [INFO ] [sig       ] [397/3417] Forecasting BGS...
[2026-02-10T20:17:27.485664] [INFO ] [sig       ] Generating forecast for: BGS
[2026-02-10T20:17:27.485701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2026-02-10T20:17:27.497537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2026-02-10T20:17:27.497826] [INFO ] [FORECASTER] Starting predict_future for BGS
[2026-02-10T20:17:27.498663] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2026-02-10T20:17:27.498727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:27.498765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:27.498794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:27.498850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:27.559845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:27.560655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:27.560737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:27.560770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:27.679101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:27.679234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:27.679271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:27.679354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:27.682687] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2026-02-10T20:17:27.682965] [INFO ] [FORECASTER] Completed predict_future for BGS
[2026-02-10T20:17:27.683102] [INFO ] [sig       ] BGS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:27.826729] [INFO ] [LOCAL     ] Saved forecast: BGS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BGS.txt
[2026-02-10T20:17:27.826861] [INFO ] [sig       ] [397/3417] Completed BGS in 0.3s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:27.826900] [INFO ] [sig       ] [398/3417] Forecasting BGSF...
[2026-02-10T20:17:27.826936] [INFO ] [sig       ] Generating forecast for: BGSF
[2026-02-10T20:17:27.826968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2026-02-10T20:17:27.839217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2026-02-10T20:17:27.839507] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2026-02-10T20:17:27.840322] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2026-02-10T20:17:27.840377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:27.840409] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:27.840437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:27.840494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:27.901252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:27.902032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:27.902113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:27.902146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:28.021479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:28.021655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:28.021696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:28.021724] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:28.025178] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2026-02-10T20:17:28.025455] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2026-02-10T20:17:28.025603] [INFO ] [sig       ] BGSF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:28.167958] [INFO ] [LOCAL     ] Saved forecast: BGSF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BGSF.txt
[2026-02-10T20:17:28.168123] [INFO ] [sig       ] [398/3417] Completed BGSF in 0.3s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:28.168164] [INFO ] [sig       ] [399/3417] Forecasting BGX...
[2026-02-10T20:17:28.168195] [INFO ] [sig       ] Generating forecast for: BGX
[2026-02-10T20:17:28.168226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2026-02-10T20:17:28.180172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2026-02-10T20:17:28.180513] [INFO ] [FORECASTER] Starting predict_future for BGX
[2026-02-10T20:17:28.181305] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2026-02-10T20:17:28.181359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:28.181391] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:28.181418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:28.181475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:28.244328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:28.245285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:28.245382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:28.245418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:28.375331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:28.375497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:28.375537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:28.375567] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:28.379084] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2026-02-10T20:17:28.379371] [INFO ] [FORECASTER] Completed predict_future for BGX
[2026-02-10T20:17:28.379504] [INFO ] [sig       ] BGX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:28.519927] [INFO ] [LOCAL     ] Saved forecast: BGX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BGX.txt
[2026-02-10T20:17:28.520107] [INFO ] [sig       ] [399/3417] Completed BGX in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:28.520151] [INFO ] [sig       ] [400/3417] Forecasting BGY...
[2026-02-10T20:17:28.520183] [INFO ] [sig       ] Generating forecast for: BGY
[2026-02-10T20:17:28.520216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2026-02-10T20:17:28.532192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2026-02-10T20:17:28.532547] [INFO ] [FORECASTER] Starting predict_future for BGY
[2026-02-10T20:17:28.533365] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2026-02-10T20:17:28.533426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:28.533471] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:28.533502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:28.533560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:28.593644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:28.594420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:28.594514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:28.594550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:28.725489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:28.725671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:28.725715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:28.725745] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:28.729358] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2026-02-10T20:17:28.729679] [INFO ] [FORECASTER] Completed predict_future for BGY
[2026-02-10T20:17:28.729821] [INFO ] [sig       ] BGY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:28.876704] [INFO ] [LOCAL     ] Saved forecast: BGY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BGY.txt
[2026-02-10T20:17:28.876845] [INFO ] [sig       ] [400/3417] Completed BGY in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:28.876885] [INFO ] [sig       ] [401/3417] Forecasting BHC...
[2026-02-10T20:17:28.876915] [INFO ] [sig       ] Generating forecast for: BHC
[2026-02-10T20:17:28.876945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2026-02-10T20:17:28.888728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2026-02-10T20:17:28.889038] [INFO ] [FORECASTER] Starting predict_future for BHC
[2026-02-10T20:17:28.889865] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2026-02-10T20:17:28.889919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:28.889951] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:28.889979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:28.890036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:28.949742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:28.950608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:28.950689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:28.950722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:29.080289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:29.080464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:29.080514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:29.080561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:29.084772] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2026-02-10T20:17:29.085237] [INFO ] [FORECASTER] Completed predict_future for BHC
[2026-02-10T20:17:29.085391] [INFO ] [sig       ] BHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:29.239911] [INFO ] [LOCAL     ] Saved forecast: BHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BHC.txt
[2026-02-10T20:17:29.240071] [INFO ] [sig       ] [401/3417] Completed BHC in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:29.240115] [INFO ] [sig       ] [402/3417] Forecasting BHE...
[2026-02-10T20:17:29.240146] [INFO ] [sig       ] Generating forecast for: BHE
[2026-02-10T20:17:29.240176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2026-02-10T20:17:29.254081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2026-02-10T20:17:29.254400] [INFO ] [FORECASTER] Starting predict_future for BHE
[2026-02-10T20:17:29.255231] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2026-02-10T20:17:29.255285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:29.255316] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:29.255342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:29.255399] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:29.316290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:29.317209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:29.317291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:29.317324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:29.445905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:29.446258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:29.446299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:29.446327] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:29.450393] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2026-02-10T20:17:29.450704] [INFO ] [FORECASTER] Completed predict_future for BHE
[2026-02-10T20:17:29.450836] [INFO ] [sig       ] BHE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:29.597952] [INFO ] [LOCAL     ] Saved forecast: BHE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BHE.txt
[2026-02-10T20:17:29.598110] [INFO ] [sig       ] [402/3417] Completed BHE in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:29.598156] [INFO ] [sig       ] [403/3417] Forecasting BHF...
[2026-02-10T20:17:29.598187] [INFO ] [sig       ] Generating forecast for: BHF
[2026-02-10T20:17:29.598218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2026-02-10T20:17:29.611478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2026-02-10T20:17:29.611834] [INFO ] [FORECASTER] Starting predict_future for BHF
[2026-02-10T20:17:29.612674] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2026-02-10T20:17:29.612728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:29.612765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:29.612806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:29.612868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:29.676826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:29.678131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:29.678220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:29.678254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:29.813702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:29.813863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:29.813905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:29.813935] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:29.817638] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2026-02-10T20:17:29.817924] [INFO ] [FORECASTER] Completed predict_future for BHF
[2026-02-10T20:17:29.818080] [INFO ] [sig       ] BHF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:29.964945] [INFO ] [LOCAL     ] Saved forecast: BHF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHF.txt
[2026-02-10T20:17:29.965101] [INFO ] [sig       ] [403/3417] Completed BHF in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:29.965143] [INFO ] [sig       ] [404/3417] Forecasting BHFAL...
[2026-02-10T20:17:29.965176] [INFO ] [sig       ] Generating forecast for: BHFAL
[2026-02-10T20:17:29.965205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2026-02-10T20:17:29.976908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2026-02-10T20:17:29.977253] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2026-02-10T20:17:29.978110] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2026-02-10T20:17:29.978165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:29.978198] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:29.978226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:29.978284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:30.042341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:30.043191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:30.043327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:30.043363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:30.178419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:30.178593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:30.178639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:30.178670] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:30.183032] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2026-02-10T20:17:30.183319] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2026-02-10T20:17:30.183453] [INFO ] [sig       ] BHFAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:30.327678] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BHFAL.txt
[2026-02-10T20:17:30.327820] [INFO ] [sig       ] [404/3417] Completed BHFAL in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:30.327862] [INFO ] [sig       ] [405/3417] Forecasting BHFAM...
[2026-02-10T20:17:30.327893] [INFO ] [sig       ] Generating forecast for: BHFAM
[2026-02-10T20:17:30.327924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2026-02-10T20:17:30.339210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2026-02-10T20:17:30.339525] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2026-02-10T20:17:30.340350] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2026-02-10T20:17:30.340407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:30.340438] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:30.340466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:30.340534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:30.399162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:30.399999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:30.400085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:30.400120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:30.535764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:30.535942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:30.536010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:30.536051] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:30.540446] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2026-02-10T20:17:30.540789] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2026-02-10T20:17:30.540952] [INFO ] [sig       ] BHFAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:30.684895] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHFAM.txt
[2026-02-10T20:17:30.685047] [INFO ] [sig       ] [405/3417] Completed BHFAM in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:30.685086] [INFO ] [sig       ] [406/3417] Forecasting BHFAN...
[2026-02-10T20:17:30.685116] [INFO ] [sig       ] Generating forecast for: BHFAN
[2026-02-10T20:17:30.685148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2026-02-10T20:17:30.697071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2026-02-10T20:17:30.697391] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2026-02-10T20:17:30.698487] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2026-02-10T20:17:30.698541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:30.698600] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:30.698632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:30.698688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:30.761491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:30.762479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:30.762597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:30.762636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:30.892006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:30.892170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:30.892211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:30.892240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:30.895764] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2026-02-10T20:17:30.896085] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2026-02-10T20:17:30.896231] [INFO ] [sig       ] BHFAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:31.047983] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHFAN.txt
[2026-02-10T20:17:31.048158] [INFO ] [sig       ] [406/3417] Completed BHFAN in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:31.048199] [INFO ] [sig       ] [407/3417] Forecasting BHFAO...
[2026-02-10T20:17:31.048231] [INFO ] [sig       ] Generating forecast for: BHFAO
[2026-02-10T20:17:31.048260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2026-02-10T20:17:31.059641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2026-02-10T20:17:31.059972] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2026-02-10T20:17:31.060821] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2026-02-10T20:17:31.060881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:31.060915] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:31.060942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:31.060997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:31.119679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:31.120750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:31.120834] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:31.121058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:31.242783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:31.242943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:31.242983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:31.243013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:31.246920] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2026-02-10T20:17:31.247241] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2026-02-10T20:17:31.247381] [INFO ] [sig       ] BHFAO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:31.406862] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHFAO.txt
[2026-02-10T20:17:31.407037] [INFO ] [sig       ] [407/3417] Completed BHFAO in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:31.407078] [INFO ] [sig       ] [408/3417] Forecasting BHFAP...
[2026-02-10T20:17:31.407112] [INFO ] [sig       ] Generating forecast for: BHFAP
[2026-02-10T20:17:31.407143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2026-02-10T20:17:31.421281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2026-02-10T20:17:31.421701] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2026-02-10T20:17:31.422565] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2026-02-10T20:17:31.422640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:31.422674] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:31.422705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:31.422777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:31.483640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:31.484526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:31.484638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:31.484677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:31.614706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:31.614870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:31.614913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:31.614942] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:31.618678] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2026-02-10T20:17:31.619015] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2026-02-10T20:17:31.619330] [INFO ] [sig       ] BHFAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:31.770677] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHFAP.txt
[2026-02-10T20:17:31.770851] [INFO ] [sig       ] [408/3417] Completed BHFAP in 0.4s | 2.78 sym/s | Total: 2.4m | ETA: 18.1m
[2026-02-10T20:17:31.770893] [INFO ] [sig       ] [409/3417] Forecasting BHK...
[2026-02-10T20:17:31.770928] [INFO ] [sig       ] Generating forecast for: BHK
[2026-02-10T20:17:31.770968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2026-02-10T20:17:31.783090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2026-02-10T20:17:31.783516] [INFO ] [FORECASTER] Starting predict_future for BHK
[2026-02-10T20:17:31.784426] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2026-02-10T20:17:31.784483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:31.784517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:31.784546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:31.784632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:31.843878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:31.844821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:31.844916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:31.844951] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:31.971051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:31.971217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:31.971259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:31.971289] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:31.974838] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2026-02-10T20:17:31.975144] [INFO ] [FORECASTER] Completed predict_future for BHK
[2026-02-10T20:17:31.975285] [INFO ] [sig       ] BHK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:32.135392] [INFO ] [LOCAL     ] Saved forecast: BHK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BHK.txt
[2026-02-10T20:17:32.135599] [INFO ] [sig       ] [409/3417] Completed BHK in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:32.135663] [INFO ] [sig       ] [410/3417] Forecasting BHP...
[2026-02-10T20:17:32.135703] [INFO ] [sig       ] Generating forecast for: BHP
[2026-02-10T20:17:32.135742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2026-02-10T20:17:32.147704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2026-02-10T20:17:32.148139] [INFO ] [FORECASTER] Starting predict_future for BHP
[2026-02-10T20:17:32.149060] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2026-02-10T20:17:32.149119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:32.149152] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:32.149179] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:32.149237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:32.208790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:32.209766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:32.209906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:32.209941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:32.341934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:32.342286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:32.342329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:32.342358] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:32.346561] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2026-02-10T20:17:32.346908] [INFO ] [FORECASTER] Completed predict_future for BHP
[2026-02-10T20:17:32.347063] [INFO ] [sig       ] BHP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:32.499020] [INFO ] [LOCAL     ] Saved forecast: BHP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHP.txt
[2026-02-10T20:17:32.499180] [INFO ] [sig       ] [410/3417] Completed BHP in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:32.499223] [INFO ] [sig       ] [411/3417] Forecasting BHRB...
[2026-02-10T20:17:32.499255] [INFO ] [sig       ] Generating forecast for: BHRB
[2026-02-10T20:17:32.499288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2026-02-10T20:17:32.511097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2026-02-10T20:17:32.511517] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2026-02-10T20:17:32.512367] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2026-02-10T20:17:32.512470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:32.512505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:32.512541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:32.512635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:32.572211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:32.573068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:32.573157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:32.573193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:32.696656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:32.696840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:32.696883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:32.696914] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:32.701045] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2026-02-10T20:17:32.701400] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2026-02-10T20:17:32.701552] [INFO ] [sig       ] BHRB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:32.857195] [INFO ] [LOCAL     ] Saved forecast: BHRB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHRB.txt
[2026-02-10T20:17:32.857364] [INFO ] [sig       ] [411/3417] Completed BHRB in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:32.857406] [INFO ] [sig       ] [412/3417] Forecasting BHVN...
[2026-02-10T20:17:32.857437] [INFO ] [sig       ] Generating forecast for: BHVN
[2026-02-10T20:17:32.857467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2026-02-10T20:17:32.870282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2026-02-10T20:17:32.870678] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2026-02-10T20:17:32.871495] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2026-02-10T20:17:32.871548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:32.871607] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:32.871637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:32.871699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:32.928611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:32.929392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:32.929478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:32.929510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:33.047083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:33.047234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:33.047273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:33.047302] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:33.050770] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2026-02-10T20:17:33.051044] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2026-02-10T20:17:33.051172] [INFO ] [sig       ] BHVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:33.193930] [INFO ] [LOCAL     ] Saved forecast: BHVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BHVN.txt
[2026-02-10T20:17:33.194060] [INFO ] [sig       ] [412/3417] Completed BHVN in 0.3s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:33.194101] [INFO ] [sig       ] [413/3417] Forecasting BIB...
[2026-02-10T20:17:33.194132] [INFO ] [sig       ] Generating forecast for: BIB
[2026-02-10T20:17:33.194162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2026-02-10T20:17:33.204916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2026-02-10T20:17:33.205197] [INFO ] [FORECASTER] Starting predict_future for BIB
[2026-02-10T20:17:33.205981] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2026-02-10T20:17:33.206034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:33.206066] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:33.206092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:33.206154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:33.263452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:33.264345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:33.264435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:33.264467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:33.373538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:33.373725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:33.373767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:33.373796] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:33.377503] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2026-02-10T20:17:33.377904] [INFO ] [FORECASTER] Completed predict_future for BIB
[2026-02-10T20:17:33.378098] [INFO ] [sig       ] BIB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:33.533207] [INFO ] [LOCAL     ] Saved forecast: BIB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BIB.txt
[2026-02-10T20:17:33.533369] [INFO ] [sig       ] [413/3417] Completed BIB in 0.3s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:33.533409] [INFO ] [sig       ] [414/3417] Forecasting BIIB...
[2026-02-10T20:17:33.533442] [INFO ] [sig       ] Generating forecast for: BIIB
[2026-02-10T20:17:33.533472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2026-02-10T20:17:33.545500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2026-02-10T20:17:33.545851] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2026-02-10T20:17:33.546882] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2026-02-10T20:17:33.546937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:33.546968] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:33.546995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:33.547054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:33.604233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:33.605061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:33.605147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:33.605180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:33.733643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:33.733806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:33.733885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:33.733916] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:33.737536] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2026-02-10T20:17:33.737850] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2026-02-10T20:17:33.737985] [INFO ] [sig       ] BIIB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:33.894957] [INFO ] [LOCAL     ] Saved forecast: BIIB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BIIB.txt
[2026-02-10T20:17:33.895124] [INFO ] [sig       ] [414/3417] Completed BIIB in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:33.895166] [INFO ] [sig       ] [415/3417] Forecasting BILI...
[2026-02-10T20:17:33.895196] [INFO ] [sig       ] Generating forecast for: BILI
[2026-02-10T20:17:33.895226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2026-02-10T20:17:33.907916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2026-02-10T20:17:33.908586] [INFO ] [FORECASTER] Starting predict_future for BILI
[2026-02-10T20:17:33.909645] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2026-02-10T20:17:33.909713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:33.909756] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:33.909797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:33.909861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:33.974432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:33.975408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:33.975504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:33.975548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:34.102156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:34.102304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:34.102346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:34.102375] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:34.105975] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2026-02-10T20:17:34.106254] [INFO ] [FORECASTER] Completed predict_future for BILI
[2026-02-10T20:17:34.106386] [INFO ] [sig       ] BILI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:34.248978] [INFO ] [LOCAL     ] Saved forecast: BILI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BILI.txt
[2026-02-10T20:17:34.249126] [INFO ] [sig       ] [415/3417] Completed BILI in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:34.249168] [INFO ] [sig       ] [416/3417] Forecasting BILL...
[2026-02-10T20:17:34.249198] [INFO ] [sig       ] Generating forecast for: BILL
[2026-02-10T20:17:34.249230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2026-02-10T20:17:34.261919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2026-02-10T20:17:34.262231] [INFO ] [FORECASTER] Starting predict_future for BILL
[2026-02-10T20:17:34.263052] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2026-02-10T20:17:34.263108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:34.263141] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:34.263170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:34.263239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:34.321051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:34.321704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:34.321793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:34.321834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:34.451689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:34.451850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:34.451895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:34.451926] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:34.455606] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2026-02-10T20:17:34.455897] [INFO ] [FORECASTER] Completed predict_future for BILL
[2026-02-10T20:17:34.456034] [INFO ] [sig       ] BILL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:34.606172] [INFO ] [LOCAL     ] Saved forecast: BILL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BILL.txt
[2026-02-10T20:17:34.606317] [INFO ] [sig       ] [416/3417] Completed BILL in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:34.606358] [INFO ] [sig       ] [417/3417] Forecasting BIO...
[2026-02-10T20:17:34.606388] [INFO ] [sig       ] Generating forecast for: BIO
[2026-02-10T20:17:34.606419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2026-02-10T20:17:34.619032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2026-02-10T20:17:34.619342] [INFO ] [FORECASTER] Starting predict_future for BIO
[2026-02-10T20:17:34.620364] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2026-02-10T20:17:34.620416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:34.620449] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:34.620476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:34.620533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:34.678682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:34.679601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:34.679690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:34.679722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:34.803821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:34.803986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:34.804026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:34.804055] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:34.807698] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2026-02-10T20:17:34.808200] [INFO ] [FORECASTER] Completed predict_future for BIO
[2026-02-10T20:17:34.808334] [INFO ] [sig       ] BIO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:34.953686] [INFO ] [LOCAL     ] Saved forecast: BIO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BIO.txt
[2026-02-10T20:17:34.953826] [INFO ] [sig       ] [417/3417] Completed BIO in 0.3s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:34.953867] [INFO ] [sig       ] [418/3417] Forecasting BIP...
[2026-02-10T20:17:34.953895] [INFO ] [sig       ] Generating forecast for: BIP
[2026-02-10T20:17:34.954142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2026-02-10T20:17:34.965937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2026-02-10T20:17:34.966243] [INFO ] [FORECASTER] Starting predict_future for BIP
[2026-02-10T20:17:34.967072] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2026-02-10T20:17:34.967138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:34.967172] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:34.967201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:34.967257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:35.032837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:35.033742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:35.033842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:35.033878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:35.159302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:35.159462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:35.159502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:35.159532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:35.163062] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2026-02-10T20:17:35.163348] [INFO ] [FORECASTER] Completed predict_future for BIP
[2026-02-10T20:17:35.163478] [INFO ] [sig       ] BIP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:35.309970] [INFO ] [LOCAL     ] Saved forecast: BIP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BIP.txt
[2026-02-10T20:17:35.310141] [INFO ] [sig       ] [418/3417] Completed BIP in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:35.310183] [INFO ] [sig       ] [419/3417] Forecasting BIPH...
[2026-02-10T20:17:35.310214] [INFO ] [sig       ] Generating forecast for: BIPH
[2026-02-10T20:17:35.310244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2026-02-10T20:17:35.321862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2026-02-10T20:17:35.322265] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2026-02-10T20:17:35.323079] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2026-02-10T20:17:35.323132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:35.323164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:35.323190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:35.323246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:35.379823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:35.380762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:35.380847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:35.380879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:35.489092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:35.489257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:35.489298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:35.489328] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:35.492800] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2026-02-10T20:17:35.493101] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2026-02-10T20:17:35.493232] [INFO ] [sig       ] BIPH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:35.644384] [INFO ] [LOCAL     ] Saved forecast: BIPH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BIPH.txt
[2026-02-10T20:17:35.644534] [INFO ] [sig       ] [419/3417] Completed BIPH in 0.3s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:35.644590] [INFO ] [sig       ] [420/3417] Forecasting BIPI...
[2026-02-10T20:17:35.644625] [INFO ] [sig       ] Generating forecast for: BIPI
[2026-02-10T20:17:35.644657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2026-02-10T20:17:35.656552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2026-02-10T20:17:35.656989] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2026-02-10T20:17:35.657828] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2026-02-10T20:17:35.657883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:35.657916] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:35.657944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:35.658002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:35.722391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:35.723366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:35.723458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:35.723492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:35.836327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:35.836493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:35.836534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:35.836564] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:35.840302] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2026-02-10T20:17:35.840633] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2026-02-10T20:17:35.840789] [INFO ] [sig       ] BIPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:36.005202] [INFO ] [LOCAL     ] Saved forecast: BIPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BIPI.txt
[2026-02-10T20:17:36.005364] [INFO ] [sig       ] [420/3417] Completed BIPI in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:36.005406] [INFO ] [sig       ] [421/3417] Forecasting BIRD...
[2026-02-10T20:17:36.005439] [INFO ] [sig       ] Generating forecast for: BIRD
[2026-02-10T20:17:36.005469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2026-02-10T20:17:36.016664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2026-02-10T20:17:36.016981] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2026-02-10T20:17:36.017772] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2026-02-10T20:17:36.017825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:36.017857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:36.017884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:36.017940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:36.075691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:36.076486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:36.076569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:36.076623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:36.207002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:36.207156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:36.207195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:36.207225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:36.211201] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2026-02-10T20:17:36.211488] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2026-02-10T20:17:36.211637] [INFO ] [sig       ] BIRD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:36.367052] [INFO ] [LOCAL     ] Saved forecast: BIRD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BIRD.txt
[2026-02-10T20:17:36.367200] [INFO ] [sig       ] [421/3417] Completed BIRD in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:36.367251] [INFO ] [sig       ] [422/3417] Forecasting BIRK...
[2026-02-10T20:17:36.367284] [INFO ] [sig       ] Generating forecast for: BIRK
[2026-02-10T20:17:36.367316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2026-02-10T20:17:36.379445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2026-02-10T20:17:36.379781] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2026-02-10T20:17:36.380611] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2026-02-10T20:17:36.380666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:36.380701] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:36.380729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:36.380788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:36.440653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:36.441528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:36.441632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:36.441669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:36.569275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:36.569497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:36.569547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:36.569597] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:36.573327] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=80.28%)
[2026-02-10T20:17:36.573628] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2026-02-10T20:17:36.573760] [INFO ] [sig       ] BIRK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:36.720406] [INFO ] [LOCAL     ] Saved forecast: BIRK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BIRK.txt
[2026-02-10T20:17:36.720561] [INFO ] [sig       ] [422/3417] Completed BIRK in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 18.0m
[2026-02-10T20:17:36.720622] [INFO ] [sig       ] [423/3417] Forecasting BITF...
[2026-02-10T20:17:36.720654] [INFO ] [sig       ] Generating forecast for: BITF
[2026-02-10T20:17:36.720704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2026-02-10T20:17:36.733613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2026-02-10T20:17:36.733941] [INFO ] [FORECASTER] Starting predict_future for BITF
[2026-02-10T20:17:36.734765] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2026-02-10T20:17:36.734819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:36.734857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:36.734885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:36.734948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:36.807240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:36.808214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:36.808309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:36.808344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:36.930905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:36.931067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:36.931109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:36.931139] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:36.934865] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2026-02-10T20:17:36.935354] [INFO ] [FORECASTER] Completed predict_future for BITF
[2026-02-10T20:17:36.935485] [INFO ] [sig       ] BITF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:37.079965] [INFO ] [LOCAL     ] Saved forecast: BITF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BITF.txt
[2026-02-10T20:17:37.080100] [INFO ] [sig       ] [423/3417] Completed BITF in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 17.9m
[2026-02-10T20:17:37.080140] [INFO ] [sig       ] [424/3417] Forecasting BIVI...
[2026-02-10T20:17:37.080169] [INFO ] [sig       ] Generating forecast for: BIVI
[2026-02-10T20:17:37.080199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2026-02-10T20:17:37.153785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2026-02-10T20:17:37.154104] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2026-02-10T20:17:37.154893] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2026-02-10T20:17:37.154945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:37.154977] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:37.155004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:37.155061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:37.213453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:37.214315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:37.214403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:37.214436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:37.340954] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:37.341137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:37.341192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:37.341227] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:37.345380] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2026-02-10T20:17:37.345692] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2026-02-10T20:17:37.345875] [INFO ] [sig       ] BIVI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:37.490111] [INFO ] [LOCAL     ] Saved forecast: BIVI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BIVI.txt
[2026-02-10T20:17:37.490249] [INFO ] [sig       ] [424/3417] Completed BIVI in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 17.9m
[2026-02-10T20:17:37.490290] [INFO ] [sig       ] [425/3417] Forecasting BJ...
[2026-02-10T20:17:37.490323] [INFO ] [sig       ] Generating forecast for: BJ
[2026-02-10T20:17:37.490354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2026-02-10T20:17:37.507131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2026-02-10T20:17:37.507866] [INFO ] [FORECASTER] Starting predict_future for BJ
[2026-02-10T20:17:37.509309] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2026-02-10T20:17:37.509378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:37.509424] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:37.509464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:37.509548] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:37.589968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:37.590923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:37.591030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:37.591066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:37.717722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:37.717881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:37.717940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:37.717972] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:37.722037] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2026-02-10T20:17:37.722315] [INFO ] [FORECASTER] Completed predict_future for BJ
[2026-02-10T20:17:37.722443] [INFO ] [sig       ] BJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:37.868347] [INFO ] [LOCAL     ] Saved forecast: BJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BJ.txt
[2026-02-10T20:17:37.868485] [INFO ] [sig       ] [425/3417] Completed BJ in 0.4s | 2.78 sym/s | Total: 2.5m | ETA: 17.9m
[2026-02-10T20:17:37.868526] [INFO ] [sig       ] [426/3417] Forecasting BJRI...
[2026-02-10T20:17:37.868556] [INFO ] [sig       ] Generating forecast for: BJRI
[2026-02-10T20:17:37.868605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2026-02-10T20:17:37.880453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2026-02-10T20:17:37.880764] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2026-02-10T20:17:37.881551] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2026-02-10T20:17:37.881621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:37.881655] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:37.881683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:37.881739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:37.941265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:37.942135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:37.942223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:37.942256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:38.070970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:38.071123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:38.071164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:38.071193] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:38.074784] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2026-02-10T20:17:38.075090] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2026-02-10T20:17:38.075229] [INFO ] [sig       ] BJRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:38.229295] [INFO ] [LOCAL     ] Saved forecast: BJRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BJRI.txt
[2026-02-10T20:17:38.229462] [INFO ] [sig       ] [426/3417] Completed BJRI in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:38.229503] [INFO ] [sig       ] [427/3417] Forecasting BK...
[2026-02-10T20:17:38.229533] [INFO ] [sig       ] Generating forecast for: BK
[2026-02-10T20:17:38.229563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2026-02-10T20:17:38.242672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2026-02-10T20:17:38.243083] [INFO ] [FORECASTER] Starting predict_future for BK
[2026-02-10T20:17:38.243976] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2026-02-10T20:17:38.244033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:38.244066] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:38.244109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:38.244169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:38.305787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:38.306732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:38.306822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:38.306863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:38.436367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:38.436559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:38.436625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:38.436656] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:38.440380] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2026-02-10T20:17:38.440695] [INFO ] [FORECASTER] Completed predict_future for BK
[2026-02-10T20:17:38.440829] [INFO ] [sig       ] BK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:38.586390] [INFO ] [LOCAL     ] Saved forecast: BK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BK.txt
[2026-02-10T20:17:38.586565] [INFO ] [sig       ] [427/3417] Completed BK in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:38.586634] [INFO ] [sig       ] [428/3417] Forecasting BKCH...
[2026-02-10T20:17:38.586667] [INFO ] [sig       ] Generating forecast for: BKCH
[2026-02-10T20:17:38.586706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2026-02-10T20:17:38.599566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2026-02-10T20:17:38.599981] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2026-02-10T20:17:38.601041] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2026-02-10T20:17:38.601279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:38.601311] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:38.601338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:38.601395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:38.661926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:38.662877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:38.662977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:38.663014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:38.784214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:38.784372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:38.784412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:38.784441] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:38.788106] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2026-02-10T20:17:38.788606] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2026-02-10T20:17:38.788743] [INFO ] [sig       ] BKCH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:38.930864] [INFO ] [LOCAL     ] Saved forecast: BKCH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BKCH.txt
[2026-02-10T20:17:38.931034] [INFO ] [sig       ] [428/3417] Completed BKCH in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:38.931075] [INFO ] [sig       ] [429/3417] Forecasting BKD...
[2026-02-10T20:17:38.931107] [INFO ] [sig       ] Generating forecast for: BKD
[2026-02-10T20:17:38.931138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2026-02-10T20:17:38.943513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2026-02-10T20:17:38.943945] [INFO ] [FORECASTER] Starting predict_future for BKD
[2026-02-10T20:17:38.944848] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2026-02-10T20:17:38.944905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:38.944951] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:38.944980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:38.945039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:39.009281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:39.010252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:39.010349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:39.010384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:39.141464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:39.141683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:39.141738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:39.141770] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:39.145883] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2026-02-10T20:17:39.146223] [INFO ] [FORECASTER] Completed predict_future for BKD
[2026-02-10T20:17:39.146366] [INFO ] [sig       ] BKD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:39.290151] [INFO ] [LOCAL     ] Saved forecast: BKD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BKD.txt
[2026-02-10T20:17:39.290283] [INFO ] [sig       ] [429/3417] Completed BKD in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:39.290322] [INFO ] [sig       ] [430/3417] Forecasting BKE...
[2026-02-10T20:17:39.290361] [INFO ] [sig       ] Generating forecast for: BKE
[2026-02-10T20:17:39.290401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2026-02-10T20:17:39.302460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2026-02-10T20:17:39.302860] [INFO ] [FORECASTER] Starting predict_future for BKE
[2026-02-10T20:17:39.303755] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2026-02-10T20:17:39.303811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:39.303844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:39.303873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:39.303940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:39.364335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:39.365062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:39.365146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:39.365181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:39.491024] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:39.491175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:39.491215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:39.491244] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:39.494677] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2026-02-10T20:17:39.494971] [INFO ] [FORECASTER] Completed predict_future for BKE
[2026-02-10T20:17:39.495112] [INFO ] [sig       ] BKE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:39.642254] [INFO ] [LOCAL     ] Saved forecast: BKE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BKE.txt
[2026-02-10T20:17:39.642412] [INFO ] [sig       ] [430/3417] Completed BKE in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:39.642454] [INFO ] [sig       ] [431/3417] Forecasting BKH...
[2026-02-10T20:17:39.642484] [INFO ] [sig       ] Generating forecast for: BKH
[2026-02-10T20:17:39.642515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2026-02-10T20:17:39.654074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2026-02-10T20:17:39.654458] [INFO ] [FORECASTER] Starting predict_future for BKH
[2026-02-10T20:17:39.655360] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2026-02-10T20:17:39.655416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:39.655449] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:39.655478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:39.655535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:39.720851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:39.721969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:39.722083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:39.722127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:39.846168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:39.846350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:39.846392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:39.846422] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:39.850566] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2026-02-10T20:17:39.850876] [INFO ] [FORECASTER] Completed predict_future for BKH
[2026-02-10T20:17:39.851009] [INFO ] [sig       ] BKH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:39.993015] [INFO ] [LOCAL     ] Saved forecast: BKH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BKH.txt
[2026-02-10T20:17:39.993158] [INFO ] [sig       ] [431/3417] Completed BKH in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:39.993200] [INFO ] [sig       ] [432/3417] Forecasting BKN...
[2026-02-10T20:17:39.993230] [INFO ] [sig       ] Generating forecast for: BKN
[2026-02-10T20:17:39.993262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2026-02-10T20:17:40.005670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2026-02-10T20:17:40.006011] [INFO ] [FORECASTER] Starting predict_future for BKN
[2026-02-10T20:17:40.006813] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2026-02-10T20:17:40.006866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:40.006898] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:40.006925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:40.006986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:40.070807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:40.071718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:40.071813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:40.071848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:40.190241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:40.190402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:40.190444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:40.190474] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:40.194191] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2026-02-10T20:17:40.194478] [INFO ] [FORECASTER] Completed predict_future for BKN
[2026-02-10T20:17:40.194658] [INFO ] [sig       ] BKN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:40.339442] [INFO ] [LOCAL     ] Saved forecast: BKN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BKN.txt
[2026-02-10T20:17:40.339589] [INFO ] [sig       ] [432/3417] Completed BKN in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:40.339631] [INFO ] [sig       ] [433/3417] Forecasting BKNG...
[2026-02-10T20:17:40.339662] [INFO ] [sig       ] Generating forecast for: BKNG
[2026-02-10T20:17:40.339698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2026-02-10T20:17:40.354258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2026-02-10T20:17:40.354747] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2026-02-10T20:17:40.355584] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2026-02-10T20:17:40.355638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:40.355670] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:40.355697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:40.355754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:40.416471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:40.417459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:40.417563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:40.417620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:40.539524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:40.539700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:40.539742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:40.539771] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:40.543397] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2026-02-10T20:17:40.543722] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2026-02-10T20:17:40.543857] [INFO ] [sig       ] BKNG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:40.687624] [INFO ] [LOCAL     ] Saved forecast: BKNG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BKNG.txt
[2026-02-10T20:17:40.687761] [INFO ] [sig       ] [433/3417] Completed BKNG in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:40.687803] [INFO ] [sig       ] [434/3417] Forecasting BKSY...
[2026-02-10T20:17:40.687832] [INFO ] [sig       ] Generating forecast for: BKSY
[2026-02-10T20:17:40.687862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2026-02-10T20:17:40.699600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2026-02-10T20:17:40.699907] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2026-02-10T20:17:40.700764] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2026-02-10T20:17:40.700818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:40.700851] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:40.700880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:40.700938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:40.761425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:40.762214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:40.762299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:40.762332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:40.883239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:40.883391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:40.883430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:40.883457] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:40.886904] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2026-02-10T20:17:40.887177] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2026-02-10T20:17:40.887304] [INFO ] [sig       ] BKSY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:41.045288] [INFO ] [LOCAL     ] Saved forecast: BKSY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BKSY.txt
[2026-02-10T20:17:41.045459] [INFO ] [sig       ] [434/3417] Completed BKSY in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:41.045528] [INFO ] [sig       ] [435/3417] Forecasting BL...
[2026-02-10T20:17:41.045559] [INFO ] [sig       ] Generating forecast for: BL
[2026-02-10T20:17:41.045611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2026-02-10T20:17:41.057189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2026-02-10T20:17:41.057502] [INFO ] [FORECASTER] Starting predict_future for BL
[2026-02-10T20:17:41.058330] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2026-02-10T20:17:41.058384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:41.058417] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:41.058444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:41.058510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:41.116267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:41.117128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:41.117213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:41.117246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:41.240446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:41.240623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:41.240666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:41.240694] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:41.244472] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2026-02-10T20:17:41.244765] [INFO ] [FORECASTER] Completed predict_future for BL
[2026-02-10T20:17:41.244898] [INFO ] [sig       ] BL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:41.386112] [INFO ] [LOCAL     ] Saved forecast: BL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BL.txt
[2026-02-10T20:17:41.386279] [INFO ] [sig       ] [435/3417] Completed BL in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:41.386319] [INFO ] [sig       ] [436/3417] Forecasting BLBD...
[2026-02-10T20:17:41.386349] [INFO ] [sig       ] Generating forecast for: BLBD
[2026-02-10T20:17:41.386380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2026-02-10T20:17:41.397933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2026-02-10T20:17:41.398287] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2026-02-10T20:17:41.399115] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2026-02-10T20:17:41.399168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:41.399199] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:41.399227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:41.399284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:41.455888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:41.456518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:41.456614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:41.456648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:41.583464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:41.583647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:41.583689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:41.583718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:41.587650] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2026-02-10T20:17:41.587930] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2026-02-10T20:17:41.588115] [INFO ] [sig       ] BLBD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:41.732996] [INFO ] [LOCAL     ] Saved forecast: BLBD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLBD.txt
[2026-02-10T20:17:41.733180] [INFO ] [sig       ] [436/3417] Completed BLBD in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:41.733223] [INFO ] [sig       ] [437/3417] Forecasting BLCN...
[2026-02-10T20:17:41.733253] [INFO ] [sig       ] Generating forecast for: BLCN
[2026-02-10T20:17:41.733285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2026-02-10T20:17:41.744853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2026-02-10T20:17:41.745199] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2026-02-10T20:17:41.746006] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2026-02-10T20:17:41.746063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:41.746095] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:41.746123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:41.746180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:41.804253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:41.805187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:41.805272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:41.805305] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:41.913276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:41.913435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:41.913478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:41.913507] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:41.917081] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2026-02-10T20:17:41.917393] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2026-02-10T20:17:41.917534] [INFO ] [sig       ] BLCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:42.060607] [INFO ] [LOCAL     ] Saved forecast: BLCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLCN.txt
[2026-02-10T20:17:42.060794] [INFO ] [sig       ] [437/3417] Completed BLCN in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:42.060853] [INFO ] [sig       ] [438/3417] Forecasting BLCO...
[2026-02-10T20:17:42.060886] [INFO ] [sig       ] Generating forecast for: BLCO
[2026-02-10T20:17:42.060919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2026-02-10T20:17:42.072700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2026-02-10T20:17:42.073100] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2026-02-10T20:17:42.073984] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2026-02-10T20:17:42.074052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:42.074091] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:42.074162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:42.074248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:42.132260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:42.133161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:42.133246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:42.133281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:42.262034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:42.262196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:42.262237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:42.262268] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:42.266136] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2026-02-10T20:17:42.266603] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2026-02-10T20:17:42.266801] [INFO ] [sig       ] BLCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:42.424871] [INFO ] [LOCAL     ] Saved forecast: BLCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLCO.txt
[2026-02-10T20:17:42.425040] [INFO ] [sig       ] [438/3417] Completed BLCO in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.9m
[2026-02-10T20:17:42.425090] [INFO ] [sig       ] [439/3417] Forecasting BLD...
[2026-02-10T20:17:42.425126] [INFO ] [sig       ] Generating forecast for: BLD
[2026-02-10T20:17:42.425159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2026-02-10T20:17:42.436803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2026-02-10T20:17:42.437113] [INFO ] [FORECASTER] Starting predict_future for BLD
[2026-02-10T20:17:42.437953] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2026-02-10T20:17:42.438009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:42.438063] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:42.438094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:42.438151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:42.497607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:42.498510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:42.498616] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:42.498655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:42.624535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:42.624711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:42.624751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:42.624780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:42.628302] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2026-02-10T20:17:42.628597] [INFO ] [FORECASTER] Completed predict_future for BLD
[2026-02-10T20:17:42.628732] [INFO ] [sig       ] BLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:42.770415] [INFO ] [LOCAL     ] Saved forecast: BLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLD.txt
[2026-02-10T20:17:42.770548] [INFO ] [sig       ] [439/3417] Completed BLD in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.8m
[2026-02-10T20:17:42.770606] [INFO ] [sig       ] [440/3417] Forecasting BLDP...
[2026-02-10T20:17:42.770637] [INFO ] [sig       ] Generating forecast for: BLDP
[2026-02-10T20:17:42.770668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2026-02-10T20:17:42.782402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2026-02-10T20:17:42.782732] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2026-02-10T20:17:42.783514] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2026-02-10T20:17:42.783566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:42.783647] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:42.783685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:42.783754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:42.843451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:42.844484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:42.844614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:42.844650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:42.974548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:42.974738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:42.974781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:42.974811] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:42.978333] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2026-02-10T20:17:42.978658] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2026-02-10T20:17:42.978799] [INFO ] [sig       ] BLDP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:43.126178] [INFO ] [LOCAL     ] Saved forecast: BLDP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLDP.txt
[2026-02-10T20:17:43.126344] [INFO ] [sig       ] [440/3417] Completed BLDP in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.8m
[2026-02-10T20:17:43.126386] [INFO ] [sig       ] [441/3417] Forecasting BLFS...
[2026-02-10T20:17:43.126416] [INFO ] [sig       ] Generating forecast for: BLFS
[2026-02-10T20:17:43.126448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2026-02-10T20:17:43.138106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2026-02-10T20:17:43.138474] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2026-02-10T20:17:43.139309] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2026-02-10T20:17:43.139362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:43.139394] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:43.139420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:43.139476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:43.201098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:43.202028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:43.202128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:43.202163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:43.328626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:43.328785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:43.328825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:43.328854] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:43.333702] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=48.75%)
[2026-02-10T20:17:43.333992] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2026-02-10T20:17:43.334156] [INFO ] [sig       ] BLFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:43.474951] [INFO ] [LOCAL     ] Saved forecast: BLFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLFS.txt
[2026-02-10T20:17:43.475136] [INFO ] [sig       ] [441/3417] Completed BLFS in 0.3s | 2.78 sym/s | Total: 2.6m | ETA: 17.8m
[2026-02-10T20:17:43.475179] [INFO ] [sig       ] [442/3417] Forecasting BLFY...
[2026-02-10T20:17:43.475210] [INFO ] [sig       ] Generating forecast for: BLFY
[2026-02-10T20:17:43.475242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2026-02-10T20:17:43.486845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2026-02-10T20:17:43.487232] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2026-02-10T20:17:43.488165] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2026-02-10T20:17:43.488233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:43.488268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:43.488295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:43.488352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:43.545230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:43.546151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:43.546243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:43.546278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:43.674497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:43.674706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:43.674751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:43.674781] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:43.678674] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2026-02-10T20:17:43.678967] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2026-02-10T20:17:43.679106] [INFO ] [sig       ] BLFY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:43.829670] [INFO ] [LOCAL     ] Saved forecast: BLFY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLFY.txt
[2026-02-10T20:17:43.829834] [INFO ] [sig       ] [442/3417] Completed BLFY in 0.4s | 2.78 sym/s | Total: 2.6m | ETA: 17.8m
[2026-02-10T20:17:43.829875] [INFO ] [sig       ] [443/3417] Forecasting BLK...
[2026-02-10T20:17:43.829905] [INFO ] [sig       ] Generating forecast for: BLK
[2026-02-10T20:17:43.829938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2026-02-10T20:17:43.841737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2026-02-10T20:17:43.842113] [INFO ] [FORECASTER] Starting predict_future for BLK
[2026-02-10T20:17:43.843371] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2026-02-10T20:17:43.843425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:43.843458] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:43.843485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:43.843542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:43.906515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:43.907870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:43.907973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:43.908015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:44.039135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:44.039491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:44.039532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:44.039560] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:44.043188] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2026-02-10T20:17:44.043674] [INFO ] [FORECASTER] Completed predict_future for BLK
[2026-02-10T20:17:44.043806] [INFO ] [sig       ] BLK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:44.193862] [INFO ] [LOCAL     ] Saved forecast: BLK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLK.txt
[2026-02-10T20:17:44.194030] [INFO ] [sig       ] [443/3417] Completed BLK in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:44.194080] [INFO ] [sig       ] [444/3417] Forecasting BLKB...
[2026-02-10T20:17:44.194117] [INFO ] [sig       ] Generating forecast for: BLKB
[2026-02-10T20:17:44.194153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2026-02-10T20:17:44.205757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2026-02-10T20:17:44.206204] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2026-02-10T20:17:44.207165] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2026-02-10T20:17:44.207234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:44.207274] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:44.207309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:44.207375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:44.272865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:44.273765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:44.273860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:44.273896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:44.402548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:44.402760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:44.402806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:44.402836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:44.406838] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2026-02-10T20:17:44.407151] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2026-02-10T20:17:44.407292] [INFO ] [sig       ] BLKB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:44.562352] [INFO ] [LOCAL     ] Saved forecast: BLKB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLKB.txt
[2026-02-10T20:17:44.562734] [INFO ] [sig       ] [444/3417] Completed BLKB in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:44.562778] [INFO ] [sig       ] [445/3417] Forecasting BLMN...
[2026-02-10T20:17:44.562807] [INFO ] [sig       ] Generating forecast for: BLMN
[2026-02-10T20:17:44.562837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2026-02-10T20:17:44.574773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2026-02-10T20:17:44.575191] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2026-02-10T20:17:44.576044] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2026-02-10T20:17:44.576098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:44.576129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:44.576156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:44.576211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:44.639661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:44.641051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:44.641152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:44.641189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:44.780836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:44.781005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:44.781058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:44.781096] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:44.785011] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2026-02-10T20:17:44.785380] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2026-02-10T20:17:44.785554] [INFO ] [sig       ] BLMN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:44.936856] [INFO ] [LOCAL     ] Saved forecast: BLMN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLMN.txt
[2026-02-10T20:17:44.937053] [INFO ] [sig       ] [445/3417] Completed BLMN in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:44.937111] [INFO ] [sig       ] [446/3417] Forecasting BLND...
[2026-02-10T20:17:44.937150] [INFO ] [sig       ] Generating forecast for: BLND
[2026-02-10T20:17:44.937186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2026-02-10T20:17:44.957284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2026-02-10T20:17:44.957922] [INFO ] [FORECASTER] Starting predict_future for BLND
[2026-02-10T20:17:44.959147] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2026-02-10T20:17:44.959223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:44.959268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:44.959307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:44.959414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:45.022538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:45.023524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:45.023646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:45.023682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:45.143253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:45.143420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:45.143461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:45.143491] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:45.147054] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=58.10%)
[2026-02-10T20:17:45.147357] [INFO ] [FORECASTER] Completed predict_future for BLND
[2026-02-10T20:17:45.147488] [INFO ] [sig       ] BLND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:45.295123] [INFO ] [LOCAL     ] Saved forecast: BLND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLND.txt
[2026-02-10T20:17:45.295485] [INFO ] [sig       ] [446/3417] Completed BLND in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:45.295541] [INFO ] [sig       ] [447/3417] Forecasting BLRX...
[2026-02-10T20:17:45.295592] [INFO ] [sig       ] Generating forecast for: BLRX
[2026-02-10T20:17:45.295629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2026-02-10T20:17:45.307864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2026-02-10T20:17:45.308279] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2026-02-10T20:17:45.309500] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2026-02-10T20:17:45.309556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:45.309618] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:45.309652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:45.309710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:45.373015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:45.374052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:45.374166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:45.374210] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:45.497075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:45.497254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:45.497294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:45.497322] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:45.501022] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2026-02-10T20:17:45.501342] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2026-02-10T20:17:45.501484] [INFO ] [sig       ] BLRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:45.678366] [INFO ] [LOCAL     ] Saved forecast: BLRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLRX.txt
[2026-02-10T20:17:45.678509] [INFO ] [sig       ] [447/3417] Completed BLRX in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:45.678550] [INFO ] [sig       ] [448/3417] Forecasting BLTE...
[2026-02-10T20:17:45.678600] [INFO ] [sig       ] Generating forecast for: BLTE
[2026-02-10T20:17:45.678636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2026-02-10T20:17:45.690354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2026-02-10T20:17:45.690723] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2026-02-10T20:17:45.691758] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2026-02-10T20:17:45.691814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:45.691848] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:45.691877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:45.691936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:45.753631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:45.754364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:45.754486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:45.754521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:45.891632] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:45.891795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:45.891837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:45.891866] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:45.895335] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2026-02-10T20:17:45.895641] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2026-02-10T20:17:45.895778] [INFO ] [sig       ] BLTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:46.048143] [INFO ] [LOCAL     ] Saved forecast: BLTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BLTE.txt
[2026-02-10T20:17:46.048314] [INFO ] [sig       ] [448/3417] Completed BLTE in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:46.048357] [INFO ] [sig       ] [449/3417] Forecasting BLX...
[2026-02-10T20:17:46.048389] [INFO ] [sig       ] Generating forecast for: BLX
[2026-02-10T20:17:46.048419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2026-02-10T20:17:46.060787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2026-02-10T20:17:46.061137] [INFO ] [FORECASTER] Starting predict_future for BLX
[2026-02-10T20:17:46.061962] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2026-02-10T20:17:46.062017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:46.062050] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:46.062077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:46.062134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:46.131400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:46.132372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:46.132460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:46.132493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:46.259952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:46.260144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:46.260196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:46.260226] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:46.263752] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2026-02-10T20:17:46.264062] [INFO ] [FORECASTER] Completed predict_future for BLX
[2026-02-10T20:17:46.264207] [INFO ] [sig       ] BLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:46.413232] [INFO ] [LOCAL     ] Saved forecast: BLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLX.txt
[2026-02-10T20:17:46.413400] [INFO ] [sig       ] [449/3417] Completed BLX in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:46.413443] [INFO ] [sig       ] [450/3417] Forecasting BLZE...
[2026-02-10T20:17:46.413474] [INFO ] [sig       ] Generating forecast for: BLZE
[2026-02-10T20:17:46.413505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2026-02-10T20:17:46.425373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2026-02-10T20:17:46.425745] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2026-02-10T20:17:46.426524] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2026-02-10T20:17:46.426595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:46.426630] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:46.426657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:46.426714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:46.487375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:46.488300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:46.488389] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:46.488422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:46.620235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:46.620651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:46.620696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:46.620725] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:46.624682] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2026-02-10T20:17:46.625023] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2026-02-10T20:17:46.625200] [INFO ] [sig       ] BLZE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:46.772360] [INFO ] [LOCAL     ] Saved forecast: BLZE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BLZE.txt
[2026-02-10T20:17:46.772533] [INFO ] [sig       ] [450/3417] Completed BLZE in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:46.772592] [INFO ] [sig       ] [451/3417] Forecasting BMA...
[2026-02-10T20:17:46.772627] [INFO ] [sig       ] Generating forecast for: BMA
[2026-02-10T20:17:46.772659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2026-02-10T20:17:46.786560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2026-02-10T20:17:46.787231] [INFO ] [FORECASTER] Starting predict_future for BMA
[2026-02-10T20:17:46.788393] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2026-02-10T20:17:46.788448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:46.788482] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:46.788509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:46.788568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:46.847623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:46.848565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:46.848684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:46.848718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:46.968559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:46.968746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:46.968790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:46.968821] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:46.972855] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2026-02-10T20:17:46.973156] [INFO ] [FORECASTER] Completed predict_future for BMA
[2026-02-10T20:17:46.973302] [INFO ] [sig       ] BMA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:47.116507] [INFO ] [LOCAL     ] Saved forecast: BMA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BMA.txt
[2026-02-10T20:17:47.116712] [INFO ] [sig       ] [451/3417] Completed BMA in 0.3s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:47.116756] [INFO ] [sig       ] [452/3417] Forecasting BMBL...
[2026-02-10T20:17:47.116786] [INFO ] [sig       ] Generating forecast for: BMBL
[2026-02-10T20:17:47.116816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2026-02-10T20:17:47.129115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2026-02-10T20:17:47.129464] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2026-02-10T20:17:47.130285] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2026-02-10T20:17:47.130338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:47.130370] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:47.130398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:47.130455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:47.188644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:47.189546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:47.189656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:47.189691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:47.310371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:47.310532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:47.310590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:47.310623] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:47.314460] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2026-02-10T20:17:47.314952] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2026-02-10T20:17:47.315085] [INFO ] [sig       ] BMBL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:47.459536] [INFO ] [LOCAL     ] Saved forecast: BMBL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BMBL.txt
[2026-02-10T20:17:47.459719] [INFO ] [sig       ] [452/3417] Completed BMBL in 0.3s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:47.459761] [INFO ] [sig       ] [453/3417] Forecasting BME...
[2026-02-10T20:17:47.459792] [INFO ] [sig       ] Generating forecast for: BME
[2026-02-10T20:17:47.459823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2026-02-10T20:17:47.472078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2026-02-10T20:17:47.472667] [INFO ] [FORECASTER] Starting predict_future for BME
[2026-02-10T20:17:47.473450] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2026-02-10T20:17:47.473503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:47.473548] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:47.473609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:47.473683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:47.533033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:47.534111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:47.534196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:47.534229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:47.654145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:47.654506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:47.654546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:47.654595] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:47.658411] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2026-02-10T20:17:47.658705] [INFO ] [FORECASTER] Completed predict_future for BME
[2026-02-10T20:17:47.658834] [INFO ] [sig       ] BME: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:47.803402] [INFO ] [LOCAL     ] Saved forecast: BME	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BME.txt
[2026-02-10T20:17:47.803566] [INFO ] [sig       ] [453/3417] Completed BME in 0.3s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:47.803628] [INFO ] [sig       ] [454/3417] Forecasting BMEZ...
[2026-02-10T20:17:47.803660] [INFO ] [sig       ] Generating forecast for: BMEZ
[2026-02-10T20:17:47.803691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2026-02-10T20:17:47.816280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2026-02-10T20:17:47.816657] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2026-02-10T20:17:47.817450] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2026-02-10T20:17:47.817503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:47.817538] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:47.817567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:47.817664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:47.875796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:47.876703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:47.876790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:47.876823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:47.998686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:47.998843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:47.998888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:47.998918] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:48.002303] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=78.87%)
[2026-02-10T20:17:48.002591] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2026-02-10T20:17:48.002722] [INFO ] [sig       ] BMEZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:48.150940] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BMEZ.txt
[2026-02-10T20:17:48.151105] [INFO ] [sig       ] [454/3417] Completed BMEZ in 0.3s | 2.78 sym/s | Total: 2.7m | ETA: 17.8m
[2026-02-10T20:17:48.151148] [INFO ] [sig       ] [455/3417] Forecasting BMI...
[2026-02-10T20:17:48.151180] [INFO ] [sig       ] Generating forecast for: BMI
[2026-02-10T20:17:48.151211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2026-02-10T20:17:48.163418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2026-02-10T20:17:48.163798] [INFO ] [FORECASTER] Starting predict_future for BMI
[2026-02-10T20:17:48.164642] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2026-02-10T20:17:48.164696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:48.164764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:48.164805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:48.164888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:48.222478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:48.223386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:48.223470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:48.223504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:48.350871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:48.351035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:48.351077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:48.351113] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:48.354527] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2026-02-10T20:17:48.354822] [INFO ] [FORECASTER] Completed predict_future for BMI
[2026-02-10T20:17:48.354955] [INFO ] [sig       ] BMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:48.501469] [INFO ] [LOCAL     ] Saved forecast: BMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BMI.txt
[2026-02-10T20:17:48.501651] [INFO ] [sig       ] [455/3417] Completed BMI in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.7m
[2026-02-10T20:17:48.501694] [INFO ] [sig       ] [456/3417] Forecasting BMO...
[2026-02-10T20:17:48.501725] [INFO ] [sig       ] Generating forecast for: BMO
[2026-02-10T20:17:48.501758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2026-02-10T20:17:48.514285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2026-02-10T20:17:48.514662] [INFO ] [FORECASTER] Starting predict_future for BMO
[2026-02-10T20:17:48.515740] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2026-02-10T20:17:48.515795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:48.515829] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:48.515857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:48.515916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:48.575634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:48.576732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:48.576818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:48.576851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:48.704284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:48.704446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:48.704486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:48.704514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:48.707922] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2026-02-10T20:17:48.708256] [INFO ] [FORECASTER] Completed predict_future for BMO
[2026-02-10T20:17:48.708391] [INFO ] [sig       ] BMO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:48.853736] [INFO ] [LOCAL     ] Saved forecast: BMO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BMO.txt
[2026-02-10T20:17:48.853897] [INFO ] [sig       ] [456/3417] Completed BMO in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.7m
[2026-02-10T20:17:48.853939] [INFO ] [sig       ] [457/3417] Forecasting BMRA...
[2026-02-10T20:17:48.853978] [INFO ] [sig       ] Generating forecast for: BMRA
[2026-02-10T20:17:48.854014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2026-02-10T20:17:48.865657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2026-02-10T20:17:48.866019] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2026-02-10T20:17:48.866898] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2026-02-10T20:17:48.866954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:48.866987] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:48.867015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:48.867076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:48.927390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:48.928330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:48.928427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:48.928460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:49.051822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:49.051987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:49.052029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:49.052058] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:49.055646] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2026-02-10T20:17:49.055960] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2026-02-10T20:17:49.056101] [INFO ] [sig       ] BMRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:49.198317] [INFO ] [LOCAL     ] Saved forecast: BMRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BMRA.txt
[2026-02-10T20:17:49.198483] [INFO ] [sig       ] [457/3417] Completed BMRA in 0.3s | 2.78 sym/s | Total: 2.7m | ETA: 17.7m
[2026-02-10T20:17:49.198526] [INFO ] [sig       ] [458/3417] Forecasting BMRC...
[2026-02-10T20:17:49.198556] [INFO ] [sig       ] Generating forecast for: BMRC
[2026-02-10T20:17:49.198608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2026-02-10T20:17:49.209832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2026-02-10T20:17:49.210183] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2026-02-10T20:17:49.211015] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2026-02-10T20:17:49.211071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:49.211104] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:49.211132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:49.211191] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:49.273210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:49.274142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:49.274231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:49.274263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:49.400358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:49.400523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:49.400566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:49.400650] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:49.405208] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2026-02-10T20:17:49.405499] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2026-02-10T20:17:49.405671] [INFO ] [sig       ] BMRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:49.549357] [INFO ] [LOCAL     ] Saved forecast: BMRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BMRC.txt
[2026-02-10T20:17:49.549520] [INFO ] [sig       ] [458/3417] Completed BMRC in 0.4s | 2.78 sym/s | Total: 2.7m | ETA: 17.7m
[2026-02-10T20:17:49.549562] [INFO ] [sig       ] [459/3417] Forecasting BMRN...
[2026-02-10T20:17:49.549613] [INFO ] [sig       ] Generating forecast for: BMRN
[2026-02-10T20:17:49.549646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2026-02-10T20:17:49.561103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2026-02-10T20:17:49.561473] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2026-02-10T20:17:49.562356] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2026-02-10T20:17:49.562412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:49.562445] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:49.562473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:49.562531] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:49.621864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:49.622961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:49.623044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:49.623077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:49.746626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:49.746790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:49.746831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:49.746860] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:49.750329] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2026-02-10T20:17:49.750624] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2026-02-10T20:17:49.750767] [INFO ] [sig       ] BMRN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:49.895732] [INFO ] [LOCAL     ] Saved forecast: BMRN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BMRN.txt
[2026-02-10T20:17:49.895901] [INFO ] [sig       ] [459/3417] Completed BMRN in 0.3s | 2.78 sym/s | Total: 2.7m | ETA: 17.7m
[2026-02-10T20:17:49.895943] [INFO ] [sig       ] [460/3417] Forecasting BMY...
[2026-02-10T20:17:49.895972] [INFO ] [sig       ] Generating forecast for: BMY
[2026-02-10T20:17:49.896003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2026-02-10T20:17:49.907458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2026-02-10T20:17:49.907795] [INFO ] [FORECASTER] Starting predict_future for BMY
[2026-02-10T20:17:49.908671] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2026-02-10T20:17:49.908726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:49.908759] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:49.908788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:49.908848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:49.967303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:49.968654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:49.968741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:49.968774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:50.093988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:50.094183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:50.094234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:50.094295] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:50.099439] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2026-02-10T20:17:50.099986] [INFO ] [FORECASTER] Completed predict_future for BMY
[2026-02-10T20:17:50.100190] [INFO ] [sig       ] BMY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:50.255509] [INFO ] [LOCAL     ] Saved forecast: BMY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BMY.txt
[2026-02-10T20:17:50.255741] [INFO ] [sig       ] [460/3417] Completed BMY in 0.4s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:50.255787] [INFO ] [sig       ] [461/3417] Forecasting BN...
[2026-02-10T20:17:50.255818] [INFO ] [sig       ] Generating forecast for: BN
[2026-02-10T20:17:50.255850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2026-02-10T20:17:50.267006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2026-02-10T20:17:50.267383] [INFO ] [FORECASTER] Starting predict_future for BN
[2026-02-10T20:17:50.268215] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2026-02-10T20:17:50.268268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:50.268300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:50.268326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:50.268382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:50.327007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:50.327903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:50.327988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:50.328021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:50.447857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:50.448019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:50.448078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:50.448108] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:50.451612] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2026-02-10T20:17:50.451894] [INFO ] [FORECASTER] Completed predict_future for BN
[2026-02-10T20:17:50.452027] [INFO ] [sig       ] BN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:50.596008] [INFO ] [LOCAL     ] Saved forecast: BN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BN.txt
[2026-02-10T20:17:50.596171] [INFO ] [sig       ] [461/3417] Completed BN in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:50.596213] [INFO ] [sig       ] [462/3417] Forecasting BND...
[2026-02-10T20:17:50.596243] [INFO ] [sig       ] Generating forecast for: BND
[2026-02-10T20:17:50.596273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2026-02-10T20:17:50.607420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2026-02-10T20:17:50.607833] [INFO ] [FORECASTER] Starting predict_future for BND
[2026-02-10T20:17:50.608822] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2026-02-10T20:17:50.608886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:50.608919] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:50.608947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:50.609004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:50.669221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:50.670149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:50.670237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:50.670290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:50.796813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:50.796988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:50.797032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:50.797063] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:50.800636] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2026-02-10T20:17:50.800939] [INFO ] [FORECASTER] Completed predict_future for BND
[2026-02-10T20:17:50.801078] [INFO ] [sig       ] BND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:50.944838] [INFO ] [LOCAL     ] Saved forecast: BND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BND.txt
[2026-02-10T20:17:50.945021] [INFO ] [sig       ] [462/3417] Completed BND in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:50.945064] [INFO ] [sig       ] [463/3417] Forecasting BNDX...
[2026-02-10T20:17:50.945097] [INFO ] [sig       ] Generating forecast for: BNDX
[2026-02-10T20:17:50.945127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2026-02-10T20:17:50.957840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2026-02-10T20:17:50.958355] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2026-02-10T20:17:50.959354] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2026-02-10T20:17:50.959424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:50.959464] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:50.959504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:50.959599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:51.021476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:51.022411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:51.022506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:51.022542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:51.153354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:51.153521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:51.153563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:51.153617] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:51.157185] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2026-02-10T20:17:51.157484] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2026-02-10T20:17:51.157643] [INFO ] [sig       ] BNDX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:51.309598] [INFO ] [LOCAL     ] Saved forecast: BNDX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BNDX.txt
[2026-02-10T20:17:51.309776] [INFO ] [sig       ] [463/3417] Completed BNDX in 0.4s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:51.309817] [INFO ] [sig       ] [464/3417] Forecasting BNED...
[2026-02-10T20:17:51.309848] [INFO ] [sig       ] Generating forecast for: BNED
[2026-02-10T20:17:51.309879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2026-02-10T20:17:51.322685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2026-02-10T20:17:51.323161] [INFO ] [FORECASTER] Starting predict_future for BNED
[2026-02-10T20:17:51.324119] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2026-02-10T20:17:51.324177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:51.324212] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:51.324241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:51.324313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:51.385742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:51.386686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:51.386773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:51.386807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:51.508844] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:51.509008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:51.509049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:51.509078] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:51.512548] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2026-02-10T20:17:51.512848] [INFO ] [FORECASTER] Completed predict_future for BNED
[2026-02-10T20:17:51.512981] [INFO ] [sig       ] BNED: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:51.655622] [INFO ] [LOCAL     ] Saved forecast: BNED	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BNED.txt
[2026-02-10T20:17:51.655813] [INFO ] [sig       ] [464/3417] Completed BNED in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:51.655866] [INFO ] [sig       ] [465/3417] Forecasting BNGO...
[2026-02-10T20:17:51.655906] [INFO ] [sig       ] Generating forecast for: BNGO
[2026-02-10T20:17:51.655942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2026-02-10T20:17:51.668177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2026-02-10T20:17:51.668544] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2026-02-10T20:17:51.669444] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2026-02-10T20:17:51.669501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:51.669535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:51.669563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:51.669666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:51.728532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:51.729457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:51.729627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:51.729682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:51.851593] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:51.851760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:51.851802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:51.851833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:51.855362] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2026-02-10T20:17:51.855676] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2026-02-10T20:17:51.855816] [INFO ] [sig       ] BNGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:52.004623] [INFO ] [LOCAL     ] Saved forecast: BNGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BNGO.txt
[2026-02-10T20:17:52.004786] [INFO ] [sig       ] [465/3417] Completed BNGO in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:52.004826] [INFO ] [sig       ] [466/3417] Forecasting BNH...
[2026-02-10T20:17:52.004860] [INFO ] [sig       ] Generating forecast for: BNH
[2026-02-10T20:17:52.004891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2026-02-10T20:17:52.017796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2026-02-10T20:17:52.018154] [INFO ] [FORECASTER] Starting predict_future for BNH
[2026-02-10T20:17:52.019022] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2026-02-10T20:17:52.019079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:52.019112] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:52.019141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:52.019200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:52.079107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:52.079893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:52.079979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:52.080013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:52.201301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:52.201461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:52.201503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:52.201533] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:52.205122] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2026-02-10T20:17:52.205597] [INFO ] [FORECASTER] Completed predict_future for BNH
[2026-02-10T20:17:52.205742] [INFO ] [sig       ] BNH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:52.369736] [INFO ] [LOCAL     ] Saved forecast: BNH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BNH.txt
[2026-02-10T20:17:52.370136] [INFO ] [sig       ] [466/3417] Completed BNH in 0.4s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:52.370192] [INFO ] [sig       ] [467/3417] Forecasting BNJ...
[2026-02-10T20:17:52.370224] [INFO ] [sig       ] Generating forecast for: BNJ
[2026-02-10T20:17:52.370256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2026-02-10T20:17:52.383213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2026-02-10T20:17:52.383630] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2026-02-10T20:17:52.384672] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2026-02-10T20:17:52.384730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:52.384764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:52.384792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:52.384857] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:52.450241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:52.451161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:52.451253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:52.451287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:52.568097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:52.568270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:52.568314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:52.568344] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:52.572117] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2026-02-10T20:17:52.572417] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2026-02-10T20:17:52.572558] [INFO ] [sig       ] BNJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:52.717801] [INFO ] [LOCAL     ] Saved forecast: BNJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BNJ.txt
[2026-02-10T20:17:52.717950] [INFO ] [sig       ] [467/3417] Completed BNJ in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:52.717990] [INFO ] [sig       ] [468/3417] Forecasting BNL...
[2026-02-10T20:17:52.718020] [INFO ] [sig       ] Generating forecast for: BNL
[2026-02-10T20:17:52.718096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2026-02-10T20:17:52.730554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2026-02-10T20:17:52.730894] [INFO ] [FORECASTER] Starting predict_future for BNL
[2026-02-10T20:17:52.731719] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2026-02-10T20:17:52.731773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:52.731807] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:52.731834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:52.731891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:52.790270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:52.791077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:52.791164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:52.791198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:52.915367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:52.915533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:52.915594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:52.915628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:52.919475] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2026-02-10T20:17:52.919784] [INFO ] [FORECASTER] Completed predict_future for BNL
[2026-02-10T20:17:52.919915] [INFO ] [sig       ] BNL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:53.066024] [INFO ] [LOCAL     ] Saved forecast: BNL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BNL.txt
[2026-02-10T20:17:53.066218] [INFO ] [sig       ] [468/3417] Completed BNL in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:53.066267] [INFO ] [sig       ] [469/3417] Forecasting BNS...
[2026-02-10T20:17:53.066298] [INFO ] [sig       ] Generating forecast for: BNS
[2026-02-10T20:17:53.066329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2026-02-10T20:17:53.078542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2026-02-10T20:17:53.078859] [INFO ] [FORECASTER] Starting predict_future for BNS
[2026-02-10T20:17:53.079943] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2026-02-10T20:17:53.079998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:53.080030] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:53.080057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:53.080115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:53.138232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:53.139076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:53.139162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:53.139196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:53.262840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:53.262997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:53.263040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:53.263070] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:53.266607] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2026-02-10T20:17:53.266882] [INFO ] [FORECASTER] Completed predict_future for BNS
[2026-02-10T20:17:53.267011] [INFO ] [sig       ] BNS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:53.417780] [INFO ] [LOCAL     ] Saved forecast: BNS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BNS.txt
[2026-02-10T20:17:53.417956] [INFO ] [sig       ] [469/3417] Completed BNS in 0.4s | 2.78 sym/s | Total: 2.8m | ETA: 17.7m
[2026-02-10T20:17:53.417998] [INFO ] [sig       ] [470/3417] Forecasting BNTC...
[2026-02-10T20:17:53.418047] [INFO ] [sig       ] Generating forecast for: BNTC
[2026-02-10T20:17:53.418083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2026-02-10T20:17:53.430410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2026-02-10T20:17:53.430929] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2026-02-10T20:17:53.431763] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2026-02-10T20:17:53.431827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:53.431866] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:53.431899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:53.431974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:53.490031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:53.490929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:53.491021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:53.491055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:53.613240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:53.613401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:53.613441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:53.613471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:53.616977] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2026-02-10T20:17:53.617256] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2026-02-10T20:17:53.617391] [INFO ] [sig       ] BNTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:53.760662] [INFO ] [LOCAL     ] Saved forecast: BNTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BNTC.txt
[2026-02-10T20:17:53.760817] [INFO ] [sig       ] [470/3417] Completed BNTC in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:53.760860] [INFO ] [sig       ] [471/3417] Forecasting BNTX...
[2026-02-10T20:17:53.760890] [INFO ] [sig       ] Generating forecast for: BNTX
[2026-02-10T20:17:53.760921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2026-02-10T20:17:53.772554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2026-02-10T20:17:53.772892] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2026-02-10T20:17:53.773694] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2026-02-10T20:17:53.773747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:53.773780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:53.773807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:53.773863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:53.834317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:53.835026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:53.835107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:53.835139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:53.955645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:53.955809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:53.955849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:53.955880] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:53.959413] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2026-02-10T20:17:53.959738] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2026-02-10T20:17:53.959872] [INFO ] [sig       ] BNTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:54.099857] [INFO ] [LOCAL     ] Saved forecast: BNTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BNTX.txt
[2026-02-10T20:17:54.099997] [INFO ] [sig       ] [471/3417] Completed BNTX in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:54.100038] [INFO ] [sig       ] [472/3417] Forecasting BOC...
[2026-02-10T20:17:54.100067] [INFO ] [sig       ] Generating forecast for: BOC
[2026-02-10T20:17:54.100098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2026-02-10T20:17:54.111548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2026-02-10T20:17:54.111922] [INFO ] [FORECASTER] Starting predict_future for BOC
[2026-02-10T20:17:54.112795] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2026-02-10T20:17:54.112855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:54.112942] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:54.112974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:54.113033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:54.173875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:54.174731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:54.174817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:54.174851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:54.298464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:54.298644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:54.298689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:54.298719] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:54.302272] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2026-02-10T20:17:54.302733] [INFO ] [FORECASTER] Completed predict_future for BOC
[2026-02-10T20:17:54.302876] [INFO ] [sig       ] BOC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:54.448090] [INFO ] [LOCAL     ] Saved forecast: BOC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOC.txt
[2026-02-10T20:17:54.448242] [INFO ] [sig       ] [472/3417] Completed BOC in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:54.448291] [INFO ] [sig       ] [473/3417] Forecasting BOE...
[2026-02-10T20:17:54.448330] [INFO ] [sig       ] Generating forecast for: BOE
[2026-02-10T20:17:54.448367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2026-02-10T20:17:54.460295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2026-02-10T20:17:54.460657] [INFO ] [FORECASTER] Starting predict_future for BOE
[2026-02-10T20:17:54.461487] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2026-02-10T20:17:54.461543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:54.461594] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:54.461625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:54.461683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:54.520503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:54.521200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:54.521287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:54.521329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:54.643995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:54.644184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:54.644227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:54.644257] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:54.647981] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2026-02-10T20:17:54.648344] [INFO ] [FORECASTER] Completed predict_future for BOE
[2026-02-10T20:17:54.648490] [INFO ] [sig       ] BOE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:54.795612] [INFO ] [LOCAL     ] Saved forecast: BOE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOE.txt
[2026-02-10T20:17:54.795751] [INFO ] [sig       ] [473/3417] Completed BOE in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:54.795791] [INFO ] [sig       ] [474/3417] Forecasting BOF...
[2026-02-10T20:17:54.795821] [INFO ] [sig       ] Generating forecast for: BOF
[2026-02-10T20:17:54.795853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2026-02-10T20:17:54.808383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2026-02-10T20:17:54.808727] [INFO ] [FORECASTER] Starting predict_future for BOF
[2026-02-10T20:17:54.809537] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2026-02-10T20:17:54.809611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:54.809840] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:54.809868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:54.809925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:54.868273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:54.869145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:54.869227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:54.869259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:55.001166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:55.001345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:55.001392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:55.001426] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:55.004959] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2026-02-10T20:17:55.005282] [INFO ] [FORECASTER] Completed predict_future for BOF
[2026-02-10T20:17:55.005430] [INFO ] [sig       ] BOF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:55.147874] [INFO ] [LOCAL     ] Saved forecast: BOF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BOF.txt
[2026-02-10T20:17:55.148016] [INFO ] [sig       ] [474/3417] Completed BOF in 0.4s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:55.148074] [INFO ] [sig       ] [475/3417] Forecasting BOH...
[2026-02-10T20:17:55.148106] [INFO ] [sig       ] Generating forecast for: BOH
[2026-02-10T20:17:55.148137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2026-02-10T20:17:55.159179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2026-02-10T20:17:55.159511] [INFO ] [FORECASTER] Starting predict_future for BOH
[2026-02-10T20:17:55.160304] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2026-02-10T20:17:55.160357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:55.160389] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:55.160416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:55.160471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:55.218095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:55.218926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:55.219013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:55.219046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:55.342829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:55.342999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:55.343042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:55.343072] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:55.348091] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2026-02-10T20:17:55.348498] [INFO ] [FORECASTER] Completed predict_future for BOH
[2026-02-10T20:17:55.348695] [INFO ] [sig       ] BOH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:55.492539] [INFO ] [LOCAL     ] Saved forecast: BOH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BOH.txt
[2026-02-10T20:17:55.492705] [INFO ] [sig       ] [475/3417] Completed BOH in 0.3s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:55.492746] [INFO ] [sig       ] [476/3417] Forecasting BOKF...
[2026-02-10T20:17:55.492778] [INFO ] [sig       ] Generating forecast for: BOKF
[2026-02-10T20:17:55.492808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2026-02-10T20:17:55.505474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2026-02-10T20:17:55.505827] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2026-02-10T20:17:55.506851] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2026-02-10T20:17:55.506909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:55.506942] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:55.506969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:55.507026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:55.564960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:55.565688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:55.565771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:55.565806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:55.699871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:55.700063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:55.700107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:55.700137] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:55.704309] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2026-02-10T20:17:55.704687] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2026-02-10T20:17:55.704857] [INFO ] [sig       ] BOKF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:55.869954] [INFO ] [LOCAL     ] Saved forecast: BOKF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BOKF.txt
[2026-02-10T20:17:55.870124] [INFO ] [sig       ] [476/3417] Completed BOKF in 0.4s | 2.78 sym/s | Total: 2.8m | ETA: 17.6m
[2026-02-10T20:17:55.870170] [INFO ] [sig       ] [477/3417] Forecasting BOLD...
[2026-02-10T20:17:55.870213] [INFO ] [sig       ] Generating forecast for: BOLD
[2026-02-10T20:17:55.870258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2026-02-10T20:17:55.882388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2026-02-10T20:17:55.882722] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2026-02-10T20:17:55.883521] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2026-02-10T20:17:55.883595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:55.883643] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:55.883673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:55.883733] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:55.942361] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:55.943222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:55.943343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:55.943379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:56.067517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:56.067698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:56.067739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:56.067767] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:56.071196] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2026-02-10T20:17:56.071480] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2026-02-10T20:17:56.071631] [INFO ] [sig       ] BOLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:56.221389] [INFO ] [LOCAL     ] Saved forecast: BOLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOLD.txt
[2026-02-10T20:17:56.221739] [INFO ] [sig       ] [477/3417] Completed BOLD in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:56.221781] [INFO ] [sig       ] [478/3417] Forecasting BOND...
[2026-02-10T20:17:56.221813] [INFO ] [sig       ] Generating forecast for: BOND
[2026-02-10T20:17:56.221843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2026-02-10T20:17:56.235002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2026-02-10T20:17:56.235342] [INFO ] [FORECASTER] Starting predict_future for BOND
[2026-02-10T20:17:56.236226] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2026-02-10T20:17:56.236283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:56.236316] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:56.236344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:56.236402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:56.296934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:56.297632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:56.297715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:56.297748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:56.432341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:56.432513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:56.432764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:56.432797] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:56.436435] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=9.04%)
[2026-02-10T20:17:56.436759] [INFO ] [FORECASTER] Completed predict_future for BOND
[2026-02-10T20:17:56.436899] [INFO ] [sig       ] BOND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:56.580910] [INFO ] [LOCAL     ] Saved forecast: BOND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOND.txt
[2026-02-10T20:17:56.581061] [INFO ] [sig       ] [478/3417] Completed BOND in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:56.581103] [INFO ] [sig       ] [479/3417] Forecasting BOOM...
[2026-02-10T20:17:56.581133] [INFO ] [sig       ] Generating forecast for: BOOM
[2026-02-10T20:17:56.581164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2026-02-10T20:17:56.593770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2026-02-10T20:17:56.594076] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2026-02-10T20:17:56.595059] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2026-02-10T20:17:56.595127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:56.595159] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:56.595185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:56.595241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:56.655957] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:56.656923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:56.657010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:56.657043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:56.780886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:56.781053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:56.781095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:56.781125] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:56.784658] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2026-02-10T20:17:56.784985] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2026-02-10T20:17:56.785129] [INFO ] [sig       ] BOOM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:56.935399] [INFO ] [LOCAL     ] Saved forecast: BOOM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOOM.txt
[2026-02-10T20:17:56.935802] [INFO ] [sig       ] [479/3417] Completed BOOM in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:56.935859] [INFO ] [sig       ] [480/3417] Forecasting BOTZ...
[2026-02-10T20:17:56.935892] [INFO ] [sig       ] Generating forecast for: BOTZ
[2026-02-10T20:17:56.935923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2026-02-10T20:17:56.948983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2026-02-10T20:17:56.949281] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2026-02-10T20:17:56.950155] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2026-02-10T20:17:56.950208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:56.950240] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:56.950268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:56.950336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:57.009804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:57.010445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:57.010536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:57.010570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:57.139500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:57.139863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:57.139903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:57.139931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:57.143312] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2026-02-10T20:17:57.143607] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2026-02-10T20:17:57.143740] [INFO ] [sig       ] BOTZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:57.286035] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOTZ.txt
[2026-02-10T20:17:57.286152] [INFO ] [sig       ] [480/3417] Completed BOTZ in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:57.286198] [INFO ] [sig       ] [481/3417] Forecasting BOX...
[2026-02-10T20:17:57.286228] [INFO ] [sig       ] Generating forecast for: BOX
[2026-02-10T20:17:57.286258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2026-02-10T20:17:57.300968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2026-02-10T20:17:57.301285] [INFO ] [FORECASTER] Starting predict_future for BOX
[2026-02-10T20:17:57.302077] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2026-02-10T20:17:57.302131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:57.302163] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:57.302190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:57.302247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:57.361864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:57.362729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:57.362809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:57.362841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:57.491182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:57.491312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:57.491350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:57.491379] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:57.494658] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2026-02-10T20:17:57.494933] [INFO ] [FORECASTER] Completed predict_future for BOX
[2026-02-10T20:17:57.495063] [INFO ] [sig       ] BOX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:57.638078] [INFO ] [LOCAL     ] Saved forecast: BOX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BOX.txt
[2026-02-10T20:17:57.638200] [INFO ] [sig       ] [481/3417] Completed BOX in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:57.638239] [INFO ] [sig       ] [482/3417] Forecasting BP...
[2026-02-10T20:17:57.638269] [INFO ] [sig       ] Generating forecast for: BP
[2026-02-10T20:17:57.638303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2026-02-10T20:17:57.651706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2026-02-10T20:17:57.652028] [INFO ] [FORECASTER] Starting predict_future for BP
[2026-02-10T20:17:57.652817] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2026-02-10T20:17:57.652870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:57.652901] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:57.652929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:57.652985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:57.712049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:57.712712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:57.712818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:57.712851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:57.842189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:57.842352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:57.842394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:57.842424] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:57.846669] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2026-02-10T20:17:57.846955] [INFO ] [FORECASTER] Completed predict_future for BP
[2026-02-10T20:17:57.847092] [INFO ] [sig       ] BP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:57.993023] [INFO ] [LOCAL     ] Saved forecast: BP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BP.txt
[2026-02-10T20:17:57.993159] [INFO ] [sig       ] [482/3417] Completed BP in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:57.993197] [INFO ] [sig       ] [483/3417] Forecasting BPOP...
[2026-02-10T20:17:57.993230] [INFO ] [sig       ] Generating forecast for: BPOP
[2026-02-10T20:17:57.993260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2026-02-10T20:17:58.005251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2026-02-10T20:17:58.005547] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2026-02-10T20:17:58.006351] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2026-02-10T20:17:58.006405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:58.006437] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:58.006465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:58.006522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:58.063484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:58.064151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:58.064231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:58.064263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:58.188706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:58.188867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:58.188908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:58.188937] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:58.192333] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2026-02-10T20:17:58.192637] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2026-02-10T20:17:58.192769] [INFO ] [sig       ] BPOP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:58.339440] [INFO ] [LOCAL     ] Saved forecast: BPOP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BPOP.txt
[2026-02-10T20:17:58.339603] [INFO ] [sig       ] [483/3417] Completed BPOP in 0.3s | 2.79 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:17:58.339647] [INFO ] [sig       ] [484/3417] Forecasting BPRN...
[2026-02-10T20:17:58.339677] [INFO ] [sig       ] Generating forecast for: BPRN
[2026-02-10T20:17:58.339707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2026-02-10T20:17:58.350622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2026-02-10T20:17:58.350946] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2026-02-10T20:17:58.351769] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2026-02-10T20:17:58.351824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:58.351857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:58.351884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:58.351943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:58.411836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:58.412619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:58.412702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:58.412736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:58.511510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:58.511697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:58.511738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:58.511783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:58.515265] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2026-02-10T20:17:58.515563] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2026-02-10T20:17:58.515719] [INFO ] [sig       ] BPRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:17:58.657187] [INFO ] [LOCAL     ] Saved forecast: BPRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BPRN.txt
[2026-02-10T20:17:58.657327] [INFO ] [sig       ] [484/3417] Completed BPRN in 0.3s | 2.79 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:17:58.657372] [INFO ] [sig       ] [485/3417] Forecasting BPYPM...
[2026-02-10T20:17:58.657404] [INFO ] [sig       ] Generating forecast for: BPYPM
[2026-02-10T20:17:58.657434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2026-02-10T20:17:58.668800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2026-02-10T20:17:58.669130] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2026-02-10T20:17:58.669942] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2026-02-10T20:17:58.669995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:58.670027] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:58.670053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:58.670109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:58.729045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:58.729812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:58.729894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:58.729927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:58.836712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:58.836870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:58.836910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:58.836940] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:58.840451] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2026-02-10T20:17:58.840784] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2026-02-10T20:17:58.840915] [INFO ] [sig       ] BPYPM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:58.980753] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BPYPM.txt
[2026-02-10T20:17:58.980925] [INFO ] [sig       ] [485/3417] Completed BPYPM in 0.3s | 2.79 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:17:58.980969] [INFO ] [sig       ] [486/3417] Forecasting BPYPO...
[2026-02-10T20:17:58.980999] [INFO ] [sig       ] Generating forecast for: BPYPO
[2026-02-10T20:17:58.981030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2026-02-10T20:17:58.992734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2026-02-10T20:17:58.993127] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2026-02-10T20:17:58.994014] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2026-02-10T20:17:58.994070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:58.994103] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:58.994131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:58.994187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:59.058974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:59.059956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:59.060058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:59.060093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:59.172312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:59.172484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:59.172542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:59.172594] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:59.176719] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2026-02-10T20:17:59.177044] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2026-02-10T20:17:59.177196] [INFO ] [sig       ] BPYPO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:59.329837] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BPYPO.txt
[2026-02-10T20:17:59.329994] [INFO ] [sig       ] [486/3417] Completed BPYPO in 0.3s | 2.79 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:17:59.330035] [INFO ] [sig       ] [487/3417] Forecasting BPYPP...
[2026-02-10T20:17:59.330066] [INFO ] [sig       ] Generating forecast for: BPYPP
[2026-02-10T20:17:59.330099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2026-02-10T20:17:59.343117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2026-02-10T20:17:59.343533] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2026-02-10T20:17:59.344420] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2026-02-10T20:17:59.344474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:59.344507] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:59.344537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:59.344620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:59.404094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:59.405062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:59.405145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:59.405178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:59.517964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:59.518149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:59.518189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:59.518217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:59.521736] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2026-02-10T20:17:59.522018] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2026-02-10T20:17:59.522150] [INFO ] [sig       ] BPYPP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:17:59.667504] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BPYPP.txt
[2026-02-10T20:17:59.667704] [INFO ] [sig       ] [487/3417] Completed BPYPP in 0.3s | 2.79 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:17:59.667749] [INFO ] [sig       ] [488/3417] Forecasting BRAG...
[2026-02-10T20:17:59.667779] [INFO ] [sig       ] Generating forecast for: BRAG
[2026-02-10T20:17:59.667810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2026-02-10T20:17:59.683984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2026-02-10T20:17:59.684434] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2026-02-10T20:17:59.685359] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2026-02-10T20:17:59.685420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:17:59.685475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:17:59.685508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:17:59.685566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:17:59.766551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:17:59.767794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:17:59.767919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:17:59.767977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:17:59.913430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:17:59.913673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:17:59.913742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:17:59.913788] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:17:59.919700] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2026-02-10T20:17:59.920247] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2026-02-10T20:17:59.920495] [INFO ] [sig       ] BRAG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:00.122268] [INFO ] [LOCAL     ] Saved forecast: BRAG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BRAG.txt
[2026-02-10T20:18:00.122523] [INFO ] [sig       ] [488/3417] Completed BRAG in 0.5s | 2.79 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:18:00.122608] [INFO ] [sig       ] [489/3417] Forecasting BRC...
[2026-02-10T20:18:00.122656] [INFO ] [sig       ] Generating forecast for: BRC
[2026-02-10T20:18:00.122704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2026-02-10T20:18:00.145811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2026-02-10T20:18:00.146391] [INFO ] [FORECASTER] Starting predict_future for BRC
[2026-02-10T20:18:00.147700] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2026-02-10T20:18:00.147785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:00.147883] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:00.147936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:00.148053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:00.231729] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:00.232882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:00.232995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:00.233035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:00.469030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:00.469236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:00.469287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:00.469322] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:00.475402] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2026-02-10T20:18:00.476104] [INFO ] [FORECASTER] Completed predict_future for BRC
[2026-02-10T20:18:00.476351] [INFO ] [sig       ] BRC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:00.727875] [INFO ] [LOCAL     ] Saved forecast: BRC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BRC.txt
[2026-02-10T20:18:00.728147] [INFO ] [sig       ] [489/3417] Completed BRC in 0.6s | 2.78 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:18:00.728208] [INFO ] [sig       ] [490/3417] Forecasting BRO...
[2026-02-10T20:18:00.728247] [INFO ] [sig       ] Generating forecast for: BRO
[2026-02-10T20:18:00.728285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2026-02-10T20:18:00.756900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2026-02-10T20:18:00.757414] [INFO ] [FORECASTER] Starting predict_future for BRO
[2026-02-10T20:18:00.758637] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2026-02-10T20:18:00.758706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:00.758742] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:00.758771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:00.758849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:00.828346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:00.829501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:00.829638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:00.829683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:01.018437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:01.018651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:01.018697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:01.018728] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:01.022980] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2026-02-10T20:18:01.023451] [INFO ] [FORECASTER] Completed predict_future for BRO
[2026-02-10T20:18:01.023693] [INFO ] [sig       ] BRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:01.202117] [INFO ] [LOCAL     ] Saved forecast: BRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BRO.txt
[2026-02-10T20:18:01.202362] [INFO ] [sig       ] [490/3417] Completed BRO in 0.5s | 2.78 sym/s | Total: 2.9m | ETA: 17.6m
[2026-02-10T20:18:01.202424] [INFO ] [sig       ] [491/3417] Forecasting BROS...
[2026-02-10T20:18:01.202465] [INFO ] [sig       ] Generating forecast for: BROS
[2026-02-10T20:18:01.202504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2026-02-10T20:18:01.219141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2026-02-10T20:18:01.219711] [INFO ] [FORECASTER] Starting predict_future for BROS
[2026-02-10T20:18:01.221047] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2026-02-10T20:18:01.221142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:01.221199] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:01.221249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:01.221344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:01.301047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:01.302051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:01.302648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:01.302690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:01.430922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:01.431097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:01.431141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:01.431171] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:01.434921] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2026-02-10T20:18:01.435281] [INFO ] [FORECASTER] Completed predict_future for BROS
[2026-02-10T20:18:01.435447] [INFO ] [sig       ] BROS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:01.586911] [INFO ] [LOCAL     ] Saved forecast: BROS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BROS.txt
[2026-02-10T20:18:01.587077] [INFO ] [sig       ] [491/3417] Completed BROS in 0.4s | 2.78 sym/s | Total: 2.9m | ETA: 17.5m
[2026-02-10T20:18:01.587118] [INFO ] [sig       ] [492/3417] Forecasting BRSP...
[2026-02-10T20:18:01.587149] [INFO ] [sig       ] Generating forecast for: BRSP
[2026-02-10T20:18:01.587189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2026-02-10T20:18:01.599389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2026-02-10T20:18:01.599999] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2026-02-10T20:18:01.601049] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2026-02-10T20:18:01.601103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:01.601136] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:01.601163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:01.601221] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:01.661666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:01.662644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:01.662750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:01.662784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:01.790449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:01.790635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:01.790864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:01.790934] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:01.794744] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2026-02-10T20:18:01.795081] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2026-02-10T20:18:01.795223] [INFO ] [sig       ] BRSP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:01.948263] [INFO ] [LOCAL     ] Saved forecast: BRSP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BRSP.txt
[2026-02-10T20:18:01.948438] [INFO ] [sig       ] [492/3417] Completed BRSP in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:01.948483] [INFO ] [sig       ] [493/3417] Forecasting BRX...
[2026-02-10T20:18:01.948524] [INFO ] [sig       ] Generating forecast for: BRX
[2026-02-10T20:18:01.948558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2026-02-10T20:18:01.962222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2026-02-10T20:18:01.962674] [INFO ] [FORECASTER] Starting predict_future for BRX
[2026-02-10T20:18:01.963616] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2026-02-10T20:18:01.963685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:01.963719] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:01.963747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:01.963813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:02.026765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:02.027703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:02.027801] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:02.027835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:02.153466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:02.153658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:02.153701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:02.153731] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:02.157408] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2026-02-10T20:18:02.157778] [INFO ] [FORECASTER] Completed predict_future for BRX
[2026-02-10T20:18:02.157932] [INFO ] [sig       ] BRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:02.313374] [INFO ] [LOCAL     ] Saved forecast: BRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BRX.txt
[2026-02-10T20:18:02.313552] [INFO ] [sig       ] [493/3417] Completed BRX in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:02.313629] [INFO ] [sig       ] [494/3417] Forecasting BRZE...
[2026-02-10T20:18:02.313663] [INFO ] [sig       ] Generating forecast for: BRZE
[2026-02-10T20:18:02.313692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2026-02-10T20:18:02.326062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2026-02-10T20:18:02.326476] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2026-02-10T20:18:02.327501] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2026-02-10T20:18:02.327559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:02.327801] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:02.327830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:02.327888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:02.387949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:02.388928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:02.389026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:02.389059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:02.517838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:02.518008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:02.518077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:02.518111] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:02.521880] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2026-02-10T20:18:02.522251] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2026-02-10T20:18:02.522401] [INFO ] [sig       ] BRZE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:02.677853] [INFO ] [LOCAL     ] Saved forecast: BRZE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BRZE.txt
[2026-02-10T20:18:02.678022] [INFO ] [sig       ] [494/3417] Completed BRZE in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:02.678085] [INFO ] [sig       ] [495/3417] Forecasting BSAC...
[2026-02-10T20:18:02.678118] [INFO ] [sig       ] Generating forecast for: BSAC
[2026-02-10T20:18:02.678149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2026-02-10T20:18:02.691416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2026-02-10T20:18:02.691864] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2026-02-10T20:18:02.692780] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2026-02-10T20:18:02.692840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:02.692872] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:02.692901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:02.692960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:02.760721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:02.761689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:02.761808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:02.761841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:02.911796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:02.911970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:02.912019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:02.912080] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:02.917104] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2026-02-10T20:18:02.917524] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2026-02-10T20:18:02.917877] [INFO ] [sig       ] BSAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:03.074462] [INFO ] [LOCAL     ] Saved forecast: BSAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSAC.txt
[2026-02-10T20:18:03.074646] [INFO ] [sig       ] [495/3417] Completed BSAC in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:03.074692] [INFO ] [sig       ] [496/3417] Forecasting BSCQ...
[2026-02-10T20:18:03.074723] [INFO ] [sig       ] Generating forecast for: BSCQ
[2026-02-10T20:18:03.074755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2026-02-10T20:18:03.086957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2026-02-10T20:18:03.087242] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2026-02-10T20:18:03.088083] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2026-02-10T20:18:03.088138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:03.088176] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:03.088204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:03.088262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:03.148301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:03.149154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:03.149236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:03.149268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:03.265115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:03.265279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:03.265320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:03.265350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:03.268829] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2026-02-10T20:18:03.269103] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2026-02-10T20:18:03.269234] [INFO ] [sig       ] BSCQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:03.412227] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSCQ.txt
[2026-02-10T20:18:03.412394] [INFO ] [sig       ] [496/3417] Completed BSCQ in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:03.412438] [INFO ] [sig       ] [497/3417] Forecasting BSCS...
[2026-02-10T20:18:03.412468] [INFO ] [sig       ] Generating forecast for: BSCS
[2026-02-10T20:18:03.412499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2026-02-10T20:18:03.424119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2026-02-10T20:18:03.424406] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2026-02-10T20:18:03.425254] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2026-02-10T20:18:03.425309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:03.425341] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:03.425368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:03.425424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:03.483822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:03.484640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:03.484910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:03.484943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:03.603565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:03.603745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:03.603786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:03.603816] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:03.607217] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2026-02-10T20:18:03.607496] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2026-02-10T20:18:03.607652] [INFO ] [sig       ] BSCS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:03.760241] [INFO ] [LOCAL     ] Saved forecast: BSCS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSCS.txt
[2026-02-10T20:18:03.760420] [INFO ] [sig       ] [497/3417] Completed BSCS in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:03.760465] [INFO ] [sig       ] [498/3417] Forecasting BSCX...
[2026-02-10T20:18:03.760495] [INFO ] [sig       ] Generating forecast for: BSCX
[2026-02-10T20:18:03.760527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2026-02-10T20:18:03.775981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2026-02-10T20:18:03.776453] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2026-02-10T20:18:03.777671] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2026-02-10T20:18:03.777745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:03.777781] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:03.777810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:03.777871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:03.845712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:03.846985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:03.847132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:03.847169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:03.984622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:03.984983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:03.985024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:03.985054] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:03.989256] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2026-02-10T20:18:03.989684] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2026-02-10T20:18:03.989859] [INFO ] [sig       ] BSCX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:04.156360] [INFO ] [LOCAL     ] Saved forecast: BSCX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSCX.txt
[2026-02-10T20:18:04.156532] [INFO ] [sig       ] [498/3417] Completed BSCX in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:04.156601] [INFO ] [sig       ] [499/3417] Forecasting BSCY...
[2026-02-10T20:18:04.156639] [INFO ] [sig       ] Generating forecast for: BSCY
[2026-02-10T20:18:04.156672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2026-02-10T20:18:04.170676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2026-02-10T20:18:04.171102] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2026-02-10T20:18:04.172440] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2026-02-10T20:18:04.172533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:04.172567] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:04.172622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:04.172699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:04.245070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:04.246243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:04.246403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:04.246461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:04.405677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:04.405875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:04.405933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:04.405976] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:04.411199] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2026-02-10T20:18:04.411712] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2026-02-10T20:18:04.411917] [INFO ] [sig       ] BSCY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:04.571959] [INFO ] [LOCAL     ] Saved forecast: BSCY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSCY.txt
[2026-02-10T20:18:04.572127] [INFO ] [sig       ] [499/3417] Completed BSCY in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:04.572170] [INFO ] [sig       ] [500/3417] Forecasting BSJQ...
[2026-02-10T20:18:04.572201] [INFO ] [sig       ] Generating forecast for: BSJQ
[2026-02-10T20:18:04.572233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2026-02-10T20:18:04.584864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2026-02-10T20:18:04.585277] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2026-02-10T20:18:04.586151] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2026-02-10T20:18:04.586208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:04.586241] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:04.586269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:04.586327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:04.648883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:04.649866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:04.649979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:04.650012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:04.783954] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:04.784119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:04.784159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:04.784189] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:04.787898] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2026-02-10T20:18:04.788317] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2026-02-10T20:18:04.788478] [INFO ] [sig       ] BSJQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:04.945654] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSJQ.txt
[2026-02-10T20:18:04.945824] [INFO ] [sig       ] [500/3417] Completed BSJQ in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:04.945867] [INFO ] [sig       ] [501/3417] Forecasting BSJS...
[2026-02-10T20:18:04.945911] [INFO ] [sig       ] Generating forecast for: BSJS
[2026-02-10T20:18:04.945952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2026-02-10T20:18:04.958373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2026-02-10T20:18:04.959064] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2026-02-10T20:18:04.960039] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2026-02-10T20:18:04.960163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:04.960212] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:04.960248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:04.960312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:05.024019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:05.025095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:05.025220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:05.025266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:05.156502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:05.156703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:05.156745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:05.156775] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:05.160836] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2026-02-10T20:18:05.161380] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2026-02-10T20:18:05.161535] [INFO ] [sig       ] BSJS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:05.322620] [INFO ] [LOCAL     ] Saved forecast: BSJS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSJS.txt
[2026-02-10T20:18:05.322995] [INFO ] [sig       ] [501/3417] Completed BSJS in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:05.323037] [INFO ] [sig       ] [502/3417] Forecasting BSL...
[2026-02-10T20:18:05.323069] [INFO ] [sig       ] Generating forecast for: BSL
[2026-02-10T20:18:05.323099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2026-02-10T20:18:05.335690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2026-02-10T20:18:05.336118] [INFO ] [FORECASTER] Starting predict_future for BSL
[2026-02-10T20:18:05.337070] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2026-02-10T20:18:05.337149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:05.337183] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:05.337210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:05.337269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:05.405784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:05.406781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:05.406910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:05.406946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:05.541211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:05.541381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:05.541422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:05.541453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:05.545366] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2026-02-10T20:18:05.545830] [INFO ] [FORECASTER] Completed predict_future for BSL
[2026-02-10T20:18:05.545996] [INFO ] [sig       ] BSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:05.701622] [INFO ] [LOCAL     ] Saved forecast: BSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSL.txt
[2026-02-10T20:18:05.701825] [INFO ] [sig       ] [502/3417] Completed BSL in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:05.701870] [INFO ] [sig       ] [503/3417] Forecasting BSM...
[2026-02-10T20:18:05.701915] [INFO ] [sig       ] Generating forecast for: BSM
[2026-02-10T20:18:05.701963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2026-02-10T20:18:05.715088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2026-02-10T20:18:05.715451] [INFO ] [FORECASTER] Starting predict_future for BSM
[2026-02-10T20:18:05.716615] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2026-02-10T20:18:05.716684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:05.716888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:05.716926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:05.717008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:05.789174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:05.790204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:05.790317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:05.790370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:05.929789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:05.929972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:05.930021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:05.930061] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:05.933812] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2026-02-10T20:18:05.934146] [INFO ] [FORECASTER] Completed predict_future for BSM
[2026-02-10T20:18:05.934295] [INFO ] [sig       ] BSM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:06.099706] [INFO ] [LOCAL     ] Saved forecast: BSM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSM.txt
[2026-02-10T20:18:06.099875] [INFO ] [sig       ] [503/3417] Completed BSM in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:06.099918] [INFO ] [sig       ] [504/3417] Forecasting BSMQ...
[2026-02-10T20:18:06.099950] [INFO ] [sig       ] Generating forecast for: BSMQ
[2026-02-10T20:18:06.099983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2026-02-10T20:18:06.113365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2026-02-10T20:18:06.113965] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2026-02-10T20:18:06.114917] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2026-02-10T20:18:06.114973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:06.115007] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:06.115041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:06.115114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:06.183294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:06.184234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:06.184344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:06.184378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:06.320636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:06.320804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:06.320847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:06.320877] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:06.324481] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2026-02-10T20:18:06.324816] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2026-02-10T20:18:06.324954] [INFO ] [sig       ] BSMQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:06.486811] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSMQ.txt
[2026-02-10T20:18:06.486989] [INFO ] [sig       ] [504/3417] Completed BSMQ in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:06.487033] [INFO ] [sig       ] [505/3417] Forecasting BSMS...
[2026-02-10T20:18:06.487065] [INFO ] [sig       ] Generating forecast for: BSMS
[2026-02-10T20:18:06.487098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2026-02-10T20:18:06.500241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2026-02-10T20:18:06.500652] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2026-02-10T20:18:06.501511] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2026-02-10T20:18:06.501601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:06.501652] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:06.501691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:06.501755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:06.567868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:06.569284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:06.569495] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:06.569551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:06.710346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:06.710561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:06.710624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:06.710657] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:06.714331] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2026-02-10T20:18:06.714644] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2026-02-10T20:18:06.714782] [INFO ] [sig       ] BSMS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:06.865133] [INFO ] [LOCAL     ] Saved forecast: BSMS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSMS.txt
[2026-02-10T20:18:06.865329] [INFO ] [sig       ] [505/3417] Completed BSMS in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:06.865379] [INFO ] [sig       ] [506/3417] Forecasting BSSX...
[2026-02-10T20:18:06.865409] [INFO ] [sig       ] Generating forecast for: BSSX
[2026-02-10T20:18:06.865440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2026-02-10T20:18:06.877626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2026-02-10T20:18:06.878090] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2026-02-10T20:18:06.879005] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2026-02-10T20:18:06.879066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:06.879133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:06.879161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:06.879219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:06.940932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:06.941907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:06.941998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:06.942032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:07.056338] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:07.056502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:07.056545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:07.056596] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:07.060209] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2026-02-10T20:18:07.060509] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2026-02-10T20:18:07.060664] [INFO ] [sig       ] BSSX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:07.209660] [INFO ] [LOCAL     ] Saved forecast: BSSX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSSX.txt
[2026-02-10T20:18:07.209829] [INFO ] [sig       ] [506/3417] Completed BSSX in 0.3s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:07.209873] [INFO ] [sig       ] [507/3417] Forecasting BSTZ...
[2026-02-10T20:18:07.209903] [INFO ] [sig       ] Generating forecast for: BSTZ
[2026-02-10T20:18:07.209934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2026-02-10T20:18:07.222794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2026-02-10T20:18:07.223191] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2026-02-10T20:18:07.224230] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2026-02-10T20:18:07.224300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:07.224353] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:07.224393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:07.224474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:07.288356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:07.289310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:07.289409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:07.289443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:07.424915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:07.425082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:07.425124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:07.425154] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:07.428701] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2026-02-10T20:18:07.429008] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2026-02-10T20:18:07.429151] [INFO ] [sig       ] BSTZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:07.580247] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSTZ.txt
[2026-02-10T20:18:07.580416] [INFO ] [sig       ] [507/3417] Completed BSTZ in 0.4s | 2.78 sym/s | Total: 3.0m | ETA: 17.5m
[2026-02-10T20:18:07.580456] [INFO ] [sig       ] [508/3417] Forecasting BSVN...
[2026-02-10T20:18:07.580488] [INFO ] [sig       ] Generating forecast for: BSVN
[2026-02-10T20:18:07.580519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2026-02-10T20:18:07.592492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2026-02-10T20:18:07.592870] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2026-02-10T20:18:07.593697] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2026-02-10T20:18:07.593752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:07.593784] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:07.593811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:07.594053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:07.653917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:07.654836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:07.654928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:07.654961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:07.770672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:07.770858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:07.770901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:07.770931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:07.774458] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2026-02-10T20:18:07.774792] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2026-02-10T20:18:07.774938] [INFO ] [sig       ] BSVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:07.924697] [INFO ] [LOCAL     ] Saved forecast: BSVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSVN.txt
[2026-02-10T20:18:07.924844] [INFO ] [sig       ] [508/3417] Completed BSVN in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.5m
[2026-02-10T20:18:07.924886] [INFO ] [sig       ] [509/3417] Forecasting BSVO...
[2026-02-10T20:18:07.924916] [INFO ] [sig       ] Generating forecast for: BSVO
[2026-02-10T20:18:07.924948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2026-02-10T20:18:07.937465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2026-02-10T20:18:07.938125] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2026-02-10T20:18:07.939119] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2026-02-10T20:18:07.939179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:07.939219] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:07.939252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:07.939322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:08.002805] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:08.003858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:08.003947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:08.003980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:08.128739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:08.128899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:08.128944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:08.129010] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:08.132680] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2026-02-10T20:18:08.132988] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2026-02-10T20:18:08.133130] [INFO ] [sig       ] BSVO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:08.278228] [INFO ] [LOCAL     ] Saved forecast: BSVO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BSVO.txt
[2026-02-10T20:18:08.278388] [INFO ] [sig       ] [509/3417] Completed BSVO in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.5m
[2026-02-10T20:18:08.278431] [INFO ] [sig       ] [510/3417] Forecasting BSX...
[2026-02-10T20:18:08.278465] [INFO ] [sig       ] Generating forecast for: BSX
[2026-02-10T20:18:08.278500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2026-02-10T20:18:08.290623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2026-02-10T20:18:08.290963] [INFO ] [FORECASTER] Starting predict_future for BSX
[2026-02-10T20:18:08.291831] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2026-02-10T20:18:08.291890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:08.291923] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:08.291953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:08.292012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:08.353884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:08.354785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:08.355065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:08.355100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:08.483393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:08.483555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:08.483615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:08.483650] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:08.487202] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2026-02-10T20:18:08.487482] [INFO ] [FORECASTER] Completed predict_future for BSX
[2026-02-10T20:18:08.487642] [INFO ] [sig       ] BSX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:08.633075] [INFO ] [LOCAL     ] Saved forecast: BSX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSX.txt
[2026-02-10T20:18:08.633220] [INFO ] [sig       ] [510/3417] Completed BSX in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.5m
[2026-02-10T20:18:08.633259] [INFO ] [sig       ] [511/3417] Forecasting BSY...
[2026-02-10T20:18:08.633289] [INFO ] [sig       ] Generating forecast for: BSY
[2026-02-10T20:18:08.633320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2026-02-10T20:18:08.644905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2026-02-10T20:18:08.645241] [INFO ] [FORECASTER] Starting predict_future for BSY
[2026-02-10T20:18:08.646045] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2026-02-10T20:18:08.646098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:08.646130] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:08.646156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:08.646213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:08.707204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:08.708179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:08.708269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:08.708301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:08.836192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:08.836351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:08.836390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:08.836421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:08.840012] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=63.62%)
[2026-02-10T20:18:08.840297] [INFO ] [FORECASTER] Completed predict_future for BSY
[2026-02-10T20:18:08.840432] [INFO ] [sig       ] BSY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:08.987374] [INFO ] [LOCAL     ] Saved forecast: BSY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BSY.txt
[2026-02-10T20:18:08.987537] [INFO ] [sig       ] [511/3417] Completed BSY in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:08.987597] [INFO ] [sig       ] [512/3417] Forecasting BTA...
[2026-02-10T20:18:08.987632] [INFO ] [sig       ] Generating forecast for: BTA
[2026-02-10T20:18:08.987664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2026-02-10T20:18:08.999548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2026-02-10T20:18:08.999987] [INFO ] [FORECASTER] Starting predict_future for BTA
[2026-02-10T20:18:09.000820] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2026-02-10T20:18:09.000885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:09.000939] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:09.001157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:09.001214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:09.061795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:09.062692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:09.062780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:09.062813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:09.175971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:09.176135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:09.176176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:09.176207] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:09.179977] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2026-02-10T20:18:09.180264] [INFO ] [FORECASTER] Completed predict_future for BTA
[2026-02-10T20:18:09.180401] [INFO ] [sig       ] BTA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:09.332379] [INFO ] [LOCAL     ] Saved forecast: BTA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BTA.txt
[2026-02-10T20:18:09.332554] [INFO ] [sig       ] [512/3417] Completed BTA in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:09.332627] [INFO ] [sig       ] [513/3417] Forecasting BTAI...
[2026-02-10T20:18:09.332668] [INFO ] [sig       ] Generating forecast for: BTAI
[2026-02-10T20:18:09.332717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2026-02-10T20:18:09.348826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2026-02-10T20:18:09.349285] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2026-02-10T20:18:09.350624] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2026-02-10T20:18:09.350692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:09.350928] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:09.350965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:09.351045] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:09.412637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:09.413560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:09.413702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:09.413747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:09.537122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:09.537295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:09.537337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:09.537367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:09.541130] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2026-02-10T20:18:09.541412] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2026-02-10T20:18:09.541548] [INFO ] [sig       ] BTAI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:09.688913] [INFO ] [LOCAL     ] Saved forecast: BTAI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BTAI.txt
[2026-02-10T20:18:09.689058] [INFO ] [sig       ] [513/3417] Completed BTAI in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:09.689099] [INFO ] [sig       ] [514/3417] Forecasting BTCS...
[2026-02-10T20:18:09.689131] [INFO ] [sig       ] Generating forecast for: BTCS
[2026-02-10T20:18:09.689162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2026-02-10T20:18:09.701214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2026-02-10T20:18:09.701630] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2026-02-10T20:18:09.702648] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2026-02-10T20:18:09.702701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:09.702733] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:09.702760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:09.702817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:09.761393] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:09.762300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:09.762388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:09.762422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:09.883393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:09.883555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:09.883623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:09.883662] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:09.887230] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=24.89%)
[2026-02-10T20:18:09.887537] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2026-02-10T20:18:09.887704] [INFO ] [sig       ] BTCS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:10.028555] [INFO ] [LOCAL     ] Saved forecast: BTCS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BTCS.txt
[2026-02-10T20:18:10.028747] [INFO ] [sig       ] [514/3417] Completed BTCS in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:10.028789] [INFO ] [sig       ] [515/3417] Forecasting BTE...
[2026-02-10T20:18:10.028819] [INFO ] [sig       ] Generating forecast for: BTE
[2026-02-10T20:18:10.028849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2026-02-10T20:18:10.040738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2026-02-10T20:18:10.041106] [INFO ] [FORECASTER] Starting predict_future for BTE
[2026-02-10T20:18:10.041901] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2026-02-10T20:18:10.041954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:10.041986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:10.042013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:10.042069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:10.099284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:10.100155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:10.100242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:10.100275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:10.215912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:10.216080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:10.216123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:10.216153] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:10.219777] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2026-02-10T20:18:10.220086] [INFO ] [FORECASTER] Completed predict_future for BTE
[2026-02-10T20:18:10.220231] [INFO ] [sig       ] BTE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:10.372966] [INFO ] [LOCAL     ] Saved forecast: BTE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BTE.txt
[2026-02-10T20:18:10.373155] [INFO ] [sig       ] [515/3417] Completed BTE in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:10.373224] [INFO ] [sig       ] [516/3417] Forecasting BTF...
[2026-02-10T20:18:10.373270] [INFO ] [sig       ] Generating forecast for: BTF
[2026-02-10T20:18:10.373315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2026-02-10T20:18:10.389285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2026-02-10T20:18:10.389801] [INFO ] [FORECASTER] Starting predict_future for BTF
[2026-02-10T20:18:10.391198] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2026-02-10T20:18:10.391263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:10.391299] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:10.391328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:10.391386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:10.454169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:10.455095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:10.455215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:10.455249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:10.586447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:10.586638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:10.586684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:10.586717] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:10.590530] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2026-02-10T20:18:10.590863] [INFO ] [FORECASTER] Completed predict_future for BTF
[2026-02-10T20:18:10.591005] [INFO ] [sig       ] BTF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:10.747414] [INFO ] [LOCAL     ] Saved forecast: BTF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BTF.txt
[2026-02-10T20:18:10.748811] [INFO ] [sig       ] [516/3417] Completed BTF in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:10.748863] [INFO ] [sig       ] [517/3417] Forecasting BTI...
[2026-02-10T20:18:10.748897] [INFO ] [sig       ] Generating forecast for: BTI
[2026-02-10T20:18:10.748928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2026-02-10T20:18:10.761669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2026-02-10T20:18:10.762117] [INFO ] [FORECASTER] Starting predict_future for BTI
[2026-02-10T20:18:10.763135] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2026-02-10T20:18:10.763198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:10.763233] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:10.763262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:10.763322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:10.827026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:10.827963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:10.828105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:10.828144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:10.959237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:10.959420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:10.959475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:10.959512] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:10.963209] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2026-02-10T20:18:10.963516] [INFO ] [FORECASTER] Completed predict_future for BTI
[2026-02-10T20:18:10.963674] [INFO ] [sig       ] BTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:11.107589] [INFO ] [LOCAL     ] Saved forecast: BTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BTI.txt
[2026-02-10T20:18:11.107743] [INFO ] [sig       ] [517/3417] Completed BTI in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:11.107784] [INFO ] [sig       ] [518/3417] Forecasting BTMD...
[2026-02-10T20:18:11.107813] [INFO ] [sig       ] Generating forecast for: BTMD
[2026-02-10T20:18:11.107844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2026-02-10T20:18:11.120300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2026-02-10T20:18:11.120766] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2026-02-10T20:18:11.121802] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2026-02-10T20:18:11.121868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:11.121910] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:11.121945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:11.122024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:11.189046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:11.189979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:11.190073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:11.190106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:11.327761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:11.327922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:11.327962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:11.327991] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:11.331861] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2026-02-10T20:18:11.332139] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2026-02-10T20:18:11.332269] [INFO ] [sig       ] BTMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:11.475507] [INFO ] [LOCAL     ] Saved forecast: BTMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BTMD.txt
[2026-02-10T20:18:11.475703] [INFO ] [sig       ] [518/3417] Completed BTMD in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:11.475754] [INFO ] [sig       ] [519/3417] Forecasting BTSG...
[2026-02-10T20:18:11.475797] [INFO ] [sig       ] Generating forecast for: BTSG
[2026-02-10T20:18:11.475829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2026-02-10T20:18:11.487712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2026-02-10T20:18:11.488105] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2026-02-10T20:18:11.488975] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2026-02-10T20:18:11.489029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:11.489063] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:11.489090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:11.489146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:11.549444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:11.550337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:11.550422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:11.550456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:11.673717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:11.674076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:11.674116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:11.674164] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:11.677681] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2026-02-10T20:18:11.678010] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2026-02-10T20:18:11.678207] [INFO ] [sig       ] BTSG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:11.824716] [INFO ] [LOCAL     ] Saved forecast: BTSG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BTSG.txt
[2026-02-10T20:18:11.824921] [INFO ] [sig       ] [519/3417] Completed BTSG in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:11.824965] [INFO ] [sig       ] [520/3417] Forecasting BTZ...
[2026-02-10T20:18:11.824995] [INFO ] [sig       ] Generating forecast for: BTZ
[2026-02-10T20:18:11.825026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2026-02-10T20:18:11.837186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2026-02-10T20:18:11.837534] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2026-02-10T20:18:11.838387] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2026-02-10T20:18:11.838441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:11.838472] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:11.838498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:11.838554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:11.896994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:11.897885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:11.897975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:11.898008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:12.018615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:12.018780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:12.018822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:12.018852] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:12.022409] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2026-02-10T20:18:12.022721] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2026-02-10T20:18:12.022857] [INFO ] [sig       ] BTZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:12.165558] [INFO ] [LOCAL     ] Saved forecast: BTZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BTZ.txt
[2026-02-10T20:18:12.165763] [INFO ] [sig       ] [520/3417] Completed BTZ in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:12.165814] [INFO ] [sig       ] [521/3417] Forecasting BUD...
[2026-02-10T20:18:12.165849] [INFO ] [sig       ] Generating forecast for: BUD
[2026-02-10T20:18:12.165880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2026-02-10T20:18:12.177946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2026-02-10T20:18:12.178325] [INFO ] [FORECASTER] Starting predict_future for BUD
[2026-02-10T20:18:12.179165] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2026-02-10T20:18:12.179219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:12.179251] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:12.179278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:12.179338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:12.239972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:12.240942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:12.241034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:12.241085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:12.362521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:12.362702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:12.362744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:12.362773] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:12.366284] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2026-02-10T20:18:12.366607] [INFO ] [FORECASTER] Completed predict_future for BUD
[2026-02-10T20:18:12.366759] [INFO ] [sig       ] BUD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:12.509929] [INFO ] [LOCAL     ] Saved forecast: BUD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BUD.txt
[2026-02-10T20:18:12.510093] [INFO ] [sig       ] [521/3417] Completed BUD in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:12.510136] [INFO ] [sig       ] [522/3417] Forecasting BUFC...
[2026-02-10T20:18:12.510166] [INFO ] [sig       ] Generating forecast for: BUFC
[2026-02-10T20:18:12.510196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2026-02-10T20:18:12.520087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2026-02-10T20:18:12.520369] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2026-02-10T20:18:12.521164] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2026-02-10T20:18:12.521217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:12.521249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:12.521276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:12.521332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:12.578651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:12.579358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:12.579439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:12.579471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:12.676223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:12.676351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:12.676389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:12.676418] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:12.680087] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2026-02-10T20:18:12.680357] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2026-02-10T20:18:12.680487] [INFO ] [sig       ] BUFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:12.820741] [INFO ] [LOCAL     ] Saved forecast: BUFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BUFC.txt
[2026-02-10T20:18:12.820881] [INFO ] [sig       ] [522/3417] Completed BUFC in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:12.820921] [INFO ] [sig       ] [523/3417] Forecasting BUG...
[2026-02-10T20:18:12.820951] [INFO ] [sig       ] Generating forecast for: BUG
[2026-02-10T20:18:12.820982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2026-02-10T20:18:12.832715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2026-02-10T20:18:12.833019] [INFO ] [FORECASTER] Starting predict_future for BUG
[2026-02-10T20:18:12.833810] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2026-02-10T20:18:12.833863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:12.833920] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:12.833959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:12.834017] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:12.890494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:12.891238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:12.891320] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:12.891353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:13.012438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:13.012619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:13.012663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:13.012692] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:13.016066] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2026-02-10T20:18:13.016344] [INFO ] [FORECASTER] Completed predict_future for BUG
[2026-02-10T20:18:13.016475] [INFO ] [sig       ] BUG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:13.230957] [INFO ] [LOCAL     ] Saved forecast: BUG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BUG.txt
[2026-02-10T20:18:13.231115] [INFO ] [sig       ] [523/3417] Completed BUG in 0.4s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:13.231155] [INFO ] [sig       ] [524/3417] Forecasting BUI...
[2026-02-10T20:18:13.231186] [INFO ] [sig       ] Generating forecast for: BUI
[2026-02-10T20:18:13.231217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2026-02-10T20:18:13.243068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2026-02-10T20:18:13.243370] [INFO ] [FORECASTER] Starting predict_future for BUI
[2026-02-10T20:18:13.244167] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2026-02-10T20:18:13.244220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:13.244251] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:13.244278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:13.244333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:13.300735] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:13.301422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:13.301502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:13.301534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:13.425016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:13.425179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:13.425220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:13.425249] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:13.429081] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=67.74%)
[2026-02-10T20:18:13.429358] [INFO ] [FORECASTER] Completed predict_future for BUI
[2026-02-10T20:18:13.429488] [INFO ] [sig       ] BUI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:13.578663] [INFO ] [LOCAL     ] Saved forecast: BUI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BUI.txt
[2026-02-10T20:18:13.578842] [INFO ] [sig       ] [524/3417] Completed BUI in 0.3s | 2.78 sym/s | Total: 3.1m | ETA: 17.4m
[2026-02-10T20:18:13.578884] [INFO ] [sig       ] [525/3417] Forecasting BURL...
[2026-02-10T20:18:13.578915] [INFO ] [sig       ] Generating forecast for: BURL
[2026-02-10T20:18:13.578945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2026-02-10T20:18:13.592419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2026-02-10T20:18:13.592764] [INFO ] [FORECASTER] Starting predict_future for BURL
[2026-02-10T20:18:13.593560] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2026-02-10T20:18:13.593643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:13.593678] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:13.593709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:13.593778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:13.650648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:13.651443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:13.651530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:13.651564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:13.772946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:13.773318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:13.773358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:13.773386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:13.777636] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2026-02-10T20:18:13.778008] [INFO ] [FORECASTER] Completed predict_future for BURL
[2026-02-10T20:18:13.778218] [INFO ] [sig       ] BURL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:13.931218] [INFO ] [LOCAL     ] Saved forecast: BURL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BURL.txt
[2026-02-10T20:18:13.931395] [INFO ] [sig       ] [525/3417] Completed BURL in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.4m
[2026-02-10T20:18:13.931439] [INFO ] [sig       ] [526/3417] Forecasting BUSE...
[2026-02-10T20:18:13.931468] [INFO ] [sig       ] Generating forecast for: BUSE
[2026-02-10T20:18:13.931499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2026-02-10T20:18:13.944676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2026-02-10T20:18:13.945075] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2026-02-10T20:18:13.945926] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2026-02-10T20:18:13.945981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:13.946013] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:13.946040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:13.946098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:14.006988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:14.007917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:14.008005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:14.008061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:14.133200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:14.133365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:14.133405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:14.133500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:14.137375] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2026-02-10T20:18:14.137739] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2026-02-10T20:18:14.137890] [INFO ] [sig       ] BUSE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:14.286510] [INFO ] [LOCAL     ] Saved forecast: BUSE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BUSE.txt
[2026-02-10T20:18:14.286706] [INFO ] [sig       ] [526/3417] Completed BUSE in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:14.286747] [INFO ] [sig       ] [527/3417] Forecasting BUXX...
[2026-02-10T20:18:14.286779] [INFO ] [sig       ] Generating forecast for: BUXX
[2026-02-10T20:18:14.286810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2026-02-10T20:18:14.299502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2026-02-10T20:18:14.299877] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2026-02-10T20:18:14.300688] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2026-02-10T20:18:14.300742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:14.300774] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:14.300799] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:14.300856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:14.364394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:14.365325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:14.365417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:14.365450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:14.490070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:14.490240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:14.490282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:14.490311] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:14.493848] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2026-02-10T20:18:14.494144] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2026-02-10T20:18:14.494282] [INFO ] [sig       ] BUXX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:14.639661] [INFO ] [LOCAL     ] Saved forecast: BUXX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BUXX.txt
[2026-02-10T20:18:14.639845] [INFO ] [sig       ] [527/3417] Completed BUXX in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:14.639895] [INFO ] [sig       ] [528/3417] Forecasting BVFL...
[2026-02-10T20:18:14.639925] [INFO ] [sig       ] Generating forecast for: BVFL
[2026-02-10T20:18:14.639955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2026-02-10T20:18:14.651999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2026-02-10T20:18:14.652419] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2026-02-10T20:18:14.653246] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2026-02-10T20:18:14.653300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:14.653332] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:14.653359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:14.653417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:14.712451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:14.713478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:14.713592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:14.713631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:14.832517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:14.832712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:14.832761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:14.832794] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:14.836431] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2026-02-10T20:18:14.836750] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2026-02-10T20:18:14.836899] [INFO ] [sig       ] BVFL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:14.978850] [INFO ] [LOCAL     ] Saved forecast: BVFL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BVFL.txt
[2026-02-10T20:18:14.979027] [INFO ] [sig       ] [528/3417] Completed BVFL in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:14.979068] [INFO ] [sig       ] [529/3417] Forecasting BVN...
[2026-02-10T20:18:14.979098] [INFO ] [sig       ] Generating forecast for: BVN
[2026-02-10T20:18:14.979130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2026-02-10T20:18:14.991312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2026-02-10T20:18:14.991724] [INFO ] [FORECASTER] Starting predict_future for BVN
[2026-02-10T20:18:14.992520] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2026-02-10T20:18:14.992602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:14.992639] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:14.992667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:14.992724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:15.051077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:15.052046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:15.052134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:15.052168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:15.179635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:15.179796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:15.179837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:15.179866] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:15.183484] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2026-02-10T20:18:15.183794] [INFO ] [FORECASTER] Completed predict_future for BVN
[2026-02-10T20:18:15.183941] [INFO ] [sig       ] BVN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:15.331633] [INFO ] [LOCAL     ] Saved forecast: BVN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BVN.txt
[2026-02-10T20:18:15.331804] [INFO ] [sig       ] [529/3417] Completed BVN in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:15.331846] [INFO ] [sig       ] [530/3417] Forecasting BVS...
[2026-02-10T20:18:15.331877] [INFO ] [sig       ] Generating forecast for: BVS
[2026-02-10T20:18:15.331907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2026-02-10T20:18:15.347729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2026-02-10T20:18:15.348190] [INFO ] [FORECASTER] Starting predict_future for BVS
[2026-02-10T20:18:15.349019] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2026-02-10T20:18:15.349073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:15.349105] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:15.349132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:15.349189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:15.411660] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:15.412788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:15.412876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:15.412910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:15.542520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:15.542707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:15.542749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:15.542781] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:15.546454] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2026-02-10T20:18:15.546775] [INFO ] [FORECASTER] Completed predict_future for BVS
[2026-02-10T20:18:15.546908] [INFO ] [sig       ] BVS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:15.693052] [INFO ] [LOCAL     ] Saved forecast: BVS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BVS.txt
[2026-02-10T20:18:15.693217] [INFO ] [sig       ] [530/3417] Completed BVS in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:15.693259] [INFO ] [sig       ] [531/3417] Forecasting BWA...
[2026-02-10T20:18:15.693289] [INFO ] [sig       ] Generating forecast for: BWA
[2026-02-10T20:18:15.693323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2026-02-10T20:18:15.706957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2026-02-10T20:18:15.707278] [INFO ] [FORECASTER] Starting predict_future for BWA
[2026-02-10T20:18:15.708309] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2026-02-10T20:18:15.708368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:15.708400] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:15.708427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:15.708482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:15.767461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:15.768399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:15.768487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:15.768521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:15.895655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:15.895822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:15.895869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:15.895904] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:15.899799] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2026-02-10T20:18:15.900097] [INFO ] [FORECASTER] Completed predict_future for BWA
[2026-02-10T20:18:15.900232] [INFO ] [sig       ] BWA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:16.045839] [INFO ] [LOCAL     ] Saved forecast: BWA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BWA.txt
[2026-02-10T20:18:16.045996] [INFO ] [sig       ] [531/3417] Completed BWA in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:16.046231] [INFO ] [sig       ] [532/3417] Forecasting BWAY...
[2026-02-10T20:18:16.046261] [INFO ] [sig       ] Generating forecast for: BWAY
[2026-02-10T20:18:16.046291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2026-02-10T20:18:16.059469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2026-02-10T20:18:16.059876] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2026-02-10T20:18:16.060681] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2026-02-10T20:18:16.060734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:16.060766] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:16.060793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:16.060850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:16.120884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:16.121777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:16.121879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:16.121920] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:16.250082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:16.250263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:16.250323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:16.250354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:16.254285] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2026-02-10T20:18:16.254662] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2026-02-10T20:18:16.254820] [INFO ] [sig       ] BWAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:16.406967] [INFO ] [LOCAL     ] Saved forecast: BWAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BWAY.txt
[2026-02-10T20:18:16.407148] [INFO ] [sig       ] [532/3417] Completed BWAY in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:16.407190] [INFO ] [sig       ] [533/3417] Forecasting BWB...
[2026-02-10T20:18:16.407223] [INFO ] [sig       ] Generating forecast for: BWB
[2026-02-10T20:18:16.407253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2026-02-10T20:18:16.420156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2026-02-10T20:18:16.420560] [INFO ] [FORECASTER] Starting predict_future for BWB
[2026-02-10T20:18:16.421505] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2026-02-10T20:18:16.421560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:16.421612] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:16.421641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:16.421698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:16.483094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:16.484053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:16.484174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:16.484217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:16.613232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:16.613391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:16.613433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:16.613468] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:16.617211] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2026-02-10T20:18:16.617530] [INFO ] [FORECASTER] Completed predict_future for BWB
[2026-02-10T20:18:16.617748] [INFO ] [sig       ] BWB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:16.762831] [INFO ] [LOCAL     ] Saved forecast: BWB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BWB.txt
[2026-02-10T20:18:16.762998] [INFO ] [sig       ] [533/3417] Completed BWB in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:16.763038] [INFO ] [sig       ] [534/3417] Forecasting BWEN...
[2026-02-10T20:18:16.763073] [INFO ] [sig       ] Generating forecast for: BWEN
[2026-02-10T20:18:16.763105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2026-02-10T20:18:16.775109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2026-02-10T20:18:16.775518] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2026-02-10T20:18:16.776676] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2026-02-10T20:18:16.776736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:16.776772] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:16.776802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:16.776869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:16.843899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:16.844831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:16.844931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:16.844977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:16.969359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:16.969532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:16.969599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:16.969632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:16.973957] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2026-02-10T20:18:16.974594] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2026-02-10T20:18:16.974760] [INFO ] [sig       ] BWEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:17.120928] [INFO ] [LOCAL     ] Saved forecast: BWEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BWEN.txt
[2026-02-10T20:18:17.121084] [INFO ] [sig       ] [534/3417] Completed BWEN in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:17.121125] [INFO ] [sig       ] [535/3417] Forecasting BWFG...
[2026-02-10T20:18:17.121154] [INFO ] [sig       ] Generating forecast for: BWFG
[2026-02-10T20:18:17.121187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2026-02-10T20:18:17.131893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2026-02-10T20:18:17.132220] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2026-02-10T20:18:17.133060] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2026-02-10T20:18:17.133114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:17.133147] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:17.133174] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:17.133231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:17.192405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:17.193409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:17.193493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:17.193527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:17.312170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:17.312350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:17.312391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:17.312421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:17.315970] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=56.93%)
[2026-02-10T20:18:17.316283] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2026-02-10T20:18:17.316422] [INFO ] [sig       ] BWFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:17.465059] [INFO ] [LOCAL     ] Saved forecast: BWFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BWFG.txt
[2026-02-10T20:18:17.465242] [INFO ] [sig       ] [535/3417] Completed BWFG in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:17.465290] [INFO ] [sig       ] [536/3417] Forecasting BWG...
[2026-02-10T20:18:17.465322] [INFO ] [sig       ] Generating forecast for: BWG
[2026-02-10T20:18:17.465363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2026-02-10T20:18:17.478416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2026-02-10T20:18:17.478869] [INFO ] [FORECASTER] Starting predict_future for BWG
[2026-02-10T20:18:17.479800] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2026-02-10T20:18:17.479859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:17.479907] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:17.479935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:17.479993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:17.553960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:17.554885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:17.555005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:17.555040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:17.676882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:17.677043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:17.677083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:17.677114] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:17.680597] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2026-02-10T20:18:17.680894] [INFO ] [FORECASTER] Completed predict_future for BWG
[2026-02-10T20:18:17.681038] [INFO ] [sig       ] BWG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:17.822623] [INFO ] [LOCAL     ] Saved forecast: BWG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BWG.txt
[2026-02-10T20:18:17.822813] [INFO ] [sig       ] [536/3417] Completed BWG in 0.4s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:17.822853] [INFO ] [sig       ] [537/3417] Forecasting BWIN...
[2026-02-10T20:18:17.822885] [INFO ] [sig       ] Generating forecast for: BWIN
[2026-02-10T20:18:17.822916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2026-02-10T20:18:17.834597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2026-02-10T20:18:17.834946] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2026-02-10T20:18:17.835750] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2026-02-10T20:18:17.835803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:17.835836] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:17.835863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:17.835920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:17.897998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:17.898929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:17.899017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:17.899050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:18.016792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:18.016960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:18.017001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:18.017030] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:18.020665] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2026-02-10T20:18:18.020989] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2026-02-10T20:18:18.021131] [INFO ] [sig       ] BWIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:18.164012] [INFO ] [LOCAL     ] Saved forecast: BWIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BWIN.txt
[2026-02-10T20:18:18.164199] [INFO ] [sig       ] [537/3417] Completed BWIN in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:18.164251] [INFO ] [sig       ] [538/3417] Forecasting BWMN...
[2026-02-10T20:18:18.164283] [INFO ] [sig       ] Generating forecast for: BWMN
[2026-02-10T20:18:18.164314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2026-02-10T20:18:18.175216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2026-02-10T20:18:18.175545] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2026-02-10T20:18:18.176397] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2026-02-10T20:18:18.176451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:18.176485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:18.176513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:18.176590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:18.236149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:18.237063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:18.237152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:18.237187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:18.363285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:18.363462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:18.363512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:18.363543] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:18.367145] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=74.65%)
[2026-02-10T20:18:18.367445] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2026-02-10T20:18:18.367621] [INFO ] [sig       ] BWMN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:18.512333] [INFO ] [LOCAL     ] Saved forecast: BWMN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BWMN.txt
[2026-02-10T20:18:18.512481] [INFO ] [sig       ] [538/3417] Completed BWMN in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:18.512522] [INFO ] [sig       ] [539/3417] Forecasting BXC...
[2026-02-10T20:18:18.512552] [INFO ] [sig       ] Generating forecast for: BXC
[2026-02-10T20:18:18.512605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2026-02-10T20:18:18.523749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2026-02-10T20:18:18.524088] [INFO ] [FORECASTER] Starting predict_future for BXC
[2026-02-10T20:18:18.524901] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2026-02-10T20:18:18.524955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:18.524988] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:18.525016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:18.525073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:18.581231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:18.582000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:18.582081] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:18.582113] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:18.701470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:18.701652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:18.701694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:18.701724] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:18.705186] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2026-02-10T20:18:18.705494] [INFO ] [FORECASTER] Completed predict_future for BXC
[2026-02-10T20:18:18.705656] [INFO ] [sig       ] BXC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:18.857749] [INFO ] [LOCAL     ] Saved forecast: BXC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BXC.txt
[2026-02-10T20:18:18.857925] [INFO ] [sig       ] [539/3417] Completed BXC in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:18.857972] [INFO ] [sig       ] [540/3417] Forecasting BXMX...
[2026-02-10T20:18:18.858004] [INFO ] [sig       ] Generating forecast for: BXMX
[2026-02-10T20:18:18.858269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2026-02-10T20:18:18.871109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2026-02-10T20:18:18.871428] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2026-02-10T20:18:18.872244] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2026-02-10T20:18:18.872297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:18.872364] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:18.872394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:18.872451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:18.929899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:18.930798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:18.930883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:18.930915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:19.056826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:19.056998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:19.057039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:19.057067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:19.060638] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2026-02-10T20:18:19.060916] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2026-02-10T20:18:19.061041] [INFO ] [sig       ] BXMX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:19.202420] [INFO ] [LOCAL     ] Saved forecast: BXMX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BXMX.txt
[2026-02-10T20:18:19.202561] [INFO ] [sig       ] [540/3417] Completed BXMX in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.3m
[2026-02-10T20:18:19.202622] [INFO ] [sig       ] [541/3417] Forecasting BXP...
[2026-02-10T20:18:19.202654] [INFO ] [sig       ] Generating forecast for: BXP
[2026-02-10T20:18:19.202684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2026-02-10T20:18:19.214036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2026-02-10T20:18:19.214342] [INFO ] [FORECASTER] Starting predict_future for BXP
[2026-02-10T20:18:19.215162] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2026-02-10T20:18:19.215216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:19.215249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:19.215277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:19.215334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:19.274000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:19.274791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:19.274878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:19.274914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:19.399049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:19.399220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:19.399262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:19.399294] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:19.402868] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2026-02-10T20:18:19.403169] [INFO ] [FORECASTER] Completed predict_future for BXP
[2026-02-10T20:18:19.403321] [INFO ] [sig       ] BXP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:19.549905] [INFO ] [LOCAL     ] Saved forecast: BXP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BXP.txt
[2026-02-10T20:18:19.550291] [INFO ] [sig       ] [541/3417] Completed BXP in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-10T20:18:19.550357] [INFO ] [sig       ] [542/3417] Forecasting BXSL...
[2026-02-10T20:18:19.550395] [INFO ] [sig       ] Generating forecast for: BXSL
[2026-02-10T20:18:19.550426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2026-02-10T20:18:19.562471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2026-02-10T20:18:19.562903] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2026-02-10T20:18:19.563761] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2026-02-10T20:18:19.563817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:19.563850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:19.563878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:19.563936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:19.622545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:19.623394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:19.623482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:19.623516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:19.749341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:19.749504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:19.749544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:19.749591] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:19.753107] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2026-02-10T20:18:19.753390] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2026-02-10T20:18:19.753522] [INFO ] [sig       ] BXSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:19.896220] [INFO ] [LOCAL     ] Saved forecast: BXSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BXSL.txt
[2026-02-10T20:18:19.896357] [INFO ] [sig       ] [542/3417] Completed BXSL in 0.3s | 2.78 sym/s | Total: 3.2m | ETA: 17.2m
[2026-02-10T20:18:19.896396] [INFO ] [sig       ] [543/3417] Forecasting BYD...
[2026-02-10T20:18:19.896427] [INFO ] [sig       ] Generating forecast for: BYD
[2026-02-10T20:18:19.896460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2026-02-10T20:18:19.907903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2026-02-10T20:18:19.908263] [INFO ] [FORECASTER] Starting predict_future for BYD
[2026-02-10T20:18:19.909088] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2026-02-10T20:18:19.909141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:19.909173] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:19.909201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:19.909258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:19.966240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:19.966981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:19.967063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:19.967096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:20.091052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:20.091250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:20.091291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:20.091389] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:20.095035] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=86.79%)
[2026-02-10T20:18:20.095323] [INFO ] [FORECASTER] Completed predict_future for BYD
[2026-02-10T20:18:20.095456] [INFO ] [sig       ] BYD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:20.236611] [INFO ] [LOCAL     ] Saved forecast: BYD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BYD.txt
[2026-02-10T20:18:20.236759] [INFO ] [sig       ] [543/3417] Completed BYD in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:20.236801] [INFO ] [sig       ] [544/3417] Forecasting BYRN...
[2026-02-10T20:18:20.236831] [INFO ] [sig       ] Generating forecast for: BYRN
[2026-02-10T20:18:20.236862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2026-02-10T20:18:20.248495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2026-02-10T20:18:20.248852] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2026-02-10T20:18:20.249668] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2026-02-10T20:18:20.249721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:20.249753] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:20.249779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:20.249836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:20.306659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:20.307513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:20.307616] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:20.307651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:20.429653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:20.429814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:20.429865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:20.429918] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:20.433489] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2026-02-10T20:18:20.433792] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2026-02-10T20:18:20.433930] [INFO ] [sig       ] BYRN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:20.573354] [INFO ] [LOCAL     ] Saved forecast: BYRN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BYRN.txt
[2026-02-10T20:18:20.573505] [INFO ] [sig       ] [544/3417] Completed BYRN in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:20.573545] [INFO ] [sig       ] [545/3417] Forecasting BYSI...
[2026-02-10T20:18:20.573595] [INFO ] [sig       ] Generating forecast for: BYSI
[2026-02-10T20:18:20.573629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2026-02-10T20:18:20.584337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2026-02-10T20:18:20.584696] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2026-02-10T20:18:20.585482] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2026-02-10T20:18:20.585534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:20.585566] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:20.585621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:20.585679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:20.642785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:20.643483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:20.643596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:20.643632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:20.750183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:20.750341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:20.750383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:20.750415] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:20.753945] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2026-02-10T20:18:20.754236] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2026-02-10T20:18:20.754368] [INFO ] [sig       ] BYSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:20.906147] [INFO ] [LOCAL     ] Saved forecast: BYSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BYSI.txt
[2026-02-10T20:18:20.906310] [INFO ] [sig       ] [545/3417] Completed BYSI in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:20.906350] [INFO ] [sig       ] [546/3417] Forecasting BZ...
[2026-02-10T20:18:20.906382] [INFO ] [sig       ] Generating forecast for: BZ
[2026-02-10T20:18:20.906414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2026-02-10T20:18:20.918291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2026-02-10T20:18:20.918674] [INFO ] [FORECASTER] Starting predict_future for BZ
[2026-02-10T20:18:20.919512] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2026-02-10T20:18:20.919567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:20.919629] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:20.919659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:20.919717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:20.983414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:20.984419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:20.984533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:20.984603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:21.115819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:21.115986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:21.116032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:21.116076] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:21.119800] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2026-02-10T20:18:21.120092] [INFO ] [FORECASTER] Completed predict_future for BZ
[2026-02-10T20:18:21.120231] [INFO ] [sig       ] BZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:21.271153] [INFO ] [LOCAL     ] Saved forecast: BZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BZ.txt
[2026-02-10T20:18:21.271321] [INFO ] [sig       ] [546/3417] Completed BZ in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:21.271363] [INFO ] [sig       ] [547/3417] Forecasting BZH...
[2026-02-10T20:18:21.271395] [INFO ] [sig       ] Generating forecast for: BZH
[2026-02-10T20:18:21.271427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2026-02-10T20:18:21.284939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2026-02-10T20:18:21.285517] [INFO ] [FORECASTER] Starting predict_future for BZH
[2026-02-10T20:18:21.286661] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2026-02-10T20:18:21.286717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:21.286750] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:21.286789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:21.286847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:21.351875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:21.352978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:21.353266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:21.353301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:21.475790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:21.475973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:21.476018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:21.476048] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:21.479720] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2026-02-10T20:18:21.480109] [INFO ] [FORECASTER] Completed predict_future for BZH
[2026-02-10T20:18:21.480256] [INFO ] [sig       ] BZH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:21.633936] [INFO ] [LOCAL     ] Saved forecast: BZH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/BZH.txt
[2026-02-10T20:18:21.634104] [INFO ] [sig       ] [547/3417] Completed BZH in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:21.634337] [INFO ] [sig       ] [548/3417] Forecasting BZUN...
[2026-02-10T20:18:21.634368] [INFO ] [sig       ] Generating forecast for: BZUN
[2026-02-10T20:18:21.634416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2026-02-10T20:18:21.647849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2026-02-10T20:18:21.648322] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2026-02-10T20:18:21.649273] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2026-02-10T20:18:21.649340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:21.649383] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:21.649413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:21.649478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:21.707237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:21.708244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:21.708336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:21.708369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:21.831693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:21.831850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:21.831897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:21.831933] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:21.835477] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2026-02-10T20:18:21.835803] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2026-02-10T20:18:21.835969] [INFO ] [sig       ] BZUN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:21.976063] [INFO ] [LOCAL     ] Saved forecast: BZUN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/BZUN.txt
[2026-02-10T20:18:21.976223] [INFO ] [sig       ] [548/3417] Completed BZUN in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:21.976265] [INFO ] [sig       ] [549/3417] Forecasting C...
[2026-02-10T20:18:21.976296] [INFO ] [sig       ] Generating forecast for: C
[2026-02-10T20:18:21.976326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2026-02-10T20:18:21.988178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2026-02-10T20:18:21.988601] [INFO ] [FORECASTER] Starting predict_future for C
[2026-02-10T20:18:21.989493] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2026-02-10T20:18:21.989548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:21.989610] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:21.989644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:21.989703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:22.048201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:22.049110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:22.049204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:22.049244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:22.172836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:22.172999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:22.173040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:22.173069] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:22.176527] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2026-02-10T20:18:22.176826] [INFO ] [FORECASTER] Completed predict_future for C
[2026-02-10T20:18:22.176963] [INFO ] [sig       ] C: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:22.316742] [INFO ] [LOCAL     ] Saved forecast: C	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/C.txt
[2026-02-10T20:18:22.316895] [INFO ] [sig       ] [549/3417] Completed C in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:22.316943] [INFO ] [sig       ] [550/3417] Forecasting CAAP...
[2026-02-10T20:18:22.316981] [INFO ] [sig       ] Generating forecast for: CAAP
[2026-02-10T20:18:22.317018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2026-02-10T20:18:22.328651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2026-02-10T20:18:22.328952] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2026-02-10T20:18:22.329771] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2026-02-10T20:18:22.329823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:22.329854] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:22.329881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:22.329950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:22.386412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:22.387139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:22.387221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:22.387284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:22.508586] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:22.508752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:22.508793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:22.508823] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:22.512330] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2026-02-10T20:18:22.512625] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2026-02-10T20:18:22.512755] [INFO ] [sig       ] CAAP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:22.655701] [INFO ] [LOCAL     ] Saved forecast: CAAP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CAAP.txt
[2026-02-10T20:18:22.655864] [INFO ] [sig       ] [550/3417] Completed CAAP in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:22.655915] [INFO ] [sig       ] [551/3417] Forecasting CAAS...
[2026-02-10T20:18:22.655953] [INFO ] [sig       ] Generating forecast for: CAAS
[2026-02-10T20:18:22.656001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2026-02-10T20:18:22.667705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2026-02-10T20:18:22.668056] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2026-02-10T20:18:22.668888] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2026-02-10T20:18:22.668943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:22.668978] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:22.669005] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:22.669062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:22.725479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:22.726345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:22.726442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:22.726478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:22.834878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:22.835040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:22.835082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:22.835111] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:22.838589] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2026-02-10T20:18:22.838870] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2026-02-10T20:18:22.839020] [INFO ] [sig       ] CAAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:22.979837] [INFO ] [LOCAL     ] Saved forecast: CAAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CAAS.txt
[2026-02-10T20:18:22.979994] [INFO ] [sig       ] [551/3417] Completed CAAS in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:22.980043] [INFO ] [sig       ] [552/3417] Forecasting CABA...
[2026-02-10T20:18:22.980078] [INFO ] [sig       ] Generating forecast for: CABA
[2026-02-10T20:18:22.980112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2026-02-10T20:18:22.991696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2026-02-10T20:18:22.992033] [INFO ] [FORECASTER] Starting predict_future for CABA
[2026-02-10T20:18:22.992840] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2026-02-10T20:18:22.992892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:22.992924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:22.992951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:22.993008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:23.051773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:23.052564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:23.052668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:23.052701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:23.169866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:23.170040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:23.170088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:23.170120] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:23.173549] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=32.95%)
[2026-02-10T20:18:23.173859] [INFO ] [FORECASTER] Completed predict_future for CABA
[2026-02-10T20:18:23.173993] [INFO ] [sig       ] CABA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:23.318541] [INFO ] [LOCAL     ] Saved forecast: CABA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CABA.txt
[2026-02-10T20:18:23.318742] [INFO ] [sig       ] [552/3417] Completed CABA in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:23.318791] [INFO ] [sig       ] [553/3417] Forecasting CABO...
[2026-02-10T20:18:23.318822] [INFO ] [sig       ] Generating forecast for: CABO
[2026-02-10T20:18:23.318853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2026-02-10T20:18:23.331323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2026-02-10T20:18:23.331721] [INFO ] [FORECASTER] Starting predict_future for CABO
[2026-02-10T20:18:23.332539] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2026-02-10T20:18:23.332614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:23.332649] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:23.332677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:23.332734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:23.391230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:23.392188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:23.392448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:23.392480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:23.514033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:23.514193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:23.514232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:23.514261] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:23.517690] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2026-02-10T20:18:23.517961] [INFO ] [FORECASTER] Completed predict_future for CABO
[2026-02-10T20:18:23.518122] [INFO ] [sig       ] CABO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:23.660033] [INFO ] [LOCAL     ] Saved forecast: CABO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CABO.txt
[2026-02-10T20:18:23.660202] [INFO ] [sig       ] [553/3417] Completed CABO in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.2m
[2026-02-10T20:18:23.660244] [INFO ] [sig       ] [554/3417] Forecasting CAC...
[2026-02-10T20:18:23.660274] [INFO ] [sig       ] Generating forecast for: CAC
[2026-02-10T20:18:23.660304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2026-02-10T20:18:23.671744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2026-02-10T20:18:23.672031] [INFO ] [FORECASTER] Starting predict_future for CAC
[2026-02-10T20:18:23.672827] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2026-02-10T20:18:23.672880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:23.672913] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:23.672946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:23.673014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:23.735926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:23.737022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:23.737112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:23.737147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:23.864651] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:23.864805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:23.864846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:23.864874] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:23.868668] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2026-02-10T20:18:23.868971] [INFO ] [FORECASTER] Completed predict_future for CAC
[2026-02-10T20:18:23.869141] [INFO ] [sig       ] CAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:24.017187] [INFO ] [LOCAL     ] Saved forecast: CAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CAC.txt
[2026-02-10T20:18:24.017338] [INFO ] [sig       ] [554/3417] Completed CAC in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-10T20:18:24.017380] [INFO ] [sig       ] [555/3417] Forecasting CACC...
[2026-02-10T20:18:24.017416] [INFO ] [sig       ] Generating forecast for: CACC
[2026-02-10T20:18:24.017457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2026-02-10T20:18:24.030762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2026-02-10T20:18:24.031143] [INFO ] [FORECASTER] Starting predict_future for CACC
[2026-02-10T20:18:24.032095] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2026-02-10T20:18:24.032151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:24.032190] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:24.032222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:24.032285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:24.092059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:24.092889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:24.092974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:24.093009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:24.215180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:24.215339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:24.215379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:24.215410] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:24.219302] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2026-02-10T20:18:24.219676] [INFO ] [FORECASTER] Completed predict_future for CACC
[2026-02-10T20:18:24.219831] [INFO ] [sig       ] CACC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:24.365788] [INFO ] [LOCAL     ] Saved forecast: CACC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CACC.txt
[2026-02-10T20:18:24.365979] [INFO ] [sig       ] [555/3417] Completed CACC in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-10T20:18:24.366031] [INFO ] [sig       ] [556/3417] Forecasting CACI...
[2026-02-10T20:18:24.366065] [INFO ] [sig       ] Generating forecast for: CACI
[2026-02-10T20:18:24.366096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2026-02-10T20:18:24.379018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2026-02-10T20:18:24.379591] [INFO ] [FORECASTER] Starting predict_future for CACI
[2026-02-10T20:18:24.380643] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2026-02-10T20:18:24.380697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:24.380730] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:24.380758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:24.380815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:24.444099] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:24.444972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:24.445060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:24.445096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:24.564669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:24.564842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:24.564884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:24.564916] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:24.568693] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2026-02-10T20:18:24.568985] [INFO ] [FORECASTER] Completed predict_future for CACI
[2026-02-10T20:18:24.569121] [INFO ] [sig       ] CACI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:24.713163] [INFO ] [LOCAL     ] Saved forecast: CACI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CACI.txt
[2026-02-10T20:18:24.713311] [INFO ] [sig       ] [556/3417] Completed CACI in 0.3s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-10T20:18:24.713355] [INFO ] [sig       ] [557/3417] Forecasting CADL...
[2026-02-10T20:18:24.713387] [INFO ] [sig       ] Generating forecast for: CADL
[2026-02-10T20:18:24.713419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2026-02-10T20:18:24.725711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2026-02-10T20:18:24.726047] [INFO ] [FORECASTER] Starting predict_future for CADL
[2026-02-10T20:18:24.727039] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2026-02-10T20:18:24.727094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:24.727155] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:24.727184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:24.727244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:24.792018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:24.793127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:24.793218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:24.793253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:24.922063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:24.922234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:24.922277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:24.922307] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:24.925950] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2026-02-10T20:18:24.926276] [INFO ] [FORECASTER] Completed predict_future for CADL
[2026-02-10T20:18:24.926418] [INFO ] [sig       ] CADL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:25.069920] [INFO ] [LOCAL     ] Saved forecast: CADL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CADL.txt
[2026-02-10T20:18:25.070072] [INFO ] [sig       ] [557/3417] Completed CADL in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-10T20:18:25.070113] [INFO ] [sig       ] [558/3417] Forecasting CAE...
[2026-02-10T20:18:25.070144] [INFO ] [sig       ] Generating forecast for: CAE
[2026-02-10T20:18:25.070174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2026-02-10T20:18:25.082834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2026-02-10T20:18:25.083189] [INFO ] [FORECASTER] Starting predict_future for CAE
[2026-02-10T20:18:25.084472] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2026-02-10T20:18:25.084527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:25.084561] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:25.084613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:25.084679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:25.154716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:25.155688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:25.155777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:25.155811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:25.290980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:25.291184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:25.291237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:25.291275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:25.295405] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2026-02-10T20:18:25.295713] [INFO ] [FORECASTER] Completed predict_future for CAE
[2026-02-10T20:18:25.295856] [INFO ] [sig       ] CAE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:25.450470] [INFO ] [LOCAL     ] Saved forecast: CAE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CAE.txt
[2026-02-10T20:18:25.450652] [INFO ] [sig       ] [558/3417] Completed CAE in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-10T20:18:25.450696] [INFO ] [sig       ] [559/3417] Forecasting CAF...
[2026-02-10T20:18:25.450726] [INFO ] [sig       ] Generating forecast for: CAF
[2026-02-10T20:18:25.450756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2026-02-10T20:18:25.462244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2026-02-10T20:18:25.462636] [INFO ] [FORECASTER] Starting predict_future for CAF
[2026-02-10T20:18:25.463556] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2026-02-10T20:18:25.463648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:25.463695] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:25.463732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:25.463811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:25.525996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:25.526940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:25.527031] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:25.527065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:25.648357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:25.648525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:25.648566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:25.648633] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:25.652303] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2026-02-10T20:18:25.652642] [INFO ] [FORECASTER] Completed predict_future for CAF
[2026-02-10T20:18:25.652785] [INFO ] [sig       ] CAF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:25.800796] [INFO ] [LOCAL     ] Saved forecast: CAF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CAF.txt
[2026-02-10T20:18:25.800939] [INFO ] [sig       ] [559/3417] Completed CAF in 0.4s | 2.78 sym/s | Total: 3.3m | ETA: 17.1m
[2026-02-10T20:18:25.800980] [INFO ] [sig       ] [560/3417] Forecasting CAG...
[2026-02-10T20:18:25.801012] [INFO ] [sig       ] Generating forecast for: CAG
[2026-02-10T20:18:25.801046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2026-02-10T20:18:25.813794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2026-02-10T20:18:25.814214] [INFO ] [FORECASTER] Starting predict_future for CAG
[2026-02-10T20:18:25.815440] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2026-02-10T20:18:25.815496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:25.815541] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:25.815592] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:25.815656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:25.879365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:25.880189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:25.880277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:25.880312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:26.001269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:26.001434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:26.001474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:26.001542] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:26.005256] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2026-02-10T20:18:26.005547] [INFO ] [FORECASTER] Completed predict_future for CAG
[2026-02-10T20:18:26.005703] [INFO ] [sig       ] CAG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:26.156164] [INFO ] [LOCAL     ] Saved forecast: CAG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CAG.txt
[2026-02-10T20:18:26.156316] [INFO ] [sig       ] [560/3417] Completed CAG in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:26.156357] [INFO ] [sig       ] [561/3417] Forecasting CAH...
[2026-02-10T20:18:26.156388] [INFO ] [sig       ] Generating forecast for: CAH
[2026-02-10T20:18:26.156420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2026-02-10T20:18:26.170088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2026-02-10T20:18:26.170455] [INFO ] [FORECASTER] Starting predict_future for CAH
[2026-02-10T20:18:26.171344] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2026-02-10T20:18:26.171400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:26.171434] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:26.171462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:26.171520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:26.236808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:26.237622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:26.237721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:26.237768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:26.360450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:26.360643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:26.360687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:26.360718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:26.364879] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2026-02-10T20:18:26.365172] [INFO ] [FORECASTER] Completed predict_future for CAH
[2026-02-10T20:18:26.365309] [INFO ] [sig       ] CAH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:26.516430] [INFO ] [LOCAL     ] Saved forecast: CAH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CAH.txt
[2026-02-10T20:18:26.516627] [INFO ] [sig       ] [561/3417] Completed CAH in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:26.516675] [INFO ] [sig       ] [562/3417] Forecasting CAKE...
[2026-02-10T20:18:26.516707] [INFO ] [sig       ] Generating forecast for: CAKE
[2026-02-10T20:18:26.516739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2026-02-10T20:18:26.534494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2026-02-10T20:18:26.535193] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2026-02-10T20:18:26.536272] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2026-02-10T20:18:26.536329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:26.536364] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:26.536391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:26.536450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:26.597108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:26.598178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:26.598302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:26.598357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:26.732485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:26.732665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:26.732710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:26.732741] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:26.736307] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2026-02-10T20:18:26.736615] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2026-02-10T20:18:26.736752] [INFO ] [sig       ] CAKE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:26.886026] [INFO ] [LOCAL     ] Saved forecast: CAKE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CAKE.txt
[2026-02-10T20:18:26.886202] [INFO ] [sig       ] [562/3417] Completed CAKE in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:26.886244] [INFO ] [sig       ] [563/3417] Forecasting CAL...
[2026-02-10T20:18:26.886276] [INFO ] [sig       ] Generating forecast for: CAL
[2026-02-10T20:18:26.886308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2026-02-10T20:18:26.898606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2026-02-10T20:18:26.899006] [INFO ] [FORECASTER] Starting predict_future for CAL
[2026-02-10T20:18:26.899855] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2026-02-10T20:18:26.899909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:26.899942] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:26.899970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:26.900036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:26.960129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:26.961075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:26.961165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:26.961199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:27.081487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:27.081668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:27.081710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:27.081741] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:27.085287] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2026-02-10T20:18:27.085569] [INFO ] [FORECASTER] Completed predict_future for CAL
[2026-02-10T20:18:27.085732] [INFO ] [sig       ] CAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:27.228735] [INFO ] [LOCAL     ] Saved forecast: CAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CAL.txt
[2026-02-10T20:18:27.228910] [INFO ] [sig       ] [563/3417] Completed CAL in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:27.228955] [INFO ] [sig       ] [564/3417] Forecasting CALM...
[2026-02-10T20:18:27.228992] [INFO ] [sig       ] Generating forecast for: CALM
[2026-02-10T20:18:27.229030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2026-02-10T20:18:27.243948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2026-02-10T20:18:27.244488] [INFO ] [FORECASTER] Starting predict_future for CALM
[2026-02-10T20:18:27.245724] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2026-02-10T20:18:27.245795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:27.245844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:27.245888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:27.245977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:27.312510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:27.313483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:27.313598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:27.313636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:27.446343] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:27.446504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:27.446546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:27.446598] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:27.450147] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2026-02-10T20:18:27.450432] [INFO ] [FORECASTER] Completed predict_future for CALM
[2026-02-10T20:18:27.450562] [INFO ] [sig       ] CALM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:27.610951] [INFO ] [LOCAL     ] Saved forecast: CALM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CALM.txt
[2026-02-10T20:18:27.611121] [INFO ] [sig       ] [564/3417] Completed CALM in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:27.611169] [INFO ] [sig       ] [565/3417] Forecasting CALX...
[2026-02-10T20:18:27.611204] [INFO ] [sig       ] Generating forecast for: CALX
[2026-02-10T20:18:27.611235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2026-02-10T20:18:27.623372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2026-02-10T20:18:27.623780] [INFO ] [FORECASTER] Starting predict_future for CALX
[2026-02-10T20:18:27.624814] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2026-02-10T20:18:27.624867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:27.624899] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:27.624925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:27.624982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:27.686329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:27.687206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:27.687291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:27.687324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:27.813377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:27.813541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:27.813602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:27.813636] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:27.817252] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2026-02-10T20:18:27.817536] [INFO ] [FORECASTER] Completed predict_future for CALX
[2026-02-10T20:18:27.817707] [INFO ] [sig       ] CALX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:27.958080] [INFO ] [LOCAL     ] Saved forecast: CALX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CALX.txt
[2026-02-10T20:18:27.958218] [INFO ] [sig       ] [565/3417] Completed CALX in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:27.958257] [INFO ] [sig       ] [566/3417] Forecasting CAPL...
[2026-02-10T20:18:27.958288] [INFO ] [sig       ] Generating forecast for: CAPL
[2026-02-10T20:18:27.958317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2026-02-10T20:18:27.969300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2026-02-10T20:18:27.969590] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2026-02-10T20:18:27.970355] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2026-02-10T20:18:27.970407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:27.970439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:27.970466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:27.970522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:28.028138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:28.028830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:28.028910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:28.028942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:28.147273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:28.147416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:28.147457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:28.147485] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:28.150932] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2026-02-10T20:18:28.151219] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2026-02-10T20:18:28.151346] [INFO ] [sig       ] CAPL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:28.294702] [INFO ] [LOCAL     ] Saved forecast: CAPL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CAPL.txt
[2026-02-10T20:18:28.294860] [INFO ] [sig       ] [566/3417] Completed CAPL in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:28.294900] [INFO ] [sig       ] [567/3417] Forecasting CARE...
[2026-02-10T20:18:28.294930] [INFO ] [sig       ] Generating forecast for: CARE
[2026-02-10T20:18:28.294961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2026-02-10T20:18:28.307202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2026-02-10T20:18:28.307505] [INFO ] [FORECASTER] Starting predict_future for CARE
[2026-02-10T20:18:28.308373] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2026-02-10T20:18:28.308427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:28.308461] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:28.308489] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:28.308547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:28.368269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:28.368998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:28.369113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:28.369149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:28.495543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:28.495736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:28.495801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:28.495838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:28.499863] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2026-02-10T20:18:28.500192] [INFO ] [FORECASTER] Completed predict_future for CARE
[2026-02-10T20:18:28.500329] [INFO ] [sig       ] CARE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:28.645965] [INFO ] [LOCAL     ] Saved forecast: CARE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CARE.txt
[2026-02-10T20:18:28.646101] [INFO ] [sig       ] [567/3417] Completed CARE in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:28.646142] [INFO ] [sig       ] [568/3417] Forecasting CARG...
[2026-02-10T20:18:28.646173] [INFO ] [sig       ] Generating forecast for: CARG
[2026-02-10T20:18:28.646203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2026-02-10T20:18:28.658632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2026-02-10T20:18:28.658915] [INFO ] [FORECASTER] Starting predict_future for CARG
[2026-02-10T20:18:28.659927] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2026-02-10T20:18:28.659979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:28.660012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:28.660039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:28.660097] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:28.719011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:28.719874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:28.719952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:28.719983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:28.841517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:28.841673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:28.841715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:28.841743] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:28.845096] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2026-02-10T20:18:28.845371] [INFO ] [FORECASTER] Completed predict_future for CARG
[2026-02-10T20:18:28.845499] [INFO ] [sig       ] CARG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:28.987047] [INFO ] [LOCAL     ] Saved forecast: CARG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CARG.txt
[2026-02-10T20:18:28.987178] [INFO ] [sig       ] [568/3417] Completed CARG in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:28.987219] [INFO ] [sig       ] [569/3417] Forecasting CARS...
[2026-02-10T20:18:28.987249] [INFO ] [sig       ] Generating forecast for: CARS
[2026-02-10T20:18:28.987278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2026-02-10T20:18:29.005932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2026-02-10T20:18:29.006231] [INFO ] [FORECASTER] Starting predict_future for CARS
[2026-02-10T20:18:29.007023] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2026-02-10T20:18:29.007076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:29.007108] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:29.007136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:29.007193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:29.069167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:29.070259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:29.070512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:29.070547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:29.203654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:29.203849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:29.203904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:29.203939] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:29.207902] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2026-02-10T20:18:29.208231] [INFO ] [FORECASTER] Completed predict_future for CARS
[2026-02-10T20:18:29.208388] [INFO ] [sig       ] CARS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:29.354680] [INFO ] [LOCAL     ] Saved forecast: CARS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CARS.txt
[2026-02-10T20:18:29.354811] [INFO ] [sig       ] [569/3417] Completed CARS in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.1m
[2026-02-10T20:18:29.354852] [INFO ] [sig       ] [570/3417] Forecasting CASH...
[2026-02-10T20:18:29.354881] [INFO ] [sig       ] Generating forecast for: CASH
[2026-02-10T20:18:29.354912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2026-02-10T20:18:29.365964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2026-02-10T20:18:29.366259] [INFO ] [FORECASTER] Starting predict_future for CASH
[2026-02-10T20:18:29.367045] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2026-02-10T20:18:29.367099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:29.367131] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:29.367159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:29.367216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:29.424520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:29.425194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:29.425275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:29.425308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:29.545474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:29.545849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:29.545890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:29.545919] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:29.549794] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=82.16%)
[2026-02-10T20:18:29.550072] [INFO ] [FORECASTER] Completed predict_future for CASH
[2026-02-10T20:18:29.550225] [INFO ] [sig       ] CASH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:29.696770] [INFO ] [LOCAL     ] Saved forecast: CASH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CASH.txt
[2026-02-10T20:18:29.696991] [INFO ] [sig       ] [570/3417] Completed CASH in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:29.697035] [INFO ] [sig       ] [571/3417] Forecasting CASS...
[2026-02-10T20:18:29.697065] [INFO ] [sig       ] Generating forecast for: CASS
[2026-02-10T20:18:29.697096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2026-02-10T20:18:29.708632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2026-02-10T20:18:29.709014] [INFO ] [FORECASTER] Starting predict_future for CASS
[2026-02-10T20:18:29.709817] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2026-02-10T20:18:29.709870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:29.709926] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:29.709957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:29.710014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:29.767661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:29.768595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:29.768690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:29.768722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:29.899704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:29.899869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:29.899909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:29.899939] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:29.903376] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2026-02-10T20:18:29.903702] [INFO ] [FORECASTER] Completed predict_future for CASS
[2026-02-10T20:18:29.903845] [INFO ] [sig       ] CASS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:30.050634] [INFO ] [LOCAL     ] Saved forecast: CASS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CASS.txt
[2026-02-10T20:18:30.050768] [INFO ] [sig       ] [571/3417] Completed CASS in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:30.050808] [INFO ] [sig       ] [572/3417] Forecasting CASY...
[2026-02-10T20:18:30.050839] [INFO ] [sig       ] Generating forecast for: CASY
[2026-02-10T20:18:30.050870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2026-02-10T20:18:30.062636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2026-02-10T20:18:30.062944] [INFO ] [FORECASTER] Starting predict_future for CASY
[2026-02-10T20:18:30.063734] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2026-02-10T20:18:30.063786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:30.063818] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:30.063846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:30.063903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:30.122162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:30.122888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:30.122970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:30.123003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:30.249001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:30.249131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:30.249180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:30.249215] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:30.252766] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2026-02-10T20:18:30.253037] [INFO ] [FORECASTER] Completed predict_future for CASY
[2026-02-10T20:18:30.253167] [INFO ] [sig       ] CASY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:30.401283] [INFO ] [LOCAL     ] Saved forecast: CASY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CASY.txt
[2026-02-10T20:18:30.401464] [INFO ] [sig       ] [572/3417] Completed CASY in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:30.401505] [INFO ] [sig       ] [573/3417] Forecasting CATH...
[2026-02-10T20:18:30.401535] [INFO ] [sig       ] Generating forecast for: CATH
[2026-02-10T20:18:30.401567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2026-02-10T20:18:30.412988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2026-02-10T20:18:30.413339] [INFO ] [FORECASTER] Starting predict_future for CATH
[2026-02-10T20:18:30.414128] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2026-02-10T20:18:30.414181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:30.414214] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:30.414241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:30.414298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:30.472872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:30.473815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:30.473898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:30.473932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:30.597198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:30.597361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:30.597402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:30.597433] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:30.600966] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2026-02-10T20:18:30.601243] [INFO ] [FORECASTER] Completed predict_future for CATH
[2026-02-10T20:18:30.601375] [INFO ] [sig       ] CATH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:30.745242] [INFO ] [LOCAL     ] Saved forecast: CATH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CATH.txt
[2026-02-10T20:18:30.745403] [INFO ] [sig       ] [573/3417] Completed CATH in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:30.745445] [INFO ] [sig       ] [574/3417] Forecasting CATO...
[2026-02-10T20:18:30.745475] [INFO ] [sig       ] Generating forecast for: CATO
[2026-02-10T20:18:30.745506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2026-02-10T20:18:30.756506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2026-02-10T20:18:30.756851] [INFO ] [FORECASTER] Starting predict_future for CATO
[2026-02-10T20:18:30.757643] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2026-02-10T20:18:30.757696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:30.757753] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:30.757782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:30.757839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:30.819007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:30.819962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:30.820057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:30.820090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:30.936727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:30.936884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:30.936927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:30.936956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:30.940430] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2026-02-10T20:18:30.940728] [INFO ] [FORECASTER] Completed predict_future for CATO
[2026-02-10T20:18:30.940859] [INFO ] [sig       ] CATO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:31.088229] [INFO ] [LOCAL     ] Saved forecast: CATO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CATO.txt
[2026-02-10T20:18:31.088392] [INFO ] [sig       ] [574/3417] Completed CATO in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:31.088435] [INFO ] [sig       ] [575/3417] Forecasting CATY...
[2026-02-10T20:18:31.088484] [INFO ] [sig       ] Generating forecast for: CATY
[2026-02-10T20:18:31.088518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2026-02-10T20:18:31.099699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2026-02-10T20:18:31.100008] [INFO ] [FORECASTER] Starting predict_future for CATY
[2026-02-10T20:18:31.100805] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2026-02-10T20:18:31.100857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:31.100890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:31.100917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:31.100978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:31.158943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:31.159860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:31.159946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:31.159978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:31.284188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:31.284352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:31.284393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:31.284422] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:31.289321] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2026-02-10T20:18:31.289907] [INFO ] [FORECASTER] Completed predict_future for CATY
[2026-02-10T20:18:31.290056] [INFO ] [sig       ] CATY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:31.432281] [INFO ] [LOCAL     ] Saved forecast: CATY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CATY.txt
[2026-02-10T20:18:31.432445] [INFO ] [sig       ] [575/3417] Completed CATY in 0.3s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:31.432487] [INFO ] [sig       ] [576/3417] Forecasting CAVA...
[2026-02-10T20:18:31.432517] [INFO ] [sig       ] Generating forecast for: CAVA
[2026-02-10T20:18:31.432547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2026-02-10T20:18:31.446741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2026-02-10T20:18:31.447097] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2026-02-10T20:18:31.447923] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2026-02-10T20:18:31.447976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:31.448009] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:31.448062] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:31.448137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:31.506138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:31.507032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:31.507115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:31.507148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:31.635992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:31.636190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:31.636233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:31.636262] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:31.640046] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2026-02-10T20:18:31.640358] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2026-02-10T20:18:31.640504] [INFO ] [sig       ] CAVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:31.788254] [INFO ] [LOCAL     ] Saved forecast: CAVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CAVA.txt
[2026-02-10T20:18:31.788419] [INFO ] [sig       ] [576/3417] Completed CAVA in 0.4s | 2.78 sym/s | Total: 3.4m | ETA: 17.0m
[2026-02-10T20:18:31.788460] [INFO ] [sig       ] [577/3417] Forecasting CB...
[2026-02-10T20:18:31.788492] [INFO ] [sig       ] Generating forecast for: CB
[2026-02-10T20:18:31.788523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2026-02-10T20:18:31.801730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2026-02-10T20:18:31.802137] [INFO ] [FORECASTER] Starting predict_future for CB
[2026-02-10T20:18:31.802968] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2026-02-10T20:18:31.803021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:31.803052] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:31.803079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:31.803136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:31.861731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:31.862706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:31.862794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:31.862829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:31.990788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:31.990952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:31.990994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:31.991057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:31.994629] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2026-02-10T20:18:31.994921] [INFO ] [FORECASTER] Completed predict_future for CB
[2026-02-10T20:18:31.995059] [INFO ] [sig       ] CB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:32.137104] [INFO ] [LOCAL     ] Saved forecast: CB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CB.txt
[2026-02-10T20:18:32.137267] [INFO ] [sig       ] [577/3417] Completed CB in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:32.137311] [INFO ] [sig       ] [578/3417] Forecasting CBAN...
[2026-02-10T20:18:32.137344] [INFO ] [sig       ] Generating forecast for: CBAN
[2026-02-10T20:18:32.137376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2026-02-10T20:18:32.150170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2026-02-10T20:18:32.150588] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2026-02-10T20:18:32.151498] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2026-02-10T20:18:32.151554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:32.151623] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:32.151656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:32.151714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:32.211676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:32.212533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:32.212641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:32.212677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:32.334014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:32.334238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:32.334290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:32.334343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:32.338264] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2026-02-10T20:18:32.338596] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2026-02-10T20:18:32.338744] [INFO ] [sig       ] CBAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:32.487831] [INFO ] [LOCAL     ] Saved forecast: CBAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CBAN.txt
[2026-02-10T20:18:32.487996] [INFO ] [sig       ] [578/3417] Completed CBAN in 0.4s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:32.488054] [INFO ] [sig       ] [579/3417] Forecasting CBL...
[2026-02-10T20:18:32.488085] [INFO ] [sig       ] Generating forecast for: CBL
[2026-02-10T20:18:32.488116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2026-02-10T20:18:32.500669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2026-02-10T20:18:32.501101] [INFO ] [FORECASTER] Starting predict_future for CBL
[2026-02-10T20:18:32.502009] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2026-02-10T20:18:32.502064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:32.502098] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:32.502127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:32.502186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:32.563852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:32.564785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:32.564874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:32.564907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:32.689342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:32.689718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:32.689761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:32.689790] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:32.693662] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2026-02-10T20:18:32.693953] [INFO ] [FORECASTER] Completed predict_future for CBL
[2026-02-10T20:18:32.694087] [INFO ] [sig       ] CBL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:32.837879] [INFO ] [LOCAL     ] Saved forecast: CBL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CBL.txt
[2026-02-10T20:18:32.838010] [INFO ] [sig       ] [579/3417] Completed CBL in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:32.838064] [INFO ] [sig       ] [580/3417] Forecasting CBNK...
[2026-02-10T20:18:32.838095] [INFO ] [sig       ] Generating forecast for: CBNK
[2026-02-10T20:18:32.838126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2026-02-10T20:18:32.849125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2026-02-10T20:18:32.849391] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2026-02-10T20:18:32.850173] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2026-02-10T20:18:32.850226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:32.850258] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:32.850285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:32.850341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:32.911053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:32.911776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:32.911879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:32.911935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:33.033649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:33.033804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:33.033843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:33.033871] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:33.037426] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=74.67%)
[2026-02-10T20:18:33.037716] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2026-02-10T20:18:33.037846] [INFO ] [sig       ] CBNK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:33.179812] [INFO ] [LOCAL     ] Saved forecast: CBNK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CBNK.txt
[2026-02-10T20:18:33.179968] [INFO ] [sig       ] [580/3417] Completed CBNK in 0.3s | 2.78 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:33.180009] [INFO ] [sig       ] [581/3417] Forecasting CBRE...
[2026-02-10T20:18:33.180039] [INFO ] [sig       ] Generating forecast for: CBRE
[2026-02-10T20:18:33.180070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2026-02-10T20:18:33.191951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2026-02-10T20:18:33.192282] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2026-02-10T20:18:33.193080] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2026-02-10T20:18:33.193133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:33.193164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:33.193191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:33.193247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:33.252211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:33.253081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:33.253165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:33.253197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:33.372394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:33.372559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:33.372620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:33.372650] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:33.376129] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2026-02-10T20:18:33.376408] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2026-02-10T20:18:33.376537] [INFO ] [sig       ] CBRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:33.520419] [INFO ] [LOCAL     ] Saved forecast: CBRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CBRE.txt
[2026-02-10T20:18:33.520611] [INFO ] [sig       ] [581/3417] Completed CBRE in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:33.520655] [INFO ] [sig       ] [582/3417] Forecasting CBRL...
[2026-02-10T20:18:33.520686] [INFO ] [sig       ] Generating forecast for: CBRL
[2026-02-10T20:18:33.520717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2026-02-10T20:18:33.533718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2026-02-10T20:18:33.534093] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2026-02-10T20:18:33.534909] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2026-02-10T20:18:33.534962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:33.534993] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:33.535020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:33.535089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:33.592113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:33.593016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:33.593101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:33.593133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:33.717026] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:33.717189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:33.717230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:33.717258] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:33.720746] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2026-02-10T20:18:33.721019] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2026-02-10T20:18:33.721148] [INFO ] [sig       ] CBRL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:33.865799] [INFO ] [LOCAL     ] Saved forecast: CBRL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CBRL.txt
[2026-02-10T20:18:33.865963] [INFO ] [sig       ] [582/3417] Completed CBRL in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:33.866007] [INFO ] [sig       ] [583/3417] Forecasting CBSH...
[2026-02-10T20:18:33.866038] [INFO ] [sig       ] Generating forecast for: CBSH
[2026-02-10T20:18:33.866067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2026-02-10T20:18:33.877698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2026-02-10T20:18:33.878029] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2026-02-10T20:18:33.878856] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2026-02-10T20:18:33.878909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:33.878941] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:33.878968] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:33.879024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:33.938788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:33.939720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:33.939806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:33.939841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:34.058606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:34.058770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:34.058811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:34.058841] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:34.062459] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2026-02-10T20:18:34.062760] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2026-02-10T20:18:34.062894] [INFO ] [sig       ] CBSH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:34.204197] [INFO ] [LOCAL     ] Saved forecast: CBSH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CBSH.txt
[2026-02-10T20:18:34.204338] [INFO ] [sig       ] [583/3417] Completed CBSH in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 17.0m
[2026-02-10T20:18:34.204377] [INFO ] [sig       ] [584/3417] Forecasting CBUS...
[2026-02-10T20:18:34.204408] [INFO ] [sig       ] Generating forecast for: CBUS
[2026-02-10T20:18:34.204646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2026-02-10T20:18:34.218063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2026-02-10T20:18:34.218377] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2026-02-10T20:18:34.219384] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2026-02-10T20:18:34.219437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:34.219470] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:34.219497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:34.219555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:34.277680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:34.278512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:34.278647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:34.278682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:34.400919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:34.401082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:34.401123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:34.401152] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:34.404793] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=80.54%)
[2026-02-10T20:18:34.405068] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2026-02-10T20:18:34.405197] [INFO ] [sig       ] CBUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:34.551318] [INFO ] [LOCAL     ] Saved forecast: CBUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CBUS.txt
[2026-02-10T20:18:34.551488] [INFO ] [sig       ] [584/3417] Completed CBUS in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:34.551528] [INFO ] [sig       ] [585/3417] Forecasting CBZ...
[2026-02-10T20:18:34.551561] [INFO ] [sig       ] Generating forecast for: CBZ
[2026-02-10T20:18:34.551621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2026-02-10T20:18:34.564322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2026-02-10T20:18:34.564728] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2026-02-10T20:18:34.565541] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2026-02-10T20:18:34.565616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:34.565651] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:34.565678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:34.565736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:34.625782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:34.626717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:34.626832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:34.626888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:34.748007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:34.748198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:34.748248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:34.748285] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:34.751934] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2026-02-10T20:18:34.752270] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2026-02-10T20:18:34.752430] [INFO ] [sig       ] CBZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:34.893243] [INFO ] [LOCAL     ] Saved forecast: CBZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CBZ.txt
[2026-02-10T20:18:34.893389] [INFO ] [sig       ] [585/3417] Completed CBZ in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:34.893429] [INFO ] [sig       ] [586/3417] Forecasting CC...
[2026-02-10T20:18:34.893459] [INFO ] [sig       ] Generating forecast for: CC
[2026-02-10T20:18:34.893490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2026-02-10T20:18:34.905428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2026-02-10T20:18:34.905782] [INFO ] [FORECASTER] Starting predict_future for CC
[2026-02-10T20:18:34.906592] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2026-02-10T20:18:34.906646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:34.906678] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:34.906705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:34.906761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:34.963962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:34.964797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:34.964884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:34.964917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:35.092785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:35.092947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:35.092987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:35.093015] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:35.096465] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2026-02-10T20:18:35.096765] [INFO ] [FORECASTER] Completed predict_future for CC
[2026-02-10T20:18:35.096897] [INFO ] [sig       ] CC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:35.237311] [INFO ] [LOCAL     ] Saved forecast: CC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CC.txt
[2026-02-10T20:18:35.237476] [INFO ] [sig       ] [586/3417] Completed CC in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:35.237518] [INFO ] [sig       ] [587/3417] Forecasting CCAP...
[2026-02-10T20:18:35.237551] [INFO ] [sig       ] Generating forecast for: CCAP
[2026-02-10T20:18:35.237603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2026-02-10T20:18:35.249284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2026-02-10T20:18:35.249631] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2026-02-10T20:18:35.250403] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2026-02-10T20:18:35.250455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:35.250488] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:35.250515] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:35.250594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:35.307396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:35.308261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:35.308347] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:35.308382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:35.429378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:35.429537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:35.429595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:35.429628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:35.433077] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=60.64%)
[2026-02-10T20:18:35.433387] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2026-02-10T20:18:35.433519] [INFO ] [sig       ] CCAP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:35.577766] [INFO ] [LOCAL     ] Saved forecast: CCAP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCAP.txt
[2026-02-10T20:18:35.577976] [INFO ] [sig       ] [587/3417] Completed CCAP in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:35.578021] [INFO ] [sig       ] [588/3417] Forecasting CCB...
[2026-02-10T20:18:35.578077] [INFO ] [sig       ] Generating forecast for: CCB
[2026-02-10T20:18:35.578109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2026-02-10T20:18:35.590722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2026-02-10T20:18:35.591109] [INFO ] [FORECASTER] Starting predict_future for CCB
[2026-02-10T20:18:35.592115] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2026-02-10T20:18:35.592168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:35.592205] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:35.592237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:35.592306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:35.655001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:35.656139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:35.656234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:35.656275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:35.785058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:35.785232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:35.785274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:35.785303] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:35.789003] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2026-02-10T20:18:35.789352] [INFO ] [FORECASTER] Completed predict_future for CCB
[2026-02-10T20:18:35.789505] [INFO ] [sig       ] CCB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:35.934071] [INFO ] [LOCAL     ] Saved forecast: CCB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CCB.txt
[2026-02-10T20:18:35.934228] [INFO ] [sig       ] [588/3417] Completed CCB in 0.4s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:35.934271] [INFO ] [sig       ] [589/3417] Forecasting CCBG...
[2026-02-10T20:18:35.934305] [INFO ] [sig       ] Generating forecast for: CCBG
[2026-02-10T20:18:35.934337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2026-02-10T20:18:35.947203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2026-02-10T20:18:35.947512] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2026-02-10T20:18:35.948344] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2026-02-10T20:18:35.948399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:35.948430] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:35.948457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:35.948513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:36.007202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:36.008088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:36.008185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:36.008220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:36.138029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:36.138243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:36.138287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:36.138316] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:36.142008] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2026-02-10T20:18:36.142307] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2026-02-10T20:18:36.142441] [INFO ] [sig       ] CCBG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:36.283120] [INFO ] [LOCAL     ] Saved forecast: CCBG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CCBG.txt
[2026-02-10T20:18:36.283285] [INFO ] [sig       ] [589/3417] Completed CCBG in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:36.283330] [INFO ] [sig       ] [590/3417] Forecasting CCCC...
[2026-02-10T20:18:36.283361] [INFO ] [sig       ] Generating forecast for: CCCC
[2026-02-10T20:18:36.283391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2026-02-10T20:18:36.295126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2026-02-10T20:18:36.295509] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2026-02-10T20:18:36.296319] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2026-02-10T20:18:36.296373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:36.296405] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:36.296431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:36.296487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:36.354006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:36.354942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:36.355036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:36.355069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:36.479208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:36.479387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:36.479429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:36.479459] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:36.482922] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2026-02-10T20:18:36.483202] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2026-02-10T20:18:36.483330] [INFO ] [sig       ] CCCC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:36.626180] [INFO ] [LOCAL     ] Saved forecast: CCCC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCCC.txt
[2026-02-10T20:18:36.626344] [INFO ] [sig       ] [590/3417] Completed CCCC in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:36.626386] [INFO ] [sig       ] [591/3417] Forecasting CCD...
[2026-02-10T20:18:36.626414] [INFO ] [sig       ] Generating forecast for: CCD
[2026-02-10T20:18:36.626444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2026-02-10T20:18:36.640163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2026-02-10T20:18:36.640783] [INFO ] [FORECASTER] Starting predict_future for CCD
[2026-02-10T20:18:36.641806] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2026-02-10T20:18:36.641860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:36.641921] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:36.641951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:36.642009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:36.702060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:36.702958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:36.703043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:36.703076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:36.824858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:36.825036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:36.825077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:36.825106] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:36.828795] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2026-02-10T20:18:36.829070] [INFO ] [FORECASTER] Completed predict_future for CCD
[2026-02-10T20:18:36.829198] [INFO ] [sig       ] CCD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:36.972740] [INFO ] [LOCAL     ] Saved forecast: CCD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCD.txt
[2026-02-10T20:18:36.972902] [INFO ] [sig       ] [591/3417] Completed CCD in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:36.972943] [INFO ] [sig       ] [592/3417] Forecasting CCEC...
[2026-02-10T20:18:36.972973] [INFO ] [sig       ] Generating forecast for: CCEC
[2026-02-10T20:18:36.973004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2026-02-10T20:18:36.988814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2026-02-10T20:18:36.989134] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2026-02-10T20:18:36.990158] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2026-02-10T20:18:36.990213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:36.990245] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:36.990271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:36.990328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:37.047928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:37.048804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:37.048891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:37.048924] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:37.154523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:37.154709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:37.154757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:37.154787] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:37.158409] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2026-02-10T20:18:37.158707] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2026-02-10T20:18:37.158852] [INFO ] [sig       ] CCEC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:37.304361] [INFO ] [LOCAL     ] Saved forecast: CCEC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCEC.txt
[2026-02-10T20:18:37.304530] [INFO ] [sig       ] [592/3417] Completed CCEC in 0.3s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:37.304586] [INFO ] [sig       ] [593/3417] Forecasting CCEP...
[2026-02-10T20:18:37.304621] [INFO ] [sig       ] Generating forecast for: CCEP
[2026-02-10T20:18:37.304652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2026-02-10T20:18:37.317185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2026-02-10T20:18:37.317542] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2026-02-10T20:18:37.318439] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2026-02-10T20:18:37.318494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:37.318528] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:37.318554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:37.318631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:37.378457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:37.379279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:37.379377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:37.379418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:37.507104] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:37.507263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:37.507303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:37.507330] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:37.510850] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2026-02-10T20:18:37.511131] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2026-02-10T20:18:37.511270] [INFO ] [sig       ] CCEP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:37.683034] [INFO ] [LOCAL     ] Saved forecast: CCEP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCEP.txt
[2026-02-10T20:18:37.683236] [INFO ] [sig       ] [593/3417] Completed CCEP in 0.4s | 2.79 sym/s | Total: 3.5m | ETA: 16.9m
[2026-02-10T20:18:37.683303] [INFO ] [sig       ] [594/3417] Forecasting CCI...
[2026-02-10T20:18:37.683354] [INFO ] [sig       ] Generating forecast for: CCI
[2026-02-10T20:18:37.683392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2026-02-10T20:18:37.696052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2026-02-10T20:18:37.696422] [INFO ] [FORECASTER] Starting predict_future for CCI
[2026-02-10T20:18:37.697519] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2026-02-10T20:18:37.697599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:37.697635] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:37.697662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:37.697719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:37.757951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:37.758834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:37.758923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:37.758957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:37.890040] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:37.890201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:37.890244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:37.890307] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:37.893848] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2026-02-10T20:18:37.894160] [INFO ] [FORECASTER] Completed predict_future for CCI
[2026-02-10T20:18:37.894300] [INFO ] [sig       ] CCI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:38.039930] [INFO ] [LOCAL     ] Saved forecast: CCI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCI.txt
[2026-02-10T20:18:38.040073] [INFO ] [sig       ] [594/3417] Completed CCI in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-10T20:18:38.040113] [INFO ] [sig       ] [595/3417] Forecasting CCIF...
[2026-02-10T20:18:38.040142] [INFO ] [sig       ] Generating forecast for: CCIF
[2026-02-10T20:18:38.040173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2026-02-10T20:18:38.051352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2026-02-10T20:18:38.051676] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2026-02-10T20:18:38.052453] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2026-02-10T20:18:38.052505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:38.052547] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:38.052604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:38.052664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:38.109080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:38.109788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:38.109871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:38.109903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:38.232809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:38.232977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:38.233017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:38.233045] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:38.236934] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2026-02-10T20:18:38.237251] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2026-02-10T20:18:38.237399] [INFO ] [sig       ] CCIF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:38.387492] [INFO ] [LOCAL     ] Saved forecast: CCIF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CCIF.txt
[2026-02-10T20:18:38.387885] [INFO ] [sig       ] [595/3417] Completed CCIF in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-10T20:18:38.387927] [INFO ] [sig       ] [596/3417] Forecasting CCJ...
[2026-02-10T20:18:38.387958] [INFO ] [sig       ] Generating forecast for: CCJ
[2026-02-10T20:18:38.387987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2026-02-10T20:18:38.402023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2026-02-10T20:18:38.402453] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2026-02-10T20:18:38.403288] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2026-02-10T20:18:38.403343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:38.403378] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:38.403405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:38.403463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:38.465206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:38.466334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:38.466423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:38.466458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:38.595184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:38.595360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:38.595402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:38.595432] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:38.599084] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2026-02-10T20:18:38.599420] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2026-02-10T20:18:38.599564] [INFO ] [sig       ] CCJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:38.746781] [INFO ] [LOCAL     ] Saved forecast: CCJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CCJ.txt
[2026-02-10T20:18:38.746947] [INFO ] [sig       ] [596/3417] Completed CCJ in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-10T20:18:38.746988] [INFO ] [sig       ] [597/3417] Forecasting CCK...
[2026-02-10T20:18:38.747020] [INFO ] [sig       ] Generating forecast for: CCK
[2026-02-10T20:18:38.747051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2026-02-10T20:18:38.759342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2026-02-10T20:18:38.759688] [INFO ] [FORECASTER] Starting predict_future for CCK
[2026-02-10T20:18:38.760520] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2026-02-10T20:18:38.760607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:38.760643] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:38.760670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:38.760726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:38.817536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:38.818415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:38.818504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:38.818537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:38.954472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:38.954650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:38.954694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:38.954724] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:38.958324] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2026-02-10T20:18:38.958644] [INFO ] [FORECASTER] Completed predict_future for CCK
[2026-02-10T20:18:38.958784] [INFO ] [sig       ] CCK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:39.098632] [INFO ] [LOCAL     ] Saved forecast: CCK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCK.txt
[2026-02-10T20:18:39.098778] [INFO ] [sig       ] [597/3417] Completed CCK in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-10T20:18:39.098820] [INFO ] [sig       ] [598/3417] Forecasting CCL...
[2026-02-10T20:18:39.098852] [INFO ] [sig       ] Generating forecast for: CCL
[2026-02-10T20:18:39.098885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2026-02-10T20:18:39.110407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2026-02-10T20:18:39.110782] [INFO ] [FORECASTER] Starting predict_future for CCL
[2026-02-10T20:18:39.111643] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2026-02-10T20:18:39.111699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:39.111735] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:39.111764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:39.111823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:39.168859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:39.169877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:39.169969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:39.170004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:39.296885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:39.297052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:39.297099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:39.297128] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:39.300763] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2026-02-10T20:18:39.301061] [INFO ] [FORECASTER] Completed predict_future for CCL
[2026-02-10T20:18:39.301197] [INFO ] [sig       ] CCL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:39.440504] [INFO ] [LOCAL     ] Saved forecast: CCL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCL.txt
[2026-02-10T20:18:39.440670] [INFO ] [sig       ] [598/3417] Completed CCL in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.9m
[2026-02-10T20:18:39.440714] [INFO ] [sig       ] [599/3417] Forecasting CCLD...
[2026-02-10T20:18:39.440773] [INFO ] [sig       ] Generating forecast for: CCLD
[2026-02-10T20:18:39.440806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2026-02-10T20:18:39.452197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2026-02-10T20:18:39.452524] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2026-02-10T20:18:39.453321] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2026-02-10T20:18:39.453380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:39.453411] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:39.453437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:39.453492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:39.509974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:39.510731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:39.510814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:39.510847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:39.630490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:39.630670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:39.630710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:39.630738] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:39.634144] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2026-02-10T20:18:39.634426] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2026-02-10T20:18:39.634555] [INFO ] [sig       ] CCLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:39.774640] [INFO ] [LOCAL     ] Saved forecast: CCLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCLD.txt
[2026-02-10T20:18:39.774803] [INFO ] [sig       ] [599/3417] Completed CCLD in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:39.774847] [INFO ] [sig       ] [600/3417] Forecasting CCNE...
[2026-02-10T20:18:39.774878] [INFO ] [sig       ] Generating forecast for: CCNE
[2026-02-10T20:18:39.774908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2026-02-10T20:18:39.786457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2026-02-10T20:18:39.786864] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2026-02-10T20:18:39.787707] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2026-02-10T20:18:39.787761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:39.787792] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:39.787819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:39.787875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:39.846524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:39.847411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:39.847499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:39.847534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:39.976352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:39.976527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:39.976586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:39.976620] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:39.980097] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2026-02-10T20:18:39.980393] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2026-02-10T20:18:39.980529] [INFO ] [sig       ] CCNE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:40.126732] [INFO ] [LOCAL     ] Saved forecast: CCNE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCNE.txt
[2026-02-10T20:18:40.126887] [INFO ] [sig       ] [600/3417] Completed CCNE in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:40.126929] [INFO ] [sig       ] [601/3417] Forecasting CCO...
[2026-02-10T20:18:40.126960] [INFO ] [sig       ] Generating forecast for: CCO
[2026-02-10T20:18:40.126990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2026-02-10T20:18:40.139832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2026-02-10T20:18:40.140219] [INFO ] [FORECASTER] Starting predict_future for CCO
[2026-02-10T20:18:40.141048] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2026-02-10T20:18:40.141101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:40.141135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:40.141163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:40.141219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:40.198731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:40.199548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:40.199684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:40.199720] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:40.327441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:40.327624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:40.327669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:40.327699] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:40.331523] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2026-02-10T20:18:40.331926] [INFO ] [FORECASTER] Completed predict_future for CCO
[2026-02-10T20:18:40.332101] [INFO ] [sig       ] CCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:40.476634] [INFO ] [LOCAL     ] Saved forecast: CCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCO.txt
[2026-02-10T20:18:40.476806] [INFO ] [sig       ] [601/3417] Completed CCO in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:40.476848] [INFO ] [sig       ] [602/3417] Forecasting CCOI...
[2026-02-10T20:18:40.476879] [INFO ] [sig       ] Generating forecast for: CCOI
[2026-02-10T20:18:40.476910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2026-02-10T20:18:40.488660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2026-02-10T20:18:40.489048] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2026-02-10T20:18:40.489877] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2026-02-10T20:18:40.489931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:40.489964] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:40.489992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:40.490050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:40.548707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:40.549651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:40.549745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:40.549777] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:40.671895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:40.672058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:40.672100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:40.672147] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:40.675654] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2026-02-10T20:18:40.675943] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2026-02-10T20:18:40.676076] [INFO ] [sig       ] CCOI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:40.827358] [INFO ] [LOCAL     ] Saved forecast: CCOI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCOI.txt
[2026-02-10T20:18:40.827543] [INFO ] [sig       ] [602/3417] Completed CCOI in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:40.827610] [INFO ] [sig       ] [603/3417] Forecasting CCRN...
[2026-02-10T20:18:40.827645] [INFO ] [sig       ] Generating forecast for: CCRN
[2026-02-10T20:18:40.827679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2026-02-10T20:18:40.840452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2026-02-10T20:18:40.840924] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2026-02-10T20:18:40.841837] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2026-02-10T20:18:40.841897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:40.841932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:40.841960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:40.842020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:40.901118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:40.902062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:40.902175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:40.902207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:41.029256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:41.029414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:41.029465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:41.029494] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:41.033447] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2026-02-10T20:18:41.033966] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2026-02-10T20:18:41.034104] [INFO ] [sig       ] CCRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:41.180772] [INFO ] [LOCAL     ] Saved forecast: CCRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCRN.txt
[2026-02-10T20:18:41.180926] [INFO ] [sig       ] [603/3417] Completed CCRN in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:41.180968] [INFO ] [sig       ] [604/3417] Forecasting CCS...
[2026-02-10T20:18:41.180998] [INFO ] [sig       ] Generating forecast for: CCS
[2026-02-10T20:18:41.181029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2026-02-10T20:18:41.193040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2026-02-10T20:18:41.193401] [INFO ] [FORECASTER] Starting predict_future for CCS
[2026-02-10T20:18:41.194239] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2026-02-10T20:18:41.194293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:41.194327] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:41.194356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:41.194414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:41.253709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:41.254619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:41.254710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:41.254780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:41.379878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:41.380041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:41.380083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:41.380113] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:41.383594] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2026-02-10T20:18:41.383878] [INFO ] [FORECASTER] Completed predict_future for CCS
[2026-02-10T20:18:41.384016] [INFO ] [sig       ] CCS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:41.537774] [INFO ] [LOCAL     ] Saved forecast: CCS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CCS.txt
[2026-02-10T20:18:41.537996] [INFO ] [sig       ] [604/3417] Completed CCS in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:41.538069] [INFO ] [sig       ] [605/3417] Forecasting CCSI...
[2026-02-10T20:18:41.538105] [INFO ] [sig       ] Generating forecast for: CCSI
[2026-02-10T20:18:41.538138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2026-02-10T20:18:41.550000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2026-02-10T20:18:41.550353] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2026-02-10T20:18:41.551198] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2026-02-10T20:18:41.551253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:41.551285] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:41.551314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:41.551373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:41.614152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:41.615012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:41.615107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:41.615144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:41.737218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:41.737388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:41.737443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:41.737480] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:41.741149] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2026-02-10T20:18:41.741438] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2026-02-10T20:18:41.741592] [INFO ] [sig       ] CCSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:41.887207] [INFO ] [LOCAL     ] Saved forecast: CCSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CCSI.txt
[2026-02-10T20:18:41.887365] [INFO ] [sig       ] [605/3417] Completed CCSI in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:41.887407] [INFO ] [sig       ] [606/3417] Forecasting CDC...
[2026-02-10T20:18:41.887446] [INFO ] [sig       ] Generating forecast for: CDC
[2026-02-10T20:18:41.887480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2026-02-10T20:18:41.898949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2026-02-10T20:18:41.899334] [INFO ] [FORECASTER] Starting predict_future for CDC
[2026-02-10T20:18:41.900191] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2026-02-10T20:18:41.900248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:41.900282] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:41.900324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:41.900384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:41.959093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:41.959934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:41.960041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:41.960075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:42.081886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:42.082054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:42.082097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:42.082127] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:42.085830] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2026-02-10T20:18:42.086236] [INFO ] [FORECASTER] Completed predict_future for CDC
[2026-02-10T20:18:42.086435] [INFO ] [sig       ] CDC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:42.231754] [INFO ] [LOCAL     ] Saved forecast: CDC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDC.txt
[2026-02-10T20:18:42.231922] [INFO ] [sig       ] [606/3417] Completed CDC in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:42.231963] [INFO ] [sig       ] [607/3417] Forecasting CDE...
[2026-02-10T20:18:42.231992] [INFO ] [sig       ] Generating forecast for: CDE
[2026-02-10T20:18:42.232024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2026-02-10T20:18:42.243422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2026-02-10T20:18:42.243827] [INFO ] [FORECASTER] Starting predict_future for CDE
[2026-02-10T20:18:42.244669] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2026-02-10T20:18:42.244727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:42.244761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:42.244794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:42.244868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:42.303990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:42.304897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:42.304987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:42.305021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:42.435141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:42.435307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:42.435350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:42.435380] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:42.439002] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2026-02-10T20:18:42.439294] [INFO ] [FORECASTER] Completed predict_future for CDE
[2026-02-10T20:18:42.439449] [INFO ] [sig       ] CDE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:42.585310] [INFO ] [LOCAL     ] Saved forecast: CDE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDE.txt
[2026-02-10T20:18:42.585468] [INFO ] [sig       ] [607/3417] Completed CDE in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:42.585509] [INFO ] [sig       ] [608/3417] Forecasting CDIO...
[2026-02-10T20:18:42.585542] [INFO ] [sig       ] Generating forecast for: CDIO
[2026-02-10T20:18:42.585594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2026-02-10T20:18:42.597366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2026-02-10T20:18:42.597767] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2026-02-10T20:18:42.598679] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2026-02-10T20:18:42.598745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:42.598807] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:42.598838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:42.598897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:42.658570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:42.659550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:42.659664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:42.659700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:42.786916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:42.787086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:42.787128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:42.787156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:42.791231] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2026-02-10T20:18:42.791515] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2026-02-10T20:18:42.791689] [INFO ] [sig       ] CDIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:42.935890] [INFO ] [LOCAL     ] Saved forecast: CDIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDIO.txt
[2026-02-10T20:18:42.936048] [INFO ] [sig       ] [608/3417] Completed CDIO in 0.4s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:42.936090] [INFO ] [sig       ] [609/3417] Forecasting CDL...
[2026-02-10T20:18:42.936119] [INFO ] [sig       ] Generating forecast for: CDL
[2026-02-10T20:18:42.936150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2026-02-10T20:18:42.948929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2026-02-10T20:18:42.949280] [INFO ] [FORECASTER] Starting predict_future for CDL
[2026-02-10T20:18:42.950096] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2026-02-10T20:18:42.950149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:42.950181] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:42.950207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:42.950264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:43.008589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:43.009221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:43.009308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:43.009349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:43.123994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:43.124117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:43.124157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:43.124186] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:43.127499] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2026-02-10T20:18:43.127784] [INFO ] [FORECASTER] Completed predict_future for CDL
[2026-02-10T20:18:43.127912] [INFO ] [sig       ] CDL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:43.269471] [INFO ] [LOCAL     ] Saved forecast: CDL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CDL.txt
[2026-02-10T20:18:43.269603] [INFO ] [sig       ] [609/3417] Completed CDL in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:43.269644] [INFO ] [sig       ] [610/3417] Forecasting CDNA...
[2026-02-10T20:18:43.269816] [INFO ] [sig       ] Generating forecast for: CDNA
[2026-02-10T20:18:43.269846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2026-02-10T20:18:43.282639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2026-02-10T20:18:43.282909] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2026-02-10T20:18:43.283704] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2026-02-10T20:18:43.283762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:43.283795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:43.283822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:43.283878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:43.341444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:43.342398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:43.342483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:43.342518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:43.468218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:43.468376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:43.468416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:43.468445] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:43.472239] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2026-02-10T20:18:43.472509] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2026-02-10T20:18:43.472652] [INFO ] [sig       ] CDNA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:43.618483] [INFO ] [LOCAL     ] Saved forecast: CDNA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDNA.txt
[2026-02-10T20:18:43.618653] [INFO ] [sig       ] [610/3417] Completed CDNA in 0.3s | 2.79 sym/s | Total: 3.6m | ETA: 16.8m
[2026-02-10T20:18:43.618695] [INFO ] [sig       ] [611/3417] Forecasting CDNS...
[2026-02-10T20:18:43.618726] [INFO ] [sig       ] Generating forecast for: CDNS
[2026-02-10T20:18:43.618757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2026-02-10T20:18:43.633513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2026-02-10T20:18:43.634053] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2026-02-10T20:18:43.635121] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2026-02-10T20:18:43.635174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:43.635205] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:43.635231] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:43.635285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:43.695415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:43.696077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:43.696247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:43.696283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:43.823493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:43.823658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:43.823697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:43.823769] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:43.827363] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2026-02-10T20:18:43.827658] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2026-02-10T20:18:43.827788] [INFO ] [sig       ] CDNS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:43.969520] [INFO ] [LOCAL     ] Saved forecast: CDNS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDNS.txt
[2026-02-10T20:18:43.969681] [INFO ] [sig       ] [611/3417] Completed CDNS in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.8m
[2026-02-10T20:18:43.969722] [INFO ] [sig       ] [612/3417] Forecasting CDP...
[2026-02-10T20:18:43.969752] [INFO ] [sig       ] Generating forecast for: CDP
[2026-02-10T20:18:43.969784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2026-02-10T20:18:43.981053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2026-02-10T20:18:43.981361] [INFO ] [FORECASTER] Starting predict_future for CDP
[2026-02-10T20:18:43.982195] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2026-02-10T20:18:43.982248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:43.982279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:43.982306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:43.982362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:44.040902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:44.041623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:44.041704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:44.041736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:44.162033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:44.162189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:44.162229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:44.162258] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:44.165651] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2026-02-10T20:18:44.165922] [INFO ] [FORECASTER] Completed predict_future for CDP
[2026-02-10T20:18:44.166069] [INFO ] [sig       ] CDP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:44.307041] [INFO ] [LOCAL     ] Saved forecast: CDP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDP.txt
[2026-02-10T20:18:44.307156] [INFO ] [sig       ] [612/3417] Completed CDP in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.8m
[2026-02-10T20:18:44.307196] [INFO ] [sig       ] [613/3417] Forecasting CDRE...
[2026-02-10T20:18:44.307224] [INFO ] [sig       ] Generating forecast for: CDRE
[2026-02-10T20:18:44.307254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2026-02-10T20:18:44.318234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2026-02-10T20:18:44.318527] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2026-02-10T20:18:44.319324] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2026-02-10T20:18:44.319378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:44.319410] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:44.319437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:44.319494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:44.378383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:44.379015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:44.379094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:44.379126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:44.500532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:44.500696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:44.500735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:44.500764] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:44.504134] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2026-02-10T20:18:44.504437] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2026-02-10T20:18:44.504587] [INFO ] [sig       ] CDRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:44.644916] [INFO ] [LOCAL     ] Saved forecast: CDRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDRE.txt
[2026-02-10T20:18:44.645082] [INFO ] [sig       ] [613/3417] Completed CDRE in 0.3s | 2.79 sym/s | Total: 3.7m | ETA: 16.8m
[2026-02-10T20:18:44.645125] [INFO ] [sig       ] [614/3417] Forecasting CDRO...
[2026-02-10T20:18:44.645155] [INFO ] [sig       ] Generating forecast for: CDRO
[2026-02-10T20:18:44.645186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2026-02-10T20:18:44.655756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2026-02-10T20:18:44.656083] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2026-02-10T20:18:44.656991] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2026-02-10T20:18:44.657046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:44.657078] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:44.657107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:44.657164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:44.719407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:44.720507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:44.720633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:44.720671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:44.846020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:44.846212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:44.846274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:44.846313] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:44.851533] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=77.10%)
[2026-02-10T20:18:44.851993] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2026-02-10T20:18:44.852171] [INFO ] [sig       ] CDRO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:45.103760] [INFO ] [LOCAL     ] Saved forecast: CDRO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDRO.txt
[2026-02-10T20:18:45.103967] [INFO ] [sig       ] [614/3417] Completed CDRO in 0.5s | 2.79 sym/s | Total: 3.7m | ETA: 16.8m
[2026-02-10T20:18:45.104020] [INFO ] [sig       ] [615/3417] Forecasting CDXS...
[2026-02-10T20:18:45.104059] [INFO ] [sig       ] Generating forecast for: CDXS
[2026-02-10T20:18:45.104099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2026-02-10T20:18:45.118904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2026-02-10T20:18:45.119261] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2026-02-10T20:18:45.120318] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2026-02-10T20:18:45.120381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:45.120422] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:45.120459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:45.120538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:45.186600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:45.187643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:45.187734] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:45.187768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:45.311262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:45.311444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:45.311488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:45.311518] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:45.315025] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2026-02-10T20:18:45.315314] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2026-02-10T20:18:45.315447] [INFO ] [sig       ] CDXS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:45.457319] [INFO ] [LOCAL     ] Saved forecast: CDXS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CDXS.txt
[2026-02-10T20:18:45.457530] [INFO ] [sig       ] [615/3417] Completed CDXS in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:45.457611] [INFO ] [sig       ] [616/3417] Forecasting CDZI...
[2026-02-10T20:18:45.457648] [INFO ] [sig       ] Generating forecast for: CDZI
[2026-02-10T20:18:45.457678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2026-02-10T20:18:45.469289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2026-02-10T20:18:45.469644] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2026-02-10T20:18:45.470492] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2026-02-10T20:18:45.470546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:45.470599] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:45.470629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:45.470686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:45.527892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:45.528872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:45.528956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:45.528988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:45.656240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:45.656409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:45.656453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:45.656490] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:45.660243] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2026-02-10T20:18:45.660596] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2026-02-10T20:18:45.660742] [INFO ] [sig       ] CDZI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:45.815955] [INFO ] [LOCAL     ] Saved forecast: CDZI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CDZI.txt
[2026-02-10T20:18:45.816117] [INFO ] [sig       ] [616/3417] Completed CDZI in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:45.816159] [INFO ] [sig       ] [617/3417] Forecasting CE...
[2026-02-10T20:18:45.816190] [INFO ] [sig       ] Generating forecast for: CE
[2026-02-10T20:18:45.816220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2026-02-10T20:18:45.830698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2026-02-10T20:18:45.831396] [INFO ] [FORECASTER] Starting predict_future for CE
[2026-02-10T20:18:45.832565] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2026-02-10T20:18:45.832680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:45.832742] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:45.832788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:45.833063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:45.899069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:45.900035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:45.900121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:45.900156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:46.025422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:46.025605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:46.025650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:46.025680] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:46.029192] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2026-02-10T20:18:46.029482] [INFO ] [FORECASTER] Completed predict_future for CE
[2026-02-10T20:18:46.029636] [INFO ] [sig       ] CE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:46.174295] [INFO ] [LOCAL     ] Saved forecast: CE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CE.txt
[2026-02-10T20:18:46.174454] [INFO ] [sig       ] [617/3417] Completed CE in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:46.174499] [INFO ] [sig       ] [618/3417] Forecasting CECO...
[2026-02-10T20:18:46.174531] [INFO ] [sig       ] Generating forecast for: CECO
[2026-02-10T20:18:46.174561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2026-02-10T20:18:46.186041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2026-02-10T20:18:46.186388] [INFO ] [FORECASTER] Starting predict_future for CECO
[2026-02-10T20:18:46.187330] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2026-02-10T20:18:46.187387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:46.187420] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:46.187449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:46.187507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:46.245373] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:46.246347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:46.246471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:46.246519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:46.374697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:46.374863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:46.374904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:46.374933] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:46.378456] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=33.68%)
[2026-02-10T20:18:46.378774] [INFO ] [FORECASTER] Completed predict_future for CECO
[2026-02-10T20:18:46.378911] [INFO ] [sig       ] CECO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:46.525027] [INFO ] [LOCAL     ] Saved forecast: CECO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CECO.txt
[2026-02-10T20:18:46.525192] [INFO ] [sig       ] [618/3417] Completed CECO in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:46.525236] [INFO ] [sig       ] [619/3417] Forecasting CEG...
[2026-02-10T20:18:46.525268] [INFO ] [sig       ] Generating forecast for: CEG
[2026-02-10T20:18:46.525300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2026-02-10T20:18:46.537477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2026-02-10T20:18:46.537861] [INFO ] [FORECASTER] Starting predict_future for CEG
[2026-02-10T20:18:46.538706] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2026-02-10T20:18:46.538759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:46.538802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:46.538831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:46.538889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:46.599537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:46.600443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:46.600534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:46.600569] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:46.726544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:46.726726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:46.726769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:46.726800] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:46.730631] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2026-02-10T20:18:46.731111] [INFO ] [FORECASTER] Completed predict_future for CEG
[2026-02-10T20:18:46.731251] [INFO ] [sig       ] CEG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:46.879806] [INFO ] [LOCAL     ] Saved forecast: CEG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CEG.txt
[2026-02-10T20:18:46.879970] [INFO ] [sig       ] [619/3417] Completed CEG in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:46.880012] [INFO ] [sig       ] [620/3417] Forecasting CELC...
[2026-02-10T20:18:46.880041] [INFO ] [sig       ] Generating forecast for: CELC
[2026-02-10T20:18:46.880070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2026-02-10T20:18:46.891795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2026-02-10T20:18:46.892174] [INFO ] [FORECASTER] Starting predict_future for CELC
[2026-02-10T20:18:46.892979] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2026-02-10T20:18:46.893032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:46.893064] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:46.893091] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:46.893147] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:46.951676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:46.952661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:46.952765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:46.952806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:47.081151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:47.081328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:47.081373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:47.081404] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:47.085001] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2026-02-10T20:18:47.085305] [INFO ] [FORECASTER] Completed predict_future for CELC
[2026-02-10T20:18:47.085447] [INFO ] [sig       ] CELC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:47.267438] [INFO ] [LOCAL     ] Saved forecast: CELC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CELC.txt
[2026-02-10T20:18:47.267692] [INFO ] [sig       ] [620/3417] Completed CELC in 0.4s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:47.267762] [INFO ] [sig       ] [621/3417] Forecasting CELH...
[2026-02-10T20:18:47.267820] [INFO ] [sig       ] Generating forecast for: CELH
[2026-02-10T20:18:47.267871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2026-02-10T20:18:47.282554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2026-02-10T20:18:47.283071] [INFO ] [FORECASTER] Starting predict_future for CELH
[2026-02-10T20:18:47.284042] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2026-02-10T20:18:47.284113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:47.284157] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:47.284193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:47.284254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:47.359875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:47.361067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:47.361199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:47.361256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:47.525096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:47.525295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:47.525343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:47.525378] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:47.530620] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2026-02-10T20:18:47.531097] [INFO ] [FORECASTER] Completed predict_future for CELH
[2026-02-10T20:18:47.531284] [INFO ] [sig       ] CELH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:47.757057] [INFO ] [LOCAL     ] Saved forecast: CELH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CELH.txt
[2026-02-10T20:18:47.759378] [INFO ] [sig       ] [621/3417] Completed CELH in 0.5s | 2.79 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:47.759459] [INFO ] [sig       ] [622/3417] Forecasting CELZ...
[2026-02-10T20:18:47.759517] [INFO ] [sig       ] Generating forecast for: CELZ
[2026-02-10T20:18:47.759601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2026-02-10T20:18:47.812814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2026-02-10T20:18:47.813367] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2026-02-10T20:18:47.814692] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2026-02-10T20:18:47.814767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:47.814821] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:47.814865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:47.814958] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:47.901908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:47.903097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:47.903216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:47.903274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:48.071193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:48.071401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:48.071463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:48.071509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:48.077216] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2026-02-10T20:18:48.077781] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2026-02-10T20:18:48.077999] [INFO ] [sig       ] CELZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:48.280564] [INFO ] [LOCAL     ] Saved forecast: CELZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CELZ.txt
[2026-02-10T20:18:48.280774] [INFO ] [sig       ] [622/3417] Completed CELZ in 0.5s | 2.78 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:48.280824] [INFO ] [sig       ] [623/3417] Forecasting CENTA...
[2026-02-10T20:18:48.280855] [INFO ] [sig       ] Generating forecast for: CENTA
[2026-02-10T20:18:48.280885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2026-02-10T20:18:48.296793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2026-02-10T20:18:48.298282] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2026-02-10T20:18:48.299686] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2026-02-10T20:18:48.299764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:48.300873] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:48.300924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:48.300987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:48.387285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:48.388551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:48.388696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:48.388748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:48.540800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:48.540981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:48.541029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:48.541071] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:48.545880] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2026-02-10T20:18:48.546420] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2026-02-10T20:18:48.546665] [INFO ] [sig       ] CENTA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:48.705171] [INFO ] [LOCAL     ] Saved forecast: CENTA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CENTA.txt
[2026-02-10T20:18:48.705342] [INFO ] [sig       ] [623/3417] Completed CENTA in 0.4s | 2.78 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:48.705383] [INFO ] [sig       ] [624/3417] Forecasting CENX...
[2026-02-10T20:18:48.705417] [INFO ] [sig       ] Generating forecast for: CENX
[2026-02-10T20:18:48.705448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2026-02-10T20:18:48.717359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2026-02-10T20:18:48.717775] [INFO ] [FORECASTER] Starting predict_future for CENX
[2026-02-10T20:18:48.718680] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2026-02-10T20:18:48.718744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:48.718779] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:48.718806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:48.718865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:48.777173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:48.778214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:48.778312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:48.778345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:48.910733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:48.911107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:48.911151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:48.911181] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:48.915409] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2026-02-10T20:18:48.915892] [INFO ] [FORECASTER] Completed predict_future for CENX
[2026-02-10T20:18:48.916108] [INFO ] [sig       ] CENX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:49.072804] [INFO ] [LOCAL     ] Saved forecast: CENX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CENX.txt
[2026-02-10T20:18:49.072978] [INFO ] [sig       ] [624/3417] Completed CENX in 0.4s | 2.78 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:49.073038] [INFO ] [sig       ] [625/3417] Forecasting CERS...
[2026-02-10T20:18:49.073071] [INFO ] [sig       ] Generating forecast for: CERS
[2026-02-10T20:18:49.073101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2026-02-10T20:18:49.085223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2026-02-10T20:18:49.085690] [INFO ] [FORECASTER] Starting predict_future for CERS
[2026-02-10T20:18:49.086514] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2026-02-10T20:18:49.086570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:49.086689] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:49.086722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:49.086782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:49.147341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:49.148318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:49.148413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:49.148448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:49.277619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:49.277786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:49.277828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:49.277856] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:49.281422] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2026-02-10T20:18:49.281762] [INFO ] [FORECASTER] Completed predict_future for CERS
[2026-02-10T20:18:49.281905] [INFO ] [sig       ] CERS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:49.434074] [INFO ] [LOCAL     ] Saved forecast: CERS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CERS.txt
[2026-02-10T20:18:49.434244] [INFO ] [sig       ] [625/3417] Completed CERS in 0.4s | 2.78 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:49.434288] [INFO ] [sig       ] [626/3417] Forecasting CETX...
[2026-02-10T20:18:49.434318] [INFO ] [sig       ] Generating forecast for: CETX
[2026-02-10T20:18:49.434349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2026-02-10T20:18:49.445729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2026-02-10T20:18:49.446107] [INFO ] [FORECASTER] Starting predict_future for CETX
[2026-02-10T20:18:49.446924] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2026-02-10T20:18:49.446977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:49.447010] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:49.447038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:49.447095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:49.507795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:49.508905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:49.508998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:49.509033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:49.624823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:49.624986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:49.625044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:49.625074] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:49.628690] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2026-02-10T20:18:49.629047] [INFO ] [FORECASTER] Completed predict_future for CETX
[2026-02-10T20:18:49.629199] [INFO ] [sig       ] CETX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:49.776738] [INFO ] [LOCAL     ] Saved forecast: CETX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CETX.txt
[2026-02-10T20:18:49.776902] [INFO ] [sig       ] [626/3417] Completed CETX in 0.3s | 2.78 sym/s | Total: 3.7m | ETA: 16.7m
[2026-02-10T20:18:49.776947] [INFO ] [sig       ] [627/3417] Forecasting CF...
[2026-02-10T20:18:49.776978] [INFO ] [sig       ] Generating forecast for: CF
[2026-02-10T20:18:49.777010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2026-02-10T20:18:49.789015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2026-02-10T20:18:49.789348] [INFO ] [FORECASTER] Starting predict_future for CF
[2026-02-10T20:18:49.790168] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2026-02-10T20:18:49.790224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:49.790257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:49.790285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:49.790342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:49.850818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:49.851489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:49.851591] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:49.851633] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:49.975357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:49.975513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:49.975553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:49.975611] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:49.979106] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2026-02-10T20:18:49.979392] [INFO ] [FORECASTER] Completed predict_future for CF
[2026-02-10T20:18:49.979528] [INFO ] [sig       ] CF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:50.129350] [INFO ] [LOCAL     ] Saved forecast: CF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CF.txt
[2026-02-10T20:18:50.129534] [INFO ] [sig       ] [627/3417] Completed CF in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:50.129604] [INFO ] [sig       ] [628/3417] Forecasting CFFN...
[2026-02-10T20:18:50.129636] [INFO ] [sig       ] Generating forecast for: CFFN
[2026-02-10T20:18:50.129669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2026-02-10T20:18:50.141773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2026-02-10T20:18:50.142158] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2026-02-10T20:18:50.143055] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2026-02-10T20:18:50.143110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:50.143143] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:50.143170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:50.143228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:50.204099] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:50.205004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:50.205108] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:50.205143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:50.326828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:50.326984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:50.327024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:50.327088] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:50.330739] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=41.38%)
[2026-02-10T20:18:50.331027] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2026-02-10T20:18:50.331160] [INFO ] [sig       ] CFFN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:50.487339] [INFO ] [LOCAL     ] Saved forecast: CFFN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CFFN.txt
[2026-02-10T20:18:50.487502] [INFO ] [sig       ] [628/3417] Completed CFFN in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:50.487545] [INFO ] [sig       ] [629/3417] Forecasting CFG...
[2026-02-10T20:18:50.487610] [INFO ] [sig       ] Generating forecast for: CFG
[2026-02-10T20:18:50.487660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2026-02-10T20:18:50.501009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2026-02-10T20:18:50.501502] [INFO ] [FORECASTER] Starting predict_future for CFG
[2026-02-10T20:18:50.502831] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2026-02-10T20:18:50.502905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:50.502956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:50.503005] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:50.503094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:50.574445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:50.575387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:50.575475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:50.575510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:50.704511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:50.704693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:50.704737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:50.704769] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:50.708754] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2026-02-10T20:18:50.709062] [INFO ] [FORECASTER] Completed predict_future for CFG
[2026-02-10T20:18:50.709204] [INFO ] [sig       ] CFG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:50.861283] [INFO ] [LOCAL     ] Saved forecast: CFG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CFG.txt
[2026-02-10T20:18:50.861455] [INFO ] [sig       ] [629/3417] Completed CFG in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:50.861500] [INFO ] [sig       ] [630/3417] Forecasting CFO...
[2026-02-10T20:18:50.861531] [INFO ] [sig       ] Generating forecast for: CFO
[2026-02-10T20:18:50.861563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2026-02-10T20:18:50.873199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2026-02-10T20:18:50.873657] [INFO ] [FORECASTER] Starting predict_future for CFO
[2026-02-10T20:18:50.874475] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2026-02-10T20:18:50.874529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:50.874610] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:50.874650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:50.874722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:50.933831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:50.934841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:50.934933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:50.934967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:51.058812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:51.058985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:51.059028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:51.059058] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:51.062675] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2026-02-10T20:18:51.063050] [INFO ] [FORECASTER] Completed predict_future for CFO
[2026-02-10T20:18:51.063192] [INFO ] [sig       ] CFO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:51.205210] [INFO ] [LOCAL     ] Saved forecast: CFO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CFO.txt
[2026-02-10T20:18:51.205348] [INFO ] [sig       ] [630/3417] Completed CFO in 0.3s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:51.205390] [INFO ] [sig       ] [631/3417] Forecasting CG...
[2026-02-10T20:18:51.205420] [INFO ] [sig       ] Generating forecast for: CG
[2026-02-10T20:18:51.205452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2026-02-10T20:18:51.217038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2026-02-10T20:18:51.217320] [INFO ] [FORECASTER] Starting predict_future for CG
[2026-02-10T20:18:51.218145] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2026-02-10T20:18:51.218199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:51.218231] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:51.218258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:51.218313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:51.275555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:51.276532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:51.276659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:51.276703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:51.410400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:51.410564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:51.410627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:51.410660] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:51.414303] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2026-02-10T20:18:51.414633] [INFO ] [FORECASTER] Completed predict_future for CG
[2026-02-10T20:18:51.414803] [INFO ] [sig       ] CG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:51.566239] [INFO ] [LOCAL     ] Saved forecast: CG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CG.txt
[2026-02-10T20:18:51.566399] [INFO ] [sig       ] [631/3417] Completed CG in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:51.566439] [INFO ] [sig       ] [632/3417] Forecasting CGABL...
[2026-02-10T20:18:51.566470] [INFO ] [sig       ] Generating forecast for: CGABL
[2026-02-10T20:18:51.566500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2026-02-10T20:18:51.580259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2026-02-10T20:18:51.580750] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2026-02-10T20:18:51.581980] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2026-02-10T20:18:51.582081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:51.582133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:51.582170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:51.582251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:51.647554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:51.648792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:51.648906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:51.648938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:51.780444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:51.780644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:51.780698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:51.780735] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:51.784864] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2026-02-10T20:18:51.785304] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2026-02-10T20:18:51.785483] [INFO ] [sig       ] CGABL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:51.942013] [INFO ] [LOCAL     ] Saved forecast: CGABL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CGABL.txt
[2026-02-10T20:18:51.942190] [INFO ] [sig       ] [632/3417] Completed CGABL in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:51.942234] [INFO ] [sig       ] [633/3417] Forecasting CGBD...
[2026-02-10T20:18:51.942267] [INFO ] [sig       ] Generating forecast for: CGBD
[2026-02-10T20:18:51.942302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2026-02-10T20:18:51.955684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2026-02-10T20:18:51.956125] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2026-02-10T20:18:51.957166] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2026-02-10T20:18:51.957227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:51.957263] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:51.957292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:51.957351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:52.023005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:52.023948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:52.024048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:52.024083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:52.149230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:52.149389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:52.149429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:52.149457] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:52.153036] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2026-02-10T20:18:52.153316] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2026-02-10T20:18:52.153447] [INFO ] [sig       ] CGBD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:52.300034] [INFO ] [LOCAL     ] Saved forecast: CGBD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CGBD.txt
[2026-02-10T20:18:52.300204] [INFO ] [sig       ] [633/3417] Completed CGBD in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:52.300248] [INFO ] [sig       ] [634/3417] Forecasting CGC...
[2026-02-10T20:18:52.300280] [INFO ] [sig       ] Generating forecast for: CGC
[2026-02-10T20:18:52.300319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2026-02-10T20:18:52.311938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2026-02-10T20:18:52.312307] [INFO ] [FORECASTER] Starting predict_future for CGC
[2026-02-10T20:18:52.313138] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2026-02-10T20:18:52.313193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:52.313227] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:52.313254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:52.313322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:52.371043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:52.371817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:52.371901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:52.371933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:52.489803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:52.489958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:52.489999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:52.490027] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:52.493551] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2026-02-10T20:18:52.493887] [INFO ] [FORECASTER] Completed predict_future for CGC
[2026-02-10T20:18:52.494027] [INFO ] [sig       ] CGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:52.643019] [INFO ] [LOCAL     ] Saved forecast: CGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CGC.txt
[2026-02-10T20:18:52.643160] [INFO ] [sig       ] [634/3417] Completed CGC in 0.3s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:52.643200] [INFO ] [sig       ] [635/3417] Forecasting CGEM...
[2026-02-10T20:18:52.643231] [INFO ] [sig       ] Generating forecast for: CGEM
[2026-02-10T20:18:52.643261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2026-02-10T20:18:52.655092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2026-02-10T20:18:52.655392] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2026-02-10T20:18:52.656186] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2026-02-10T20:18:52.656238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:52.656270] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:52.656298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:52.656354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:52.717503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:52.718714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:52.718858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:52.719089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:52.843980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:52.844158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:52.844206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:52.844241] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:52.848591] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2026-02-10T20:18:52.848886] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2026-02-10T20:18:52.849022] [INFO ] [sig       ] CGEM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:53.004325] [INFO ] [LOCAL     ] Saved forecast: CGEM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CGEM.txt
[2026-02-10T20:18:53.004491] [INFO ] [sig       ] [635/3417] Completed CGEM in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.7m
[2026-02-10T20:18:53.004533] [INFO ] [sig       ] [636/3417] Forecasting CGEN...
[2026-02-10T20:18:53.004563] [INFO ] [sig       ] Generating forecast for: CGEN
[2026-02-10T20:18:53.004616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2026-02-10T20:18:53.017130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2026-02-10T20:18:53.017533] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2026-02-10T20:18:53.018431] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2026-02-10T20:18:53.018486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:53.018519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:53.018547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:53.018640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:53.075896] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:53.076837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:53.076925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:53.076959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:53.201611] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:53.201777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:53.201817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:53.201847] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:53.205417] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2026-02-10T20:18:53.205764] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2026-02-10T20:18:53.205912] [INFO ] [sig       ] CGEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:53.352443] [INFO ] [LOCAL     ] Saved forecast: CGEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CGEN.txt
[2026-02-10T20:18:53.352608] [INFO ] [sig       ] [636/3417] Completed CGEN in 0.3s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:53.352653] [INFO ] [sig       ] [637/3417] Forecasting CGNX...
[2026-02-10T20:18:53.352688] [INFO ] [sig       ] Generating forecast for: CGNX
[2026-02-10T20:18:53.352720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2026-02-10T20:18:53.364396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2026-02-10T20:18:53.364706] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2026-02-10T20:18:53.365496] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2026-02-10T20:18:53.365549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:53.365603] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:53.365632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:53.365689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:53.425638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:53.426440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:53.426523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:53.426557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:53.550221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:53.550377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:53.550417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:53.550464] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:53.554083] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2026-02-10T20:18:53.554363] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2026-02-10T20:18:53.554493] [INFO ] [sig       ] CGNX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:53.694232] [INFO ] [LOCAL     ] Saved forecast: CGNX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CGNX.txt
[2026-02-10T20:18:53.694385] [INFO ] [sig       ] [637/3417] Completed CGNX in 0.3s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:53.694427] [INFO ] [sig       ] [638/3417] Forecasting CGO...
[2026-02-10T20:18:53.694456] [INFO ] [sig       ] Generating forecast for: CGO
[2026-02-10T20:18:53.694486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2026-02-10T20:18:53.707748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2026-02-10T20:18:53.708228] [INFO ] [FORECASTER] Starting predict_future for CGO
[2026-02-10T20:18:53.709121] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2026-02-10T20:18:53.709178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:53.709212] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:53.709239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:53.709298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:53.770259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:53.771164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:53.771255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:53.771288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:53.888989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:53.889147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:53.889188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:53.889218] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:53.892661] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=73.78%)
[2026-02-10T20:18:53.892943] [INFO ] [FORECASTER] Completed predict_future for CGO
[2026-02-10T20:18:53.893073] [INFO ] [sig       ] CGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:54.033948] [INFO ] [LOCAL     ] Saved forecast: CGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CGO.txt
[2026-02-10T20:18:54.034131] [INFO ] [sig       ] [638/3417] Completed CGO in 0.3s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:54.034174] [INFO ] [sig       ] [639/3417] Forecasting CGON...
[2026-02-10T20:18:54.034204] [INFO ] [sig       ] Generating forecast for: CGON
[2026-02-10T20:18:54.034236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2026-02-10T20:18:54.045614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2026-02-10T20:18:54.045953] [INFO ] [FORECASTER] Starting predict_future for CGON
[2026-02-10T20:18:54.046764] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2026-02-10T20:18:54.046818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:54.046850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:54.046878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:54.046934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:54.104910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:54.105724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:54.105808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:54.105840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:54.231030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:54.231201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:54.231244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:54.231275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:54.235024] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2026-02-10T20:18:54.235322] [INFO ] [FORECASTER] Completed predict_future for CGON
[2026-02-10T20:18:54.235464] [INFO ] [sig       ] CGON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:54.389511] [INFO ] [LOCAL     ] Saved forecast: CGON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CGON.txt
[2026-02-10T20:18:54.389698] [INFO ] [sig       ] [639/3417] Completed CGON in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:54.389750] [INFO ] [sig       ] [640/3417] Forecasting CHCI...
[2026-02-10T20:18:54.389791] [INFO ] [sig       ] Generating forecast for: CHCI
[2026-02-10T20:18:54.389868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2026-02-10T20:18:54.402662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2026-02-10T20:18:54.403263] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2026-02-10T20:18:54.404166] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2026-02-10T20:18:54.404223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:54.404257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:54.404287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:54.404347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:54.471053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:54.472128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:54.472408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:54.472443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:54.603181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:54.603342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:54.603384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:54.603415] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:54.607125] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2026-02-10T20:18:54.607422] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2026-02-10T20:18:54.607561] [INFO ] [sig       ] CHCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:54.759902] [INFO ] [LOCAL     ] Saved forecast: CHCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHCI.txt
[2026-02-10T20:18:54.760056] [INFO ] [sig       ] [640/3417] Completed CHCI in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:54.760097] [INFO ] [sig       ] [641/3417] Forecasting CHCO...
[2026-02-10T20:18:54.760127] [INFO ] [sig       ] Generating forecast for: CHCO
[2026-02-10T20:18:54.760158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2026-02-10T20:18:54.772409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2026-02-10T20:18:54.772761] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2026-02-10T20:18:54.773558] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2026-02-10T20:18:54.773628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:54.773665] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:54.773698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:54.773781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:54.840079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:54.840957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:54.841043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:54.841077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:54.970716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:54.970878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:54.970920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:54.970951] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:54.974435] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2026-02-10T20:18:54.974738] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2026-02-10T20:18:54.974873] [INFO ] [sig       ] CHCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:55.123861] [INFO ] [LOCAL     ] Saved forecast: CHCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHCO.txt
[2026-02-10T20:18:55.124232] [INFO ] [sig       ] [641/3417] Completed CHCO in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:55.124278] [INFO ] [sig       ] [642/3417] Forecasting CHD...
[2026-02-10T20:18:55.124312] [INFO ] [sig       ] Generating forecast for: CHD
[2026-02-10T20:18:55.124356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2026-02-10T20:18:55.136291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2026-02-10T20:18:55.136650] [INFO ] [FORECASTER] Starting predict_future for CHD
[2026-02-10T20:18:55.137662] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2026-02-10T20:18:55.137728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:55.137797] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:55.137833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:55.137891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:55.204274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:55.205277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:55.205372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:55.205407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:55.336683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:55.336856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:55.336896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:55.336924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:55.340660] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=52.99%)
[2026-02-10T20:18:55.341127] [INFO ] [FORECASTER] Completed predict_future for CHD
[2026-02-10T20:18:55.341260] [INFO ] [sig       ] CHD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:55.496364] [INFO ] [LOCAL     ] Saved forecast: CHD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHD.txt
[2026-02-10T20:18:55.496562] [INFO ] [sig       ] [642/3417] Completed CHD in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:55.496633] [INFO ] [sig       ] [643/3417] Forecasting CHDN...
[2026-02-10T20:18:55.496670] [INFO ] [sig       ] Generating forecast for: CHDN
[2026-02-10T20:18:55.496703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2026-02-10T20:18:55.512566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2026-02-10T20:18:55.513092] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2026-02-10T20:18:55.514158] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2026-02-10T20:18:55.514240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:55.514280] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:55.514313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:55.514392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:55.580644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:55.581516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:55.581624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:55.581660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:55.707064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:55.707222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:55.707263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:55.707291] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:55.711144] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2026-02-10T20:18:55.711428] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2026-02-10T20:18:55.711563] [INFO ] [sig       ] CHDN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:55.863956] [INFO ] [LOCAL     ] Saved forecast: CHDN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHDN.txt
[2026-02-10T20:18:55.864184] [INFO ] [sig       ] [643/3417] Completed CHDN in 0.4s | 2.78 sym/s | Total: 3.8m | ETA: 16.6m
[2026-02-10T20:18:55.864256] [INFO ] [sig       ] [644/3417] Forecasting CHE...
[2026-02-10T20:18:55.864301] [INFO ] [sig       ] Generating forecast for: CHE
[2026-02-10T20:18:55.864345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2026-02-10T20:18:55.876424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2026-02-10T20:18:55.876862] [INFO ] [FORECASTER] Starting predict_future for CHE
[2026-02-10T20:18:55.877775] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2026-02-10T20:18:55.877831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:55.877864] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:55.877892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:55.877950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:55.938526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:55.939491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:55.939602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:55.939639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:56.069008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:56.069178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:56.069220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:56.069249] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:56.072814] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2026-02-10T20:18:56.073120] [INFO ] [FORECASTER] Completed predict_future for CHE
[2026-02-10T20:18:56.073260] [INFO ] [sig       ] CHE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:56.218769] [INFO ] [LOCAL     ] Saved forecast: CHE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHE.txt
[2026-02-10T20:18:56.218953] [INFO ] [sig       ] [644/3417] Completed CHE in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:56.219001] [INFO ] [sig       ] [645/3417] Forecasting CHEF...
[2026-02-10T20:18:56.219033] [INFO ] [sig       ] Generating forecast for: CHEF
[2026-02-10T20:18:56.219066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2026-02-10T20:18:56.232350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2026-02-10T20:18:56.232979] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2026-02-10T20:18:56.233812] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2026-02-10T20:18:56.233866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:56.234087] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:56.234115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:56.234174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:56.295600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:56.296537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:56.296652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:56.296686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:56.426262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:56.426435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:56.426477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:56.426561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:56.430667] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=19.56%)
[2026-02-10T20:18:56.430995] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2026-02-10T20:18:56.431142] [INFO ] [sig       ] CHEF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:56.584258] [INFO ] [LOCAL     ] Saved forecast: CHEF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHEF.txt
[2026-02-10T20:18:56.584449] [INFO ] [sig       ] [645/3417] Completed CHEF in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:56.584489] [INFO ] [sig       ] [646/3417] Forecasting CHH...
[2026-02-10T20:18:56.584520] [INFO ] [sig       ] Generating forecast for: CHH
[2026-02-10T20:18:56.584552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2026-02-10T20:18:56.598861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2026-02-10T20:18:56.599328] [INFO ] [FORECASTER] Starting predict_future for CHH
[2026-02-10T20:18:56.600216] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2026-02-10T20:18:56.600275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:56.600308] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:56.600336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:56.600394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:56.663128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:56.664095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:56.664188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:56.664222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:56.790789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:56.790980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:56.791032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:56.791072] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:56.795681] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2026-02-10T20:18:56.796059] [INFO ] [FORECASTER] Completed predict_future for CHH
[2026-02-10T20:18:56.796221] [INFO ] [sig       ] CHH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:56.950943] [INFO ] [LOCAL     ] Saved forecast: CHH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHH.txt
[2026-02-10T20:18:56.951123] [INFO ] [sig       ] [646/3417] Completed CHH in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:56.951176] [INFO ] [sig       ] [647/3417] Forecasting CHI...
[2026-02-10T20:18:56.951209] [INFO ] [sig       ] Generating forecast for: CHI
[2026-02-10T20:18:56.951239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2026-02-10T20:18:56.963497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2026-02-10T20:18:56.963938] [INFO ] [FORECASTER] Starting predict_future for CHI
[2026-02-10T20:18:56.964852] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2026-02-10T20:18:56.964915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:56.964951] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:56.964981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:56.965056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:57.024345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:57.025310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:57.025406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:57.025442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:57.160608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:57.160779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:57.160827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:57.160863] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:57.164341] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2026-02-10T20:18:57.164664] [INFO ] [FORECASTER] Completed predict_future for CHI
[2026-02-10T20:18:57.164815] [INFO ] [sig       ] CHI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:57.311701] [INFO ] [LOCAL     ] Saved forecast: CHI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHI.txt
[2026-02-10T20:18:57.311923] [INFO ] [sig       ] [647/3417] Completed CHI in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:57.311986] [INFO ] [sig       ] [648/3417] Forecasting CHKP...
[2026-02-10T20:18:57.312022] [INFO ] [sig       ] Generating forecast for: CHKP
[2026-02-10T20:18:57.312055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2026-02-10T20:18:57.325691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2026-02-10T20:18:57.326134] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2026-02-10T20:18:57.327059] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2026-02-10T20:18:57.327122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:57.327179] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:57.327214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:57.327291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:57.385445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:57.386452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:57.386544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:57.386599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:57.508152] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:57.508323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:57.508365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:57.508394] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:57.512038] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2026-02-10T20:18:57.512386] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2026-02-10T20:18:57.512532] [INFO ] [sig       ] CHKP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:57.687035] [INFO ] [LOCAL     ] Saved forecast: CHKP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHKP.txt
[2026-02-10T20:18:57.687229] [INFO ] [sig       ] [648/3417] Completed CHKP in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:57.687272] [INFO ] [sig       ] [649/3417] Forecasting CHMI...
[2026-02-10T20:18:57.687301] [INFO ] [sig       ] Generating forecast for: CHMI
[2026-02-10T20:18:57.687331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2026-02-10T20:18:57.699543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2026-02-10T20:18:57.699984] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2026-02-10T20:18:57.700869] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2026-02-10T20:18:57.700926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:57.700960] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:57.700988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:57.701047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:57.758227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:57.759183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:57.759273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:57.759306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:57.881717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:57.881890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:57.881941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:57.881974] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:57.885791] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2026-02-10T20:18:57.886155] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2026-02-10T20:18:57.886310] [INFO ] [sig       ] CHMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:58.075458] [INFO ] [LOCAL     ] Saved forecast: CHMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHMI.txt
[2026-02-10T20:18:58.075708] [INFO ] [sig       ] [649/3417] Completed CHMI in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:58.075766] [INFO ] [sig       ] [650/3417] Forecasting CHRD...
[2026-02-10T20:18:58.075810] [INFO ] [sig       ] Generating forecast for: CHRD
[2026-02-10T20:18:58.075849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2026-02-10T20:18:58.092261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2026-02-10T20:18:58.092776] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2026-02-10T20:18:58.093851] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2026-02-10T20:18:58.093916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:58.093957] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:58.093992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:58.094072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:58.155206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:58.156106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:58.156191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:58.156226] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:58.276828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:58.276954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:58.277006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:58.277036] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:58.280449] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2026-02-10T20:18:58.280741] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2026-02-10T20:18:58.280877] [INFO ] [sig       ] CHRD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:58.422260] [INFO ] [LOCAL     ] Saved forecast: CHRD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHRD.txt
[2026-02-10T20:18:58.422371] [INFO ] [sig       ] [650/3417] Completed CHRD in 0.3s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:58.422411] [INFO ] [sig       ] [651/3417] Forecasting CHRS...
[2026-02-10T20:18:58.422441] [INFO ] [sig       ] Generating forecast for: CHRS
[2026-02-10T20:18:58.422470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2026-02-10T20:18:58.437003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2026-02-10T20:18:58.437667] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2026-02-10T20:18:58.438818] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2026-02-10T20:18:58.438880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:58.438912] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:58.438938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:58.438995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:58.500947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:58.501989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:58.502091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:58.502125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:58.634651] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:58.634835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:58.634878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:58.634908] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:58.638866] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2026-02-10T20:18:58.639256] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2026-02-10T20:18:58.639406] [INFO ] [sig       ] CHRS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:18:58.800136] [INFO ] [LOCAL     ] Saved forecast: CHRS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHRS.txt
[2026-02-10T20:18:58.800340] [INFO ] [sig       ] [651/3417] Completed CHRS in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:58.800383] [INFO ] [sig       ] [652/3417] Forecasting CHSCL...
[2026-02-10T20:18:58.800416] [INFO ] [sig       ] Generating forecast for: CHSCL
[2026-02-10T20:18:58.800460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2026-02-10T20:18:58.813556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2026-02-10T20:18:58.814126] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2026-02-10T20:18:58.815329] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2026-02-10T20:18:58.815403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:58.815437] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:58.815467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:58.815529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:58.876193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:58.877203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:58.877343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:58.877379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:59.002932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:59.003114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:59.003157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:59.003187] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:59.007319] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2026-02-10T20:18:59.007760] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2026-02-10T20:18:59.007924] [INFO ] [sig       ] CHSCL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:59.163504] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHSCL.txt
[2026-02-10T20:18:59.163701] [INFO ] [sig       ] [652/3417] Completed CHSCL in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:59.163753] [INFO ] [sig       ] [653/3417] Forecasting CHSCM...
[2026-02-10T20:18:59.163794] [INFO ] [sig       ] Generating forecast for: CHSCM
[2026-02-10T20:18:59.163832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2026-02-10T20:18:59.176822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2026-02-10T20:18:59.177239] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2026-02-10T20:18:59.178165] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2026-02-10T20:18:59.178222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:59.178256] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:59.178282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:59.178348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:59.241119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:59.242091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:59.242179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:59.242214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:59.370689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:59.370856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:59.370900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:59.370930] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:59.375246] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2026-02-10T20:18:59.375557] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2026-02-10T20:18:59.375765] [INFO ] [sig       ] CHSCM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:59.532192] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHSCM.txt
[2026-02-10T20:18:59.532358] [INFO ] [sig       ] [653/3417] Completed CHSCM in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:59.532403] [INFO ] [sig       ] [654/3417] Forecasting CHSCN...
[2026-02-10T20:18:59.532434] [INFO ] [sig       ] Generating forecast for: CHSCN
[2026-02-10T20:18:59.532464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2026-02-10T20:18:59.545822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2026-02-10T20:18:59.546200] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2026-02-10T20:18:59.547141] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2026-02-10T20:18:59.547201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:59.547246] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:59.547275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:59.547332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:18:59.614622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:18:59.615536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:18:59.615651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:18:59.615689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:18:59.747211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:18:59.747382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:18:59.747424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:18:59.747454] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:18:59.751296] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2026-02-10T20:18:59.751627] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2026-02-10T20:18:59.751767] [INFO ] [sig       ] CHSCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:18:59.977732] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHSCN.txt
[2026-02-10T20:18:59.977951] [INFO ] [sig       ] [654/3417] Completed CHSCN in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.6m
[2026-02-10T20:18:59.978005] [INFO ] [sig       ] [655/3417] Forecasting CHSCO...
[2026-02-10T20:18:59.978180] [INFO ] [sig       ] Generating forecast for: CHSCO
[2026-02-10T20:18:59.978218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2026-02-10T20:18:59.991993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2026-02-10T20:18:59.992392] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2026-02-10T20:18:59.993271] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2026-02-10T20:18:59.993331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:18:59.993365] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:18:59.993392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:18:59.993450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:00.057708] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:00.058679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:00.058770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:00.058823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:00.181634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:00.181808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:00.181856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:00.181887] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:00.185604] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2026-02-10T20:19:00.185956] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2026-02-10T20:19:00.186111] [INFO ] [sig       ] CHSCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:00.339488] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHSCO.txt
[2026-02-10T20:19:00.339669] [INFO ] [sig       ] [655/3417] Completed CHSCO in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-10T20:19:00.339716] [INFO ] [sig       ] [656/3417] Forecasting CHSCP...
[2026-02-10T20:19:00.339747] [INFO ] [sig       ] Generating forecast for: CHSCP
[2026-02-10T20:19:00.339779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2026-02-10T20:19:00.352980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2026-02-10T20:19:00.353411] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2026-02-10T20:19:00.354289] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2026-02-10T20:19:00.354344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:00.354377] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:00.354405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:00.354462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:00.422766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:00.423862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:00.423979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:00.424022] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:00.537840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:00.538009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:00.538081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:00.538113] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:00.542163] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2026-02-10T20:19:00.542701] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2026-02-10T20:19:00.542849] [INFO ] [sig       ] CHSCP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:00.691176] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHSCP.txt
[2026-02-10T20:19:00.691349] [INFO ] [sig       ] [656/3417] Completed CHSCP in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-10T20:19:00.691391] [INFO ] [sig       ] [657/3417] Forecasting CHWY...
[2026-02-10T20:19:00.691423] [INFO ] [sig       ] Generating forecast for: CHWY
[2026-02-10T20:19:00.691455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2026-02-10T20:19:00.705852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2026-02-10T20:19:00.706296] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2026-02-10T20:19:00.707203] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2026-02-10T20:19:00.707265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:00.707298] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:00.707326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:00.707385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:00.774103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:00.775074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:00.775166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:00.775200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:00.914731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:00.914900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:00.914942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:00.914971] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:00.918844] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2026-02-10T20:19:00.919135] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2026-02-10T20:19:00.919283] [INFO ] [sig       ] CHWY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:01.080271] [INFO ] [LOCAL     ] Saved forecast: CHWY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CHWY.txt
[2026-02-10T20:19:01.080444] [INFO ] [sig       ] [657/3417] Completed CHWY in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-10T20:19:01.080494] [INFO ] [sig       ] [658/3417] Forecasting CHY...
[2026-02-10T20:19:01.080526] [INFO ] [sig       ] Generating forecast for: CHY
[2026-02-10T20:19:01.080558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2026-02-10T20:19:01.094413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2026-02-10T20:19:01.094853] [INFO ] [FORECASTER] Starting predict_future for CHY
[2026-02-10T20:19:01.095759] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2026-02-10T20:19:01.095817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:01.095852] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:01.095879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:01.095938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:01.159548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:01.160427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:01.160514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:01.160548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:01.291434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:01.291628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:01.291674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:01.291703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:01.295472] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2026-02-10T20:19:01.295812] [INFO ] [FORECASTER] Completed predict_future for CHY
[2026-02-10T20:19:01.295948] [INFO ] [sig       ] CHY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:01.449628] [INFO ] [LOCAL     ] Saved forecast: CHY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CHY.txt
[2026-02-10T20:19:01.449814] [INFO ] [sig       ] [658/3417] Completed CHY in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-10T20:19:01.449871] [INFO ] [sig       ] [659/3417] Forecasting CI...
[2026-02-10T20:19:01.449910] [INFO ] [sig       ] Generating forecast for: CI
[2026-02-10T20:19:01.449948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2026-02-10T20:19:01.462735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2026-02-10T20:19:01.463113] [INFO ] [FORECASTER] Starting predict_future for CI
[2026-02-10T20:19:01.464014] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2026-02-10T20:19:01.464098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:01.464133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:01.464159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:01.464217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:01.528570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:01.529615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:01.529717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:01.529762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:01.663889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:01.664062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:01.664118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:01.664151] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:01.667855] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2026-02-10T20:19:01.668172] [INFO ] [FORECASTER] Completed predict_future for CI
[2026-02-10T20:19:01.668327] [INFO ] [sig       ] CI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:01.822841] [INFO ] [LOCAL     ] Saved forecast: CI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CI.txt
[2026-02-10T20:19:01.823013] [INFO ] [sig       ] [659/3417] Completed CI in 0.4s | 2.78 sym/s | Total: 3.9m | ETA: 16.5m
[2026-02-10T20:19:01.823057] [INFO ] [sig       ] [660/3417] Forecasting CIA...
[2026-02-10T20:19:01.823087] [INFO ] [sig       ] Generating forecast for: CIA
[2026-02-10T20:19:01.823119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2026-02-10T20:19:01.835539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2026-02-10T20:19:01.835902] [INFO ] [FORECASTER] Starting predict_future for CIA
[2026-02-10T20:19:01.836768] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2026-02-10T20:19:01.836824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:01.836859] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:01.836890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:01.836949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:01.901403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:01.902326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:01.902419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:01.902452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:02.035705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:02.035899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:02.035944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:02.035974] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:02.040226] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2026-02-10T20:19:02.040621] [INFO ] [FORECASTER] Completed predict_future for CIA
[2026-02-10T20:19:02.040782] [INFO ] [sig       ] CIA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:02.190099] [INFO ] [LOCAL     ] Saved forecast: CIA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CIA.txt
[2026-02-10T20:19:02.190269] [INFO ] [sig       ] [660/3417] Completed CIA in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:02.190318] [INFO ] [sig       ] [661/3417] Forecasting CIB...
[2026-02-10T20:19:02.190357] [INFO ] [sig       ] Generating forecast for: CIB
[2026-02-10T20:19:02.190392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2026-02-10T20:19:02.203779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2026-02-10T20:19:02.204163] [INFO ] [FORECASTER] Starting predict_future for CIB
[2026-02-10T20:19:02.205013] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2026-02-10T20:19:02.205068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:02.205101] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:02.205128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:02.205185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:02.267771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:02.268731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:02.268820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:02.268854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:02.399983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:02.400153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:02.400212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:02.400243] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:02.403909] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2026-02-10T20:19:02.404202] [INFO ] [FORECASTER] Completed predict_future for CIB
[2026-02-10T20:19:02.404338] [INFO ] [sig       ] CIB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:02.556388] [INFO ] [LOCAL     ] Saved forecast: CIB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CIB.txt
[2026-02-10T20:19:02.556559] [INFO ] [sig       ] [661/3417] Completed CIB in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:02.556642] [INFO ] [sig       ] [662/3417] Forecasting CIEN...
[2026-02-10T20:19:02.556694] [INFO ] [sig       ] Generating forecast for: CIEN
[2026-02-10T20:19:02.556741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2026-02-10T20:19:02.570494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2026-02-10T20:19:02.570991] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2026-02-10T20:19:02.571915] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2026-02-10T20:19:02.571979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:02.572014] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:02.572042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:02.572109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:02.637010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:02.637995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:02.638118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:02.638154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:02.779529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:02.779745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:02.779832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:02.779863] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:02.784221] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2026-02-10T20:19:02.784638] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2026-02-10T20:19:02.784835] [INFO ] [sig       ] CIEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:02.939104] [INFO ] [LOCAL     ] Saved forecast: CIEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CIEN.txt
[2026-02-10T20:19:02.939302] [INFO ] [sig       ] [662/3417] Completed CIEN in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:02.939355] [INFO ] [sig       ] [663/3417] Forecasting CIF...
[2026-02-10T20:19:02.939396] [INFO ] [sig       ] Generating forecast for: CIF
[2026-02-10T20:19:02.939438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2026-02-10T20:19:02.952548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2026-02-10T20:19:02.952952] [INFO ] [FORECASTER] Starting predict_future for CIF
[2026-02-10T20:19:02.953864] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2026-02-10T20:19:02.953937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:02.953977] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:02.954010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:02.954071] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:03.021242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:03.022294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:03.022424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:03.022482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:03.138633] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:03.138797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:03.138837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:03.138871] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:03.142358] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2026-02-10T20:19:03.142664] [INFO ] [FORECASTER] Completed predict_future for CIF
[2026-02-10T20:19:03.142796] [INFO ] [sig       ] CIF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:03.289266] [INFO ] [LOCAL     ] Saved forecast: CIF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CIF.txt
[2026-02-10T20:19:03.289422] [INFO ] [sig       ] [663/3417] Completed CIF in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:03.289464] [INFO ] [sig       ] [664/3417] Forecasting CIG...
[2026-02-10T20:19:03.289495] [INFO ] [sig       ] Generating forecast for: CIG
[2026-02-10T20:19:03.289527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2026-02-10T20:19:03.303765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2026-02-10T20:19:03.304154] [INFO ] [FORECASTER] Starting predict_future for CIG
[2026-02-10T20:19:03.305001] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2026-02-10T20:19:03.305055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:03.305089] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:03.305128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:03.305206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:03.367882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:03.368722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:03.368812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:03.368846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:03.498909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:03.499073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:03.499116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:03.499145] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:03.503093] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2026-02-10T20:19:03.503402] [INFO ] [FORECASTER] Completed predict_future for CIG
[2026-02-10T20:19:03.503538] [INFO ] [sig       ] CIG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:03.658083] [INFO ] [LOCAL     ] Saved forecast: CIG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CIG.txt
[2026-02-10T20:19:03.658251] [INFO ] [sig       ] [664/3417] Completed CIG in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:03.658296] [INFO ] [sig       ] [665/3417] Forecasting CIGI...
[2026-02-10T20:19:03.658341] [INFO ] [sig       ] Generating forecast for: CIGI
[2026-02-10T20:19:03.658381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2026-02-10T20:19:03.671989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2026-02-10T20:19:03.672370] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2026-02-10T20:19:03.673212] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2026-02-10T20:19:03.673266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:03.673311] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:03.673340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:03.673401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:03.736461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:03.737409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:03.737501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:03.737534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:03.865474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:03.865672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:03.865726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:03.865773] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:03.869861] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2026-02-10T20:19:03.870208] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2026-02-10T20:19:03.870361] [INFO ] [sig       ] CIGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:04.016061] [INFO ] [LOCAL     ] Saved forecast: CIGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CIGI.txt
[2026-02-10T20:19:04.016220] [INFO ] [sig       ] [665/3417] Completed CIGI in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:04.016261] [INFO ] [sig       ] [666/3417] Forecasting CII...
[2026-02-10T20:19:04.016291] [INFO ] [sig       ] Generating forecast for: CII
[2026-02-10T20:19:04.016351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2026-02-10T20:19:04.028923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2026-02-10T20:19:04.029271] [INFO ] [FORECASTER] Starting predict_future for CII
[2026-02-10T20:19:04.030088] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2026-02-10T20:19:04.030141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:04.030174] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:04.030201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:04.030258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:04.086286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:04.087064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:04.087147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:04.087180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:04.214729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:04.214897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:04.214941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:04.214973] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:04.219060] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=44.53%)
[2026-02-10T20:19:04.219541] [INFO ] [FORECASTER] Completed predict_future for CII
[2026-02-10T20:19:04.219700] [INFO ] [sig       ] CII: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:04.365386] [INFO ] [LOCAL     ] Saved forecast: CII	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CII.txt
[2026-02-10T20:19:04.365523] [INFO ] [sig       ] [666/3417] Completed CII in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:04.365563] [INFO ] [sig       ] [667/3417] Forecasting CIM...
[2026-02-10T20:19:04.365616] [INFO ] [sig       ] Generating forecast for: CIM
[2026-02-10T20:19:04.365647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2026-02-10T20:19:04.378376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2026-02-10T20:19:04.378731] [INFO ] [FORECASTER] Starting predict_future for CIM
[2026-02-10T20:19:04.379552] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2026-02-10T20:19:04.379635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:04.379668] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:04.379695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:04.379751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:04.439325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:04.440121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:04.440206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:04.440425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:04.563067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:04.563224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:04.563266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:04.563296] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:04.566987] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2026-02-10T20:19:04.567275] [INFO ] [FORECASTER] Completed predict_future for CIM
[2026-02-10T20:19:04.567407] [INFO ] [sig       ] CIM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:04.711892] [INFO ] [LOCAL     ] Saved forecast: CIM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CIM.txt
[2026-02-10T20:19:04.712053] [INFO ] [sig       ] [667/3417] Completed CIM in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:04.712095] [INFO ] [sig       ] [668/3417] Forecasting CINF...
[2026-02-10T20:19:04.712127] [INFO ] [sig       ] Generating forecast for: CINF
[2026-02-10T20:19:04.712158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2026-02-10T20:19:04.724386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2026-02-10T20:19:04.724805] [INFO ] [FORECASTER] Starting predict_future for CINF
[2026-02-10T20:19:04.725709] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2026-02-10T20:19:04.725765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:04.725798] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:04.725826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:04.725884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:04.786005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:04.786947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:04.787050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:04.787092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:04.915528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:04.915711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:04.915755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:04.915785] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:04.919969] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=60.93%)
[2026-02-10T20:19:04.920268] [INFO ] [FORECASTER] Completed predict_future for CINF
[2026-02-10T20:19:04.920406] [INFO ] [sig       ] CINF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:05.074586] [INFO ] [LOCAL     ] Saved forecast: CINF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CINF.txt
[2026-02-10T20:19:05.074747] [INFO ] [sig       ] [668/3417] Completed CINF in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:05.074789] [INFO ] [sig       ] [669/3417] Forecasting CING...
[2026-02-10T20:19:05.074821] [INFO ] [sig       ] Generating forecast for: CING
[2026-02-10T20:19:05.074857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2026-02-10T20:19:05.087369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2026-02-10T20:19:05.087801] [INFO ] [FORECASTER] Starting predict_future for CING
[2026-02-10T20:19:05.088661] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2026-02-10T20:19:05.088716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:05.088750] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:05.088778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:05.088835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:05.153478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:05.154547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:05.154650] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:05.154684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:05.290858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:05.291051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:05.291096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:05.291125] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:05.295356] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2026-02-10T20:19:05.295726] [INFO ] [FORECASTER] Completed predict_future for CING
[2026-02-10T20:19:05.295864] [INFO ] [sig       ] CING: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:05.445303] [INFO ] [LOCAL     ] Saved forecast: CING	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CING.txt
[2026-02-10T20:19:05.445481] [INFO ] [sig       ] [669/3417] Completed CING in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:05.445523] [INFO ] [sig       ] [670/3417] Forecasting CION...
[2026-02-10T20:19:05.445554] [INFO ] [sig       ] Generating forecast for: CION
[2026-02-10T20:19:05.445604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2026-02-10T20:19:05.457245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2026-02-10T20:19:05.457622] [INFO ] [FORECASTER] Starting predict_future for CION
[2026-02-10T20:19:05.458499] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2026-02-10T20:19:05.458553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:05.458604] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:05.458633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:05.458690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:05.516544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:05.517513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:05.517622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:05.517661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:05.650720] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:05.650883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:05.650923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:05.650953] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:05.654441] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2026-02-10T20:19:05.654743] [INFO ] [FORECASTER] Completed predict_future for CION
[2026-02-10T20:19:05.654875] [INFO ] [sig       ] CION: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:05.800104] [INFO ] [LOCAL     ] Saved forecast: CION	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CION.txt
[2026-02-10T20:19:05.800277] [INFO ] [sig       ] [670/3417] Completed CION in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:05.800331] [INFO ] [sig       ] [671/3417] Forecasting CIVB...
[2026-02-10T20:19:05.800363] [INFO ] [sig       ] Generating forecast for: CIVB
[2026-02-10T20:19:05.800396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2026-02-10T20:19:05.812446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2026-02-10T20:19:05.812811] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2026-02-10T20:19:05.813624] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2026-02-10T20:19:05.813678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:05.813710] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:05.813738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:05.813797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:05.873139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:05.874025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:05.874111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:05.874144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:05.997950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:05.998136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:05.998180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:05.998399] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:06.002003] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2026-02-10T20:19:06.002302] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2026-02-10T20:19:06.002439] [INFO ] [sig       ] CIVB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:06.150092] [INFO ] [LOCAL     ] Saved forecast: CIVB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CIVB.txt
[2026-02-10T20:19:06.150257] [INFO ] [sig       ] [671/3417] Completed CIVB in 0.3s | 2.78 sym/s | Total: 4.0m | ETA: 16.5m
[2026-02-10T20:19:06.150297] [INFO ] [sig       ] [672/3417] Forecasting CLB...
[2026-02-10T20:19:06.150328] [INFO ] [sig       ] Generating forecast for: CLB
[2026-02-10T20:19:06.150358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2026-02-10T20:19:06.164187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2026-02-10T20:19:06.164665] [INFO ] [FORECASTER] Starting predict_future for CLB
[2026-02-10T20:19:06.165511] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2026-02-10T20:19:06.165605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:06.165649] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:06.165678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:06.165736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:06.224640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:06.225613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:06.225721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:06.225756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:06.346978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:06.347152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:06.347192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:06.347239] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:06.350940] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2026-02-10T20:19:06.351310] [INFO ] [FORECASTER] Completed predict_future for CLB
[2026-02-10T20:19:06.351534] [INFO ] [sig       ] CLB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:06.501640] [INFO ] [LOCAL     ] Saved forecast: CLB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CLB.txt
[2026-02-10T20:19:06.501814] [INFO ] [sig       ] [672/3417] Completed CLB in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-10T20:19:06.501856] [INFO ] [sig       ] [673/3417] Forecasting CLBK...
[2026-02-10T20:19:06.501888] [INFO ] [sig       ] Generating forecast for: CLBK
[2026-02-10T20:19:06.501918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2026-02-10T20:19:06.514913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2026-02-10T20:19:06.515340] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2026-02-10T20:19:06.516235] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2026-02-10T20:19:06.516293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:06.516324] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:06.516351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:06.516590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:06.576204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:06.577136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:06.577244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:06.577279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:06.697553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:06.697741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:06.697783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:06.697812] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:06.701800] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2026-02-10T20:19:06.702176] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2026-02-10T20:19:06.702325] [INFO ] [sig       ] CLBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:06.853210] [INFO ] [LOCAL     ] Saved forecast: CLBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CLBK.txt
[2026-02-10T20:19:06.853377] [INFO ] [sig       ] [673/3417] Completed CLBK in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-10T20:19:06.853422] [INFO ] [sig       ] [674/3417] Forecasting CLDX...
[2026-02-10T20:19:06.853454] [INFO ] [sig       ] Generating forecast for: CLDX
[2026-02-10T20:19:06.853484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2026-02-10T20:19:06.866286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2026-02-10T20:19:06.866712] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2026-02-10T20:19:06.867554] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2026-02-10T20:19:06.867640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:06.867675] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:06.867704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:06.867762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:06.927931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:06.928924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:06.929032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:06.929066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:07.055251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:07.055416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:07.055455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:07.055484] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:07.059325] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=75.14%)
[2026-02-10T20:19:07.059717] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2026-02-10T20:19:07.059870] [INFO ] [sig       ] CLDX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:07.212237] [INFO ] [LOCAL     ] Saved forecast: CLDX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLDX.txt
[2026-02-10T20:19:07.212397] [INFO ] [sig       ] [674/3417] Completed CLDX in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-10T20:19:07.212436] [INFO ] [sig       ] [675/3417] Forecasting CLF...
[2026-02-10T20:19:07.212467] [INFO ] [sig       ] Generating forecast for: CLF
[2026-02-10T20:19:07.212500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2026-02-10T20:19:07.224912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2026-02-10T20:19:07.225332] [INFO ] [FORECASTER] Starting predict_future for CLF
[2026-02-10T20:19:07.226330] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2026-02-10T20:19:07.226405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:07.226439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:07.226467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:07.226526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:07.286641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:07.287566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:07.287690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:07.287725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:07.418155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:07.418323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:07.418363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:07.418392] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:07.422090] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2026-02-10T20:19:07.422476] [INFO ] [FORECASTER] Completed predict_future for CLF
[2026-02-10T20:19:07.422656] [INFO ] [sig       ] CLF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:07.576440] [INFO ] [LOCAL     ] Saved forecast: CLF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLF.txt
[2026-02-10T20:19:07.576633] [INFO ] [sig       ] [675/3417] Completed CLF in 0.4s | 2.78 sym/s | Total: 4.0m | ETA: 16.4m
[2026-02-10T20:19:07.576679] [INFO ] [sig       ] [676/3417] Forecasting CLFD...
[2026-02-10T20:19:07.576709] [INFO ] [sig       ] Generating forecast for: CLFD
[2026-02-10T20:19:07.576739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2026-02-10T20:19:07.589132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2026-02-10T20:19:07.589530] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2026-02-10T20:19:07.590722] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2026-02-10T20:19:07.590800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:07.590848] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:07.590892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:07.590994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:07.651358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:07.652301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:07.652399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:07.652434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:07.780591] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:07.780757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:07.780798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:07.780828] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:07.784751] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2026-02-10T20:19:07.785138] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2026-02-10T20:19:07.785296] [INFO ] [sig       ] CLFD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:07.946037] [INFO ] [LOCAL     ] Saved forecast: CLFD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLFD.txt
[2026-02-10T20:19:07.946240] [INFO ] [sig       ] [676/3417] Completed CLFD in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:07.946450] [INFO ] [sig       ] [677/3417] Forecasting CLH...
[2026-02-10T20:19:07.946481] [INFO ] [sig       ] Generating forecast for: CLH
[2026-02-10T20:19:07.946512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2026-02-10T20:19:07.962190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2026-02-10T20:19:07.962625] [INFO ] [FORECASTER] Starting predict_future for CLH
[2026-02-10T20:19:07.963780] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2026-02-10T20:19:07.963842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:07.963879] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:07.963908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:07.963967] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:08.029316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:08.030504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:08.030631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:08.030670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:08.158695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:08.158862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:08.158904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:08.158935] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:08.162670] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2026-02-10T20:19:08.163012] [INFO ] [FORECASTER] Completed predict_future for CLH
[2026-02-10T20:19:08.163155] [INFO ] [sig       ] CLH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:08.315741] [INFO ] [LOCAL     ] Saved forecast: CLH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CLH.txt
[2026-02-10T20:19:08.315905] [INFO ] [sig       ] [677/3417] Completed CLH in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:08.315947] [INFO ] [sig       ] [678/3417] Forecasting CLLS...
[2026-02-10T20:19:08.315977] [INFO ] [sig       ] Generating forecast for: CLLS
[2026-02-10T20:19:08.316007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2026-02-10T20:19:08.329687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2026-02-10T20:19:08.330097] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2026-02-10T20:19:08.331210] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2026-02-10T20:19:08.331475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:08.331511] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:08.331539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:08.331627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:08.393506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:08.394670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:08.394768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:08.394803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:08.527563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:08.527780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:08.527820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:08.527848] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:08.531794] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=32.70%)
[2026-02-10T20:19:08.532150] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2026-02-10T20:19:08.532489] [INFO ] [sig       ] CLLS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:08.683268] [INFO ] [LOCAL     ] Saved forecast: CLLS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CLLS.txt
[2026-02-10T20:19:08.683437] [INFO ] [sig       ] [678/3417] Completed CLLS in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:08.683481] [INFO ] [sig       ] [679/3417] Forecasting CLMB...
[2026-02-10T20:19:08.683512] [INFO ] [sig       ] Generating forecast for: CLMB
[2026-02-10T20:19:08.683542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2026-02-10T20:19:08.695929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2026-02-10T20:19:08.696353] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2026-02-10T20:19:08.697279] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2026-02-10T20:19:08.697342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:08.697375] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:08.697402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:08.697461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:08.758245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:08.759158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:08.759257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:08.759292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:08.881461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:08.881704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:08.881747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:08.881778] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:08.886521] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2026-02-10T20:19:08.886925] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2026-02-10T20:19:08.887080] [INFO ] [sig       ] CLMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:09.036877] [INFO ] [LOCAL     ] Saved forecast: CLMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLMB.txt
[2026-02-10T20:19:09.037044] [INFO ] [sig       ] [679/3417] Completed CLMB in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:09.037086] [INFO ] [sig       ] [680/3417] Forecasting CLNE...
[2026-02-10T20:19:09.037119] [INFO ] [sig       ] Generating forecast for: CLNE
[2026-02-10T20:19:09.037150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2026-02-10T20:19:09.049933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2026-02-10T20:19:09.050350] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2026-02-10T20:19:09.051177] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2026-02-10T20:19:09.051234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:09.051266] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:09.051294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:09.051356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:09.110860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:09.111804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:09.111903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:09.111938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:09.232040] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:09.232218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:09.232259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:09.232288] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:09.235998] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2026-02-10T20:19:09.236376] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2026-02-10T20:19:09.236531] [INFO ] [sig       ] CLNE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:09.387277] [INFO ] [LOCAL     ] Saved forecast: CLNE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLNE.txt
[2026-02-10T20:19:09.387452] [INFO ] [sig       ] [680/3417] Completed CLNE in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:09.387496] [INFO ] [sig       ] [681/3417] Forecasting CLNN...
[2026-02-10T20:19:09.387527] [INFO ] [sig       ] Generating forecast for: CLNN
[2026-02-10T20:19:09.387557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2026-02-10T20:19:09.399474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2026-02-10T20:19:09.399968] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2026-02-10T20:19:09.400958] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2026-02-10T20:19:09.401034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:09.401069] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:09.401098] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:09.401157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:09.460298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:09.461231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:09.461336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:09.461369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:09.585783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:09.585950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:09.585989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:09.586017] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:09.589769] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2026-02-10T20:19:09.590147] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2026-02-10T20:19:09.590297] [INFO ] [sig       ] CLNN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:09.735537] [INFO ] [LOCAL     ] Saved forecast: CLNN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CLNN.txt
[2026-02-10T20:19:09.735733] [INFO ] [sig       ] [681/3417] Completed CLNN in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:09.735776] [INFO ] [sig       ] [682/3417] Forecasting CLOA...
[2026-02-10T20:19:09.735807] [INFO ] [sig       ] Generating forecast for: CLOA
[2026-02-10T20:19:09.735836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2026-02-10T20:19:09.747531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2026-02-10T20:19:09.747926] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2026-02-10T20:19:09.748767] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2026-02-10T20:19:09.748821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:09.748853] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:09.748880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:09.748937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:09.806264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:09.807151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:09.807248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:09.807282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:09.914607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:09.914770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:09.914813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:09.914842] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:09.918487] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2026-02-10T20:19:09.918821] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2026-02-10T20:19:09.918964] [INFO ] [sig       ] CLOA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:10.060206] [INFO ] [LOCAL     ] Saved forecast: CLOA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLOA.txt
[2026-02-10T20:19:10.060348] [INFO ] [sig       ] [682/3417] Completed CLOA in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:10.060416] [INFO ] [sig       ] [683/3417] Forecasting CLRB...
[2026-02-10T20:19:10.060447] [INFO ] [sig       ] Generating forecast for: CLRB
[2026-02-10T20:19:10.060477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2026-02-10T20:19:10.071458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2026-02-10T20:19:10.071745] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2026-02-10T20:19:10.072523] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2026-02-10T20:19:10.072595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:10.072630] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:10.072657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:10.072712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:10.131265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:10.131915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:10.131993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:10.132025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:10.246257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:10.246401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:10.246441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:10.246471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:10.249996] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2026-02-10T20:19:10.250319] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2026-02-10T20:19:10.250448] [INFO ] [sig       ] CLRB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:10.395016] [INFO ] [LOCAL     ] Saved forecast: CLRB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLRB.txt
[2026-02-10T20:19:10.395163] [INFO ] [sig       ] [683/3417] Completed CLRB in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:10.395213] [INFO ] [sig       ] [684/3417] Forecasting CLRO...
[2026-02-10T20:19:10.395246] [INFO ] [sig       ] Generating forecast for: CLRO
[2026-02-10T20:19:10.395282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2026-02-10T20:19:10.406867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2026-02-10T20:19:10.407144] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2026-02-10T20:19:10.408028] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2026-02-10T20:19:10.408115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:10.408148] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:10.408175] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:10.408233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:10.465775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:10.466426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:10.466505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:10.466538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:10.578559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:10.578712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:10.578749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:10.578778] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:10.582155] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2026-02-10T20:19:10.582424] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2026-02-10T20:19:10.582551] [INFO ] [sig       ] CLRO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:10.723102] [INFO ] [LOCAL     ] Saved forecast: CLRO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLRO.txt
[2026-02-10T20:19:10.723238] [INFO ] [sig       ] [684/3417] Completed CLRO in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:10.723278] [INFO ] [sig       ] [685/3417] Forecasting CLS...
[2026-02-10T20:19:10.723310] [INFO ] [sig       ] Generating forecast for: CLS
[2026-02-10T20:19:10.723342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2026-02-10T20:19:10.735694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2026-02-10T20:19:10.735995] [INFO ] [FORECASTER] Starting predict_future for CLS
[2026-02-10T20:19:10.736820] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2026-02-10T20:19:10.736873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:10.736905] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:10.736932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:10.736988] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:10.794289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:10.794938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:10.795018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:10.795056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:10.917910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:10.918100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:10.918142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:10.918172] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:10.921600] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2026-02-10T20:19:10.921876] [INFO ] [FORECASTER] Completed predict_future for CLS
[2026-02-10T20:19:10.922004] [INFO ] [sig       ] CLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:11.062894] [INFO ] [LOCAL     ] Saved forecast: CLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CLS.txt
[2026-02-10T20:19:11.063032] [INFO ] [sig       ] [685/3417] Completed CLS in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:11.063072] [INFO ] [sig       ] [686/3417] Forecasting CLX...
[2026-02-10T20:19:11.063102] [INFO ] [sig       ] Generating forecast for: CLX
[2026-02-10T20:19:11.063132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2026-02-10T20:19:11.076607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2026-02-10T20:19:11.076893] [INFO ] [FORECASTER] Starting predict_future for CLX
[2026-02-10T20:19:11.077925] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2026-02-10T20:19:11.077978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:11.078010] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:11.078097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:11.078167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:11.137528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:11.138217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:11.138302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:11.138334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:11.262898] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:11.263069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:11.263114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:11.263142] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:11.266960] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2026-02-10T20:19:11.267239] [INFO ] [FORECASTER] Completed predict_future for CLX
[2026-02-10T20:19:11.267368] [INFO ] [sig       ] CLX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:11.412165] [INFO ] [LOCAL     ] Saved forecast: CLX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CLX.txt
[2026-02-10T20:19:11.412309] [INFO ] [sig       ] [686/3417] Completed CLX in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.4m
[2026-02-10T20:19:11.412348] [INFO ] [sig       ] [687/3417] Forecasting CM...
[2026-02-10T20:19:11.412378] [INFO ] [sig       ] Generating forecast for: CM
[2026-02-10T20:19:11.412409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2026-02-10T20:19:11.424783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2026-02-10T20:19:11.425056] [INFO ] [FORECASTER] Starting predict_future for CM
[2026-02-10T20:19:11.426042] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2026-02-10T20:19:11.426095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:11.426127] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:11.426152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:11.426207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:11.483840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:11.484676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:11.484760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:11.484793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:11.606283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:11.606441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:11.606480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:11.606508] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:11.609939] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2026-02-10T20:19:11.610217] [INFO ] [FORECASTER] Completed predict_future for CM
[2026-02-10T20:19:11.610344] [INFO ] [sig       ] CM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:11.752806] [INFO ] [LOCAL     ] Saved forecast: CM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CM.txt
[2026-02-10T20:19:11.752974] [INFO ] [sig       ] [687/3417] Completed CM in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:11.753017] [INFO ] [sig       ] [688/3417] Forecasting CMC...
[2026-02-10T20:19:11.753046] [INFO ] [sig       ] Generating forecast for: CMC
[2026-02-10T20:19:11.753076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2026-02-10T20:19:11.765782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2026-02-10T20:19:11.766154] [INFO ] [FORECASTER] Starting predict_future for CMC
[2026-02-10T20:19:11.766948] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2026-02-10T20:19:11.767002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:11.767035] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:11.767063] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:11.767118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:11.825199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:11.826139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:11.826226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:11.826258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:11.956331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:11.956490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:11.956531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:11.956559] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:11.959962] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2026-02-10T20:19:11.960273] [INFO ] [FORECASTER] Completed predict_future for CMC
[2026-02-10T20:19:11.960408] [INFO ] [sig       ] CMC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:12.098878] [INFO ] [LOCAL     ] Saved forecast: CMC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMC.txt
[2026-02-10T20:19:12.099034] [INFO ] [sig       ] [688/3417] Completed CMC in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:12.099073] [INFO ] [sig       ] [689/3417] Forecasting CMCM...
[2026-02-10T20:19:12.099105] [INFO ] [sig       ] Generating forecast for: CMCM
[2026-02-10T20:19:12.099136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2026-02-10T20:19:12.110329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2026-02-10T20:19:12.110659] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2026-02-10T20:19:12.111442] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2026-02-10T20:19:12.111495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:12.111538] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:12.111566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:12.111645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:12.169211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:12.170088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:12.170183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:12.170224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:12.286723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:12.286910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:12.286957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:12.286986] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:12.290996] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2026-02-10T20:19:12.291526] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2026-02-10T20:19:12.291792] [INFO ] [sig       ] CMCM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:12.440993] [INFO ] [LOCAL     ] Saved forecast: CMCM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMCM.txt
[2026-02-10T20:19:12.441141] [INFO ] [sig       ] [689/3417] Completed CMCM in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:12.441183] [INFO ] [sig       ] [690/3417] Forecasting CMCO...
[2026-02-10T20:19:12.441212] [INFO ] [sig       ] Generating forecast for: CMCO
[2026-02-10T20:19:12.441242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2026-02-10T20:19:12.455978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2026-02-10T20:19:12.456516] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2026-02-10T20:19:12.457371] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2026-02-10T20:19:12.457434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:12.457474] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:12.457512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:12.457604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:12.522883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:12.523790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:12.523880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:12.523914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:12.648597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:12.648764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:12.648805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:12.648833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:12.652712] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2026-02-10T20:19:12.652994] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2026-02-10T20:19:12.653140] [INFO ] [sig       ] CMCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:12.794104] [INFO ] [LOCAL     ] Saved forecast: CMCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMCO.txt
[2026-02-10T20:19:12.794276] [INFO ] [sig       ] [690/3417] Completed CMCO in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:12.794319] [INFO ] [sig       ] [691/3417] Forecasting CMCSA...
[2026-02-10T20:19:12.794349] [INFO ] [sig       ] Generating forecast for: CMCSA
[2026-02-10T20:19:12.794379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2026-02-10T20:19:12.808994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2026-02-10T20:19:12.809701] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2026-02-10T20:19:12.810763] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2026-02-10T20:19:12.810840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:12.810875] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:12.810903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:12.810965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:12.870163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:12.871112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:12.871230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:12.871264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:12.994635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:12.994806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:12.994847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:12.994876] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:12.998522] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2026-02-10T20:19:12.998916] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2026-02-10T20:19:12.999073] [INFO ] [sig       ] CMCSA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:13.149620] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMCSA.txt
[2026-02-10T20:19:13.149799] [INFO ] [sig       ] [691/3417] Completed CMCSA in 0.4s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:13.149843] [INFO ] [sig       ] [692/3417] Forecasting CME...
[2026-02-10T20:19:13.149874] [INFO ] [sig       ] Generating forecast for: CME
[2026-02-10T20:19:13.149905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2026-02-10T20:19:13.163467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2026-02-10T20:19:13.163885] [INFO ] [FORECASTER] Starting predict_future for CME
[2026-02-10T20:19:13.164713] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2026-02-10T20:19:13.164767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:13.164800] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:13.164829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:13.164886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:13.223542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:13.224394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:13.224479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:13.224514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:13.350865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:13.351026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:13.351067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:13.351098] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:13.354479] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2026-02-10T20:19:13.354774] [INFO ] [FORECASTER] Completed predict_future for CME
[2026-02-10T20:19:13.354910] [INFO ] [sig       ] CME: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:13.498947] [INFO ] [LOCAL     ] Saved forecast: CME	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CME.txt
[2026-02-10T20:19:13.499088] [INFO ] [sig       ] [692/3417] Completed CME in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:13.499129] [INFO ] [sig       ] [693/3417] Forecasting CMG...
[2026-02-10T20:19:13.499166] [INFO ] [sig       ] Generating forecast for: CMG
[2026-02-10T20:19:13.499197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2026-02-10T20:19:13.511277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2026-02-10T20:19:13.511649] [INFO ] [FORECASTER] Starting predict_future for CMG
[2026-02-10T20:19:13.512445] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2026-02-10T20:19:13.512499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:13.512531] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:13.512559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:13.512639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:13.571104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:13.571995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:13.572118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:13.572158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:13.692340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:13.692498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:13.692539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:13.692588] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:13.696170] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2026-02-10T20:19:13.696461] [INFO ] [FORECASTER] Completed predict_future for CMG
[2026-02-10T20:19:13.696619] [INFO ] [sig       ] CMG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:13.841236] [INFO ] [LOCAL     ] Saved forecast: CMG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMG.txt
[2026-02-10T20:19:13.841398] [INFO ] [sig       ] [693/3417] Completed CMG in 0.3s | 2.78 sym/s | Total: 4.1m | ETA: 16.3m
[2026-02-10T20:19:13.841439] [INFO ] [sig       ] [694/3417] Forecasting CMI...
[2026-02-10T20:19:13.841469] [INFO ] [sig       ] Generating forecast for: CMI
[2026-02-10T20:19:13.841500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2026-02-10T20:19:13.853820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2026-02-10T20:19:13.854130] [INFO ] [FORECASTER] Starting predict_future for CMI
[2026-02-10T20:19:13.854918] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2026-02-10T20:19:13.854971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:13.855003] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:13.855030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:13.855087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:13.912203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:13.912897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:13.912977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:13.913010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:14.040821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:14.041012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:14.041059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:14.041089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:14.044732] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2026-02-10T20:19:14.045023] [INFO ] [FORECASTER] Completed predict_future for CMI
[2026-02-10T20:19:14.045153] [INFO ] [sig       ] CMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:14.187952] [INFO ] [LOCAL     ] Saved forecast: CMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMI.txt
[2026-02-10T20:19:14.188102] [INFO ] [sig       ] [694/3417] Completed CMI in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:14.188143] [INFO ] [sig       ] [695/3417] Forecasting CMMB...
[2026-02-10T20:19:14.188172] [INFO ] [sig       ] Generating forecast for: CMMB
[2026-02-10T20:19:14.188201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2026-02-10T20:19:14.200670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2026-02-10T20:19:14.201077] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2026-02-10T20:19:14.201895] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2026-02-10T20:19:14.201949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:14.201980] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:14.202007] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:14.202064] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:14.260981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:14.261847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:14.261932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:14.261965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:14.386670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:14.386833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:14.386874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:14.386903] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:14.391229] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2026-02-10T20:19:14.391837] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2026-02-10T20:19:14.391992] [INFO ] [sig       ] CMMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:14.540682] [INFO ] [LOCAL     ] Saved forecast: CMMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMMB.txt
[2026-02-10T20:19:14.540839] [INFO ] [sig       ] [695/3417] Completed CMMB in 0.4s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:14.540879] [INFO ] [sig       ] [696/3417] Forecasting CMP...
[2026-02-10T20:19:14.540909] [INFO ] [sig       ] Generating forecast for: CMP
[2026-02-10T20:19:14.540939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2026-02-10T20:19:14.559009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2026-02-10T20:19:14.559465] [INFO ] [FORECASTER] Starting predict_future for CMP
[2026-02-10T20:19:14.561007] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2026-02-10T20:19:14.561070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:14.561110] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:14.561145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:14.561238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:14.630396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:14.631283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:14.631369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:14.631402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:14.756081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:14.756246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:14.756285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:14.756331] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:14.759786] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2026-02-10T20:19:14.760064] [INFO ] [FORECASTER] Completed predict_future for CMP
[2026-02-10T20:19:14.760206] [INFO ] [sig       ] CMP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:14.925094] [INFO ] [LOCAL     ] Saved forecast: CMP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMP.txt
[2026-02-10T20:19:14.925287] [INFO ] [sig       ] [696/3417] Completed CMP in 0.4s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:14.925331] [INFO ] [sig       ] [697/3417] Forecasting CMPS...
[2026-02-10T20:19:14.925363] [INFO ] [sig       ] Generating forecast for: CMPS
[2026-02-10T20:19:14.925394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2026-02-10T20:19:14.937670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2026-02-10T20:19:14.938083] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2026-02-10T20:19:14.938977] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2026-02-10T20:19:14.939031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:14.939063] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:14.939090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:14.939146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:14.996913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:14.997830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:14.997926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:14.997960] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:15.126486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:15.126665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:15.126709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:15.126739] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:15.130225] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2026-02-10T20:19:15.130517] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2026-02-10T20:19:15.130662] [INFO ] [sig       ] CMPS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:15.275304] [INFO ] [LOCAL     ] Saved forecast: CMPS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMPS.txt
[2026-02-10T20:19:15.275652] [INFO ] [sig       ] [697/3417] Completed CMPS in 0.4s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:15.275695] [INFO ] [sig       ] [698/3417] Forecasting CMPX...
[2026-02-10T20:19:15.275726] [INFO ] [sig       ] Generating forecast for: CMPX
[2026-02-10T20:19:15.275755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2026-02-10T20:19:15.288499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2026-02-10T20:19:15.288836] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2026-02-10T20:19:15.289661] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2026-02-10T20:19:15.289714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:15.289747] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:15.289773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:15.289830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:15.350268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:15.350989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:15.351070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:15.351138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:15.474995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:15.475217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:15.475268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:15.475298] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:15.479031] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=58.97%)
[2026-02-10T20:19:15.479352] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2026-02-10T20:19:15.479485] [INFO ] [sig       ] CMPX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:15.621029] [INFO ] [LOCAL     ] Saved forecast: CMPX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMPX.txt
[2026-02-10T20:19:15.621159] [INFO ] [sig       ] [698/3417] Completed CMPX in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:15.621197] [INFO ] [sig       ] [699/3417] Forecasting CMRE...
[2026-02-10T20:19:15.621227] [INFO ] [sig       ] Generating forecast for: CMRE
[2026-02-10T20:19:15.621274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2026-02-10T20:19:15.633472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2026-02-10T20:19:15.633769] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2026-02-10T20:19:15.634564] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2026-02-10T20:19:15.634638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:15.634672] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:15.634700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:15.634767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:15.693795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:15.694482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:15.694564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:15.694618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:15.814887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:15.815025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:15.815063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:15.815091] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:15.818457] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2026-02-10T20:19:15.818760] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2026-02-10T20:19:15.818893] [INFO ] [sig       ] CMRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:15.963638] [INFO ] [LOCAL     ] Saved forecast: CMRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMRE.txt
[2026-02-10T20:19:15.963802] [INFO ] [sig       ] [699/3417] Completed CMRE in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:15.963877] [INFO ] [sig       ] [700/3417] Forecasting CMS...
[2026-02-10T20:19:15.963908] [INFO ] [sig       ] Generating forecast for: CMS
[2026-02-10T20:19:15.963939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2026-02-10T20:19:15.976681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2026-02-10T20:19:15.977145] [INFO ] [FORECASTER] Starting predict_future for CMS
[2026-02-10T20:19:15.978008] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2026-02-10T20:19:15.978091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:15.978128] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:15.978155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:15.978227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:16.041821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:16.042867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:16.042974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:16.043009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:16.172378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:16.172537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:16.172597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:16.172629] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:16.176162] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2026-02-10T20:19:16.176438] [INFO ] [FORECASTER] Completed predict_future for CMS
[2026-02-10T20:19:16.176565] [INFO ] [sig       ] CMS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:16.322073] [INFO ] [LOCAL     ] Saved forecast: CMS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMS.txt
[2026-02-10T20:19:16.322198] [INFO ] [sig       ] [700/3417] Completed CMS in 0.4s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:16.322243] [INFO ] [sig       ] [701/3417] Forecasting CMSA...
[2026-02-10T20:19:16.322278] [INFO ] [sig       ] Generating forecast for: CMSA
[2026-02-10T20:19:16.322318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2026-02-10T20:19:16.334717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2026-02-10T20:19:16.335060] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2026-02-10T20:19:16.335880] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2026-02-10T20:19:16.335933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:16.335965] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:16.335992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:16.336048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:16.403680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:16.404639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:16.404725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:16.404758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:16.526964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:16.527128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:16.527167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:16.527195] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:16.531124] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2026-02-10T20:19:16.531624] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2026-02-10T20:19:16.531759] [INFO ] [sig       ] CMSA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:16.675674] [INFO ] [LOCAL     ] Saved forecast: CMSA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMSA.txt
[2026-02-10T20:19:16.675821] [INFO ] [sig       ] [701/3417] Completed CMSA in 0.4s | 2.78 sym/s | Total: 4.2m | ETA: 16.3m
[2026-02-10T20:19:16.675861] [INFO ] [sig       ] [702/3417] Forecasting CMSC...
[2026-02-10T20:19:16.675893] [INFO ] [sig       ] Generating forecast for: CMSC
[2026-02-10T20:19:16.675925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2026-02-10T20:19:16.687394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2026-02-10T20:19:16.687711] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2026-02-10T20:19:16.688525] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2026-02-10T20:19:16.688597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:16.688631] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:16.688659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:16.688716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:16.745712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:16.746674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:16.746771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:16.746804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:16.860283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:16.860452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:16.860493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:16.860522] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:16.863925] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2026-02-10T20:19:16.864203] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2026-02-10T20:19:16.864355] [INFO ] [sig       ] CMSC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:17.010974] [INFO ] [LOCAL     ] Saved forecast: CMSC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMSC.txt
[2026-02-10T20:19:17.011114] [INFO ] [sig       ] [702/3417] Completed CMSC in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:17.011155] [INFO ] [sig       ] [703/3417] Forecasting CMSD...
[2026-02-10T20:19:17.011190] [INFO ] [sig       ] Generating forecast for: CMSD
[2026-02-10T20:19:17.011230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2026-02-10T20:19:17.023179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2026-02-10T20:19:17.023678] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2026-02-10T20:19:17.024743] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2026-02-10T20:19:17.024796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:17.024834] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:17.024887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:17.024957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:17.085243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:17.086185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:17.086285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:17.086324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:17.209193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:17.209557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:17.209617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:17.209647] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:17.213293] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2026-02-10T20:19:17.213566] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2026-02-10T20:19:17.213714] [INFO ] [sig       ] CMSD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:17.354779] [INFO ] [LOCAL     ] Saved forecast: CMSD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMSD.txt
[2026-02-10T20:19:17.354900] [INFO ] [sig       ] [703/3417] Completed CMSD in 0.3s | 2.78 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:17.354940] [INFO ] [sig       ] [704/3417] Forecasting CMTG...
[2026-02-10T20:19:17.354969] [INFO ] [sig       ] Generating forecast for: CMTG
[2026-02-10T20:19:17.355005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2026-02-10T20:19:17.366941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2026-02-10T20:19:17.367217] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2026-02-10T20:19:17.368250] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2026-02-10T20:19:17.368304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:17.368336] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:17.368362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:17.368419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:17.426593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:17.427257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:17.427336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:17.427369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:17.547396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:17.547532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:17.547587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:17.547621] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:17.550995] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2026-02-10T20:19:17.551268] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2026-02-10T20:19:17.551394] [INFO ] [sig       ] CMTG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:17.696483] [INFO ] [LOCAL     ] Saved forecast: CMTG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CMTG.txt
[2026-02-10T20:19:17.696653] [INFO ] [sig       ] [704/3417] Completed CMTG in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:17.696698] [INFO ] [sig       ] [705/3417] Forecasting CMTL...
[2026-02-10T20:19:17.696727] [INFO ] [sig       ] Generating forecast for: CMTL
[2026-02-10T20:19:17.696758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2026-02-10T20:19:17.708621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2026-02-10T20:19:17.708916] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2026-02-10T20:19:17.709734] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2026-02-10T20:19:17.709788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:17.709820] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:17.709847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:17.709904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:17.767140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:17.767860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:17.767938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:17.767970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:17.891170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:17.891316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:17.891356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:17.891386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:17.894840] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2026-02-10T20:19:17.895111] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2026-02-10T20:19:17.895246] [INFO ] [sig       ] CMTL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:18.037692] [INFO ] [LOCAL     ] Saved forecast: CMTL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CMTL.txt
[2026-02-10T20:19:18.037824] [INFO ] [sig       ] [705/3417] Completed CMTL in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:18.037865] [INFO ] [sig       ] [706/3417] Forecasting CNA...
[2026-02-10T20:19:18.037894] [INFO ] [sig       ] Generating forecast for: CNA
[2026-02-10T20:19:18.037925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2026-02-10T20:19:18.049942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2026-02-10T20:19:18.050230] [INFO ] [FORECASTER] Starting predict_future for CNA
[2026-02-10T20:19:18.051017] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2026-02-10T20:19:18.051069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:18.051101] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:18.051129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:18.051185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:18.109782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:18.110649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:18.110731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:18.110764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:18.238146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:18.238472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:18.238516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:18.238547] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:18.242264] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2026-02-10T20:19:18.242608] [INFO ] [FORECASTER] Completed predict_future for CNA
[2026-02-10T20:19:18.242763] [INFO ] [sig       ] CNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:18.387876] [INFO ] [LOCAL     ] Saved forecast: CNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNA.txt
[2026-02-10T20:19:18.388012] [INFO ] [sig       ] [706/3417] Completed CNA in 0.4s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:18.388071] [INFO ] [sig       ] [707/3417] Forecasting CNC...
[2026-02-10T20:19:18.388104] [INFO ] [sig       ] Generating forecast for: CNC
[2026-02-10T20:19:18.388135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2026-02-10T20:19:18.401057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2026-02-10T20:19:18.401369] [INFO ] [FORECASTER] Starting predict_future for CNC
[2026-02-10T20:19:18.402155] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2026-02-10T20:19:18.402208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:18.402241] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:18.402268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:18.402325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:18.461613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:18.462253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:18.462334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:18.462368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:18.586341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:18.586487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:18.586534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:18.586590] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:18.590129] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2026-02-10T20:19:18.590417] [INFO ] [FORECASTER] Completed predict_future for CNC
[2026-02-10T20:19:18.590557] [INFO ] [sig       ] CNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:18.736049] [INFO ] [LOCAL     ] Saved forecast: CNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNC.txt
[2026-02-10T20:19:18.736198] [INFO ] [sig       ] [707/3417] Completed CNC in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:18.736241] [INFO ] [sig       ] [708/3417] Forecasting CNF...
[2026-02-10T20:19:18.736271] [INFO ] [sig       ] Generating forecast for: CNF
[2026-02-10T20:19:18.736305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2026-02-10T20:19:18.747646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2026-02-10T20:19:18.747916] [INFO ] [FORECASTER] Starting predict_future for CNF
[2026-02-10T20:19:18.748750] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2026-02-10T20:19:18.748803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:18.748836] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:18.748862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:18.748920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:18.812130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:18.813013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:18.813100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:18.813134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:18.932150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:18.932298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:18.932336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:18.932382] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:18.935831] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2026-02-10T20:19:18.936103] [INFO ] [FORECASTER] Completed predict_future for CNF
[2026-02-10T20:19:18.936231] [INFO ] [sig       ] CNF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:19.082161] [INFO ] [LOCAL     ] Saved forecast: CNF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNF.txt
[2026-02-10T20:19:19.082297] [INFO ] [sig       ] [708/3417] Completed CNF in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:19.082339] [INFO ] [sig       ] [709/3417] Forecasting CNI...
[2026-02-10T20:19:19.082368] [INFO ] [sig       ] Generating forecast for: CNI
[2026-02-10T20:19:19.082398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2026-02-10T20:19:19.095217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2026-02-10T20:19:19.095537] [INFO ] [FORECASTER] Starting predict_future for CNI
[2026-02-10T20:19:19.096349] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2026-02-10T20:19:19.096403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:19.096435] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:19.096463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:19.096520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:19.155917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:19.156669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:19.156753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:19.156789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:19.277741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:19.277919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:19.277961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:19.277990] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:19.281570] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2026-02-10T20:19:19.281907] [INFO ] [FORECASTER] Completed predict_future for CNI
[2026-02-10T20:19:19.282054] [INFO ] [sig       ] CNI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:19.428595] [INFO ] [LOCAL     ] Saved forecast: CNI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNI.txt
[2026-02-10T20:19:19.428778] [INFO ] [sig       ] [709/3417] Completed CNI in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:19.428823] [INFO ] [sig       ] [710/3417] Forecasting CNK...
[2026-02-10T20:19:19.428852] [INFO ] [sig       ] Generating forecast for: CNK
[2026-02-10T20:19:19.428883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2026-02-10T20:19:19.441495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2026-02-10T20:19:19.441868] [INFO ] [FORECASTER] Starting predict_future for CNK
[2026-02-10T20:19:19.442755] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2026-02-10T20:19:19.442810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:19.442843] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:19.442872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:19.442930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:19.501499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:19.502182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:19.502268] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:19.502307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:19.627535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:19.627727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:19.627778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:19.627815] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:19.631504] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2026-02-10T20:19:19.631833] [INFO ] [FORECASTER] Completed predict_future for CNK
[2026-02-10T20:19:19.631983] [INFO ] [sig       ] CNK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:19.778268] [INFO ] [LOCAL     ] Saved forecast: CNK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNK.txt
[2026-02-10T20:19:19.778424] [INFO ] [sig       ] [710/3417] Completed CNK in 0.3s | 2.79 sym/s | Total: 4.2m | ETA: 16.2m
[2026-02-10T20:19:19.778467] [INFO ] [sig       ] [711/3417] Forecasting CNM...
[2026-02-10T20:19:19.778496] [INFO ] [sig       ] Generating forecast for: CNM
[2026-02-10T20:19:19.778739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2026-02-10T20:19:19.792373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2026-02-10T20:19:19.792852] [INFO ] [FORECASTER] Starting predict_future for CNM
[2026-02-10T20:19:19.793891] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2026-02-10T20:19:19.793959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:19.794009] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:19.794052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:19.794135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:19.855183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:19.856128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:19.856218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:19.856254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:19.986116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:19.986278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:19.986320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:19.986350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:19.990445] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2026-02-10T20:19:19.990807] [INFO ] [FORECASTER] Completed predict_future for CNM
[2026-02-10T20:19:19.990953] [INFO ] [sig       ] CNM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:20.136178] [INFO ] [LOCAL     ] Saved forecast: CNM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNM.txt
[2026-02-10T20:19:20.136317] [INFO ] [sig       ] [711/3417] Completed CNM in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:20.136358] [INFO ] [sig       ] [712/3417] Forecasting CNMD...
[2026-02-10T20:19:20.136387] [INFO ] [sig       ] Generating forecast for: CNMD
[2026-02-10T20:19:20.136417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2026-02-10T20:19:20.149275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2026-02-10T20:19:20.149607] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2026-02-10T20:19:20.150421] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2026-02-10T20:19:20.150480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:20.150512] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:20.150540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:20.150613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:20.209280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:20.209937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:20.210018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:20.210052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:20.331533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:20.331708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:20.331749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:20.331778] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:20.335230] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2026-02-10T20:19:20.335505] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2026-02-10T20:19:20.335654] [INFO ] [sig       ] CNMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:20.478172] [INFO ] [LOCAL     ] Saved forecast: CNMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNMD.txt
[2026-02-10T20:19:20.478329] [INFO ] [sig       ] [712/3417] Completed CNMD in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:20.478375] [INFO ] [sig       ] [713/3417] Forecasting CNNE...
[2026-02-10T20:19:20.478407] [INFO ] [sig       ] Generating forecast for: CNNE
[2026-02-10T20:19:20.478438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2026-02-10T20:19:20.491364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2026-02-10T20:19:20.491952] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2026-02-10T20:19:20.492961] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2026-02-10T20:19:20.493014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:20.493058] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:20.493086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:20.493144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:20.552498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:20.553300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:20.553385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:20.553418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:20.694988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:20.695172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:20.695226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:20.695259] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:20.699011] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2026-02-10T20:19:20.699333] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2026-02-10T20:19:20.699492] [INFO ] [sig       ] CNNE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:20.855694] [INFO ] [LOCAL     ] Saved forecast: CNNE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNNE.txt
[2026-02-10T20:19:20.855858] [INFO ] [sig       ] [713/3417] Completed CNNE in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:20.855900] [INFO ] [sig       ] [714/3417] Forecasting CNO...
[2026-02-10T20:19:20.855931] [INFO ] [sig       ] Generating forecast for: CNO
[2026-02-10T20:19:20.855962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2026-02-10T20:19:20.868668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2026-02-10T20:19:20.869039] [INFO ] [FORECASTER] Starting predict_future for CNO
[2026-02-10T20:19:20.869890] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2026-02-10T20:19:20.869945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:20.869978] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:20.870004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:20.870062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:20.932591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:20.933540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:20.933647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:20.933683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:21.081602] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:21.081763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:21.081805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:21.081835] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:21.085305] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2026-02-10T20:19:21.085649] [INFO ] [FORECASTER] Completed predict_future for CNO
[2026-02-10T20:19:21.085797] [INFO ] [sig       ] CNO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:21.235372] [INFO ] [LOCAL     ] Saved forecast: CNO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNO.txt
[2026-02-10T20:19:21.235782] [INFO ] [sig       ] [714/3417] Completed CNO in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:21.235830] [INFO ] [sig       ] [715/3417] Forecasting CNOB...
[2026-02-10T20:19:21.235860] [INFO ] [sig       ] Generating forecast for: CNOB
[2026-02-10T20:19:21.235891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2026-02-10T20:19:21.249116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2026-02-10T20:19:21.249522] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2026-02-10T20:19:21.250771] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2026-02-10T20:19:21.250825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:21.250857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:21.250884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:21.250941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:21.309119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:21.310051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:21.310136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:21.310168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:21.432534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:21.432706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:21.432748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:21.432777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:21.436377] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2026-02-10T20:19:21.436874] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2026-02-10T20:19:21.437007] [INFO ] [sig       ] CNOB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:21.586723] [INFO ] [LOCAL     ] Saved forecast: CNOB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNOB.txt
[2026-02-10T20:19:21.586878] [INFO ] [sig       ] [715/3417] Completed CNOB in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:21.586922] [INFO ] [sig       ] [716/3417] Forecasting CNP...
[2026-02-10T20:19:21.586953] [INFO ] [sig       ] Generating forecast for: CNP
[2026-02-10T20:19:21.586984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2026-02-10T20:19:21.599955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2026-02-10T20:19:21.600299] [INFO ] [FORECASTER] Starting predict_future for CNP
[2026-02-10T20:19:21.601114] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2026-02-10T20:19:21.601169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:21.601202] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:21.601230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:21.601289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:21.659970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:21.660699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:21.660783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:21.660819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:21.789881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:21.790042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:21.790083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:21.790112] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:21.793544] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2026-02-10T20:19:21.793839] [INFO ] [FORECASTER] Completed predict_future for CNP
[2026-02-10T20:19:21.793969] [INFO ] [sig       ] CNP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:21.943848] [INFO ] [LOCAL     ] Saved forecast: CNP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNP.txt
[2026-02-10T20:19:21.944033] [INFO ] [sig       ] [716/3417] Completed CNP in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:21.944114] [INFO ] [sig       ] [717/3417] Forecasting CNQ...
[2026-02-10T20:19:21.944145] [INFO ] [sig       ] Generating forecast for: CNQ
[2026-02-10T20:19:21.944176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2026-02-10T20:19:21.957093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2026-02-10T20:19:21.957395] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2026-02-10T20:19:21.958225] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2026-02-10T20:19:21.958278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:21.958311] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:21.958337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:21.958394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:22.016558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:22.017285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:22.017366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:22.017398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:22.144418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:22.144591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:22.144635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:22.144663] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:22.148107] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2026-02-10T20:19:22.148382] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2026-02-10T20:19:22.148511] [INFO ] [sig       ] CNQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:22.295071] [INFO ] [LOCAL     ] Saved forecast: CNQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNQ.txt
[2026-02-10T20:19:22.295236] [INFO ] [sig       ] [717/3417] Completed CNQ in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.2m
[2026-02-10T20:19:22.295280] [INFO ] [sig       ] [718/3417] Forecasting CNS...
[2026-02-10T20:19:22.295311] [INFO ] [sig       ] Generating forecast for: CNS
[2026-02-10T20:19:22.295347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2026-02-10T20:19:22.306960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2026-02-10T20:19:22.307262] [INFO ] [FORECASTER] Starting predict_future for CNS
[2026-02-10T20:19:22.308071] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2026-02-10T20:19:22.308126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:22.308157] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:22.308184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:22.308241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:22.368405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:22.369241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:22.369321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:22.369353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:22.495226] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:22.495435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:22.495485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:22.495518] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:22.499323] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2026-02-10T20:19:22.499624] [INFO ] [FORECASTER] Completed predict_future for CNS
[2026-02-10T20:19:22.499761] [INFO ] [sig       ] CNS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:22.647149] [INFO ] [LOCAL     ] Saved forecast: CNS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNS.txt
[2026-02-10T20:19:22.647290] [INFO ] [sig       ] [718/3417] Completed CNS in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:22.647334] [INFO ] [sig       ] [719/3417] Forecasting CNSP...
[2026-02-10T20:19:22.647372] [INFO ] [sig       ] Generating forecast for: CNSP
[2026-02-10T20:19:22.647410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2026-02-10T20:19:22.659222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2026-02-10T20:19:22.659503] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2026-02-10T20:19:22.660296] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2026-02-10T20:19:22.660358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:22.660396] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:22.660430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:22.660500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:22.720569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:22.721353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:22.721434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:22.721467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:22.848527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:22.848728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:22.848782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:22.848820] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:22.852506] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2026-02-10T20:19:22.852889] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2026-02-10T20:19:22.853069] [INFO ] [sig       ] CNSP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:22.995663] [INFO ] [LOCAL     ] Saved forecast: CNSP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNSP.txt
[2026-02-10T20:19:22.995803] [INFO ] [sig       ] [719/3417] Completed CNSP in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:22.995844] [INFO ] [sig       ] [720/3417] Forecasting CNTA...
[2026-02-10T20:19:22.995876] [INFO ] [sig       ] Generating forecast for: CNTA
[2026-02-10T20:19:22.995906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2026-02-10T20:19:23.008400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2026-02-10T20:19:23.008728] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2026-02-10T20:19:23.009491] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2026-02-10T20:19:23.009543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:23.009603] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:23.009681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:23.009740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:23.071326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:23.072291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:23.072383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:23.072423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:23.191992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:23.192150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:23.192191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:23.192262] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:23.195789] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2026-02-10T20:19:23.196075] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2026-02-10T20:19:23.196207] [INFO ] [sig       ] CNTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:23.337920] [INFO ] [LOCAL     ] Saved forecast: CNTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNTA.txt
[2026-02-10T20:19:23.338118] [INFO ] [sig       ] [720/3417] Completed CNTA in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:23.338166] [INFO ] [sig       ] [721/3417] Forecasting CNTY...
[2026-02-10T20:19:23.338197] [INFO ] [sig       ] Generating forecast for: CNTY
[2026-02-10T20:19:23.338228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2026-02-10T20:19:23.350379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2026-02-10T20:19:23.350785] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2026-02-10T20:19:23.351596] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2026-02-10T20:19:23.351667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:23.351701] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:23.351730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:23.351787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:23.414926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:23.416097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:23.416206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:23.416251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:23.538663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:23.538829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:23.538872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:23.538902] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:23.542460] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2026-02-10T20:19:23.542769] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2026-02-10T20:19:23.542910] [INFO ] [sig       ] CNTY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:23.693182] [INFO ] [LOCAL     ] Saved forecast: CNTY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNTY.txt
[2026-02-10T20:19:23.693343] [INFO ] [sig       ] [721/3417] Completed CNTY in 0.4s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:23.693387] [INFO ] [sig       ] [722/3417] Forecasting CNVS...
[2026-02-10T20:19:23.693416] [INFO ] [sig       ] Generating forecast for: CNVS
[2026-02-10T20:19:23.693447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2026-02-10T20:19:23.705504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2026-02-10T20:19:23.705885] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2026-02-10T20:19:23.706683] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2026-02-10T20:19:23.706737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:23.706769] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:23.706797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:23.706854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:23.765072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:23.765951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:23.766038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:23.766089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:23.889199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:23.889359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:23.889403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:23.889432] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:23.893093] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2026-02-10T20:19:23.893403] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2026-02-10T20:19:23.893541] [INFO ] [sig       ] CNVS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:24.037690] [INFO ] [LOCAL     ] Saved forecast: CNVS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNVS.txt
[2026-02-10T20:19:24.037852] [INFO ] [sig       ] [722/3417] Completed CNVS in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:24.037895] [INFO ] [sig       ] [723/3417] Forecasting CNX...
[2026-02-10T20:19:24.037925] [INFO ] [sig       ] Generating forecast for: CNX
[2026-02-10T20:19:24.037956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2026-02-10T20:19:24.050390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2026-02-10T20:19:24.050792] [INFO ] [FORECASTER] Starting predict_future for CNX
[2026-02-10T20:19:24.051606] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2026-02-10T20:19:24.051683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:24.051717] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:24.051744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:24.051801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:24.111073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:24.112006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:24.112096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:24.112130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:24.241227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:24.241386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:24.241427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:24.241456] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:24.245072] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2026-02-10T20:19:24.245354] [INFO ] [FORECASTER] Completed predict_future for CNX
[2026-02-10T20:19:24.245484] [INFO ] [sig       ] CNX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:24.386726] [INFO ] [LOCAL     ] Saved forecast: CNX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CNX.txt
[2026-02-10T20:19:24.386853] [INFO ] [sig       ] [723/3417] Completed CNX in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:24.386899] [INFO ] [sig       ] [724/3417] Forecasting CNXN...
[2026-02-10T20:19:24.386929] [INFO ] [sig       ] Generating forecast for: CNXN
[2026-02-10T20:19:24.386959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2026-02-10T20:19:24.399000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2026-02-10T20:19:24.399280] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2026-02-10T20:19:24.400099] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2026-02-10T20:19:24.400153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:24.400185] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:24.400223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:24.400281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:24.458622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:24.459236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:24.459315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:24.459347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:24.583714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:24.583858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:24.583896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:24.583924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:24.587288] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2026-02-10T20:19:24.587602] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2026-02-10T20:19:24.587742] [INFO ] [sig       ] CNXN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:24.727102] [INFO ] [LOCAL     ] Saved forecast: CNXN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CNXN.txt
[2026-02-10T20:19:24.727224] [INFO ] [sig       ] [724/3417] Completed CNXN in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:24.727265] [INFO ] [sig       ] [725/3417] Forecasting COCO...
[2026-02-10T20:19:24.727294] [INFO ] [sig       ] Generating forecast for: COCO
[2026-02-10T20:19:24.727324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2026-02-10T20:19:24.739205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2026-02-10T20:19:24.739514] [INFO ] [FORECASTER] Starting predict_future for COCO
[2026-02-10T20:19:24.740351] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2026-02-10T20:19:24.740405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:24.740439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:24.740467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:24.740523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:24.798502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:24.799135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:24.799213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:24.799245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:24.926226] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:24.926394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:24.926434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:24.926462] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:24.929910] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=58.59%)
[2026-02-10T20:19:24.930191] [INFO ] [FORECASTER] Completed predict_future for COCO
[2026-02-10T20:19:24.930319] [INFO ] [sig       ] COCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:25.070631] [INFO ] [LOCAL     ] Saved forecast: COCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COCO.txt
[2026-02-10T20:19:25.070749] [INFO ] [sig       ] [725/3417] Completed COCO in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:25.070789] [INFO ] [sig       ] [726/3417] Forecasting CODA...
[2026-02-10T20:19:25.070819] [INFO ] [sig       ] Generating forecast for: CODA
[2026-02-10T20:19:25.070848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2026-02-10T20:19:25.081795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2026-02-10T20:19:25.082075] [INFO ] [FORECASTER] Starting predict_future for CODA
[2026-02-10T20:19:25.082867] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2026-02-10T20:19:25.082920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:25.082951] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:25.082978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:25.083034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:25.140251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:25.140902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:25.140981] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:25.141014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:25.253896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:25.254021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:25.254057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:25.254085] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:25.257370] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2026-02-10T20:19:25.257693] [INFO ] [FORECASTER] Completed predict_future for CODA
[2026-02-10T20:19:25.257819] [INFO ] [sig       ] CODA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:25.398780] [INFO ] [LOCAL     ] Saved forecast: CODA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CODA.txt
[2026-02-10T20:19:25.398901] [INFO ] [sig       ] [726/3417] Completed CODA in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:25.398940] [INFO ] [sig       ] [727/3417] Forecasting CODI...
[2026-02-10T20:19:25.398970] [INFO ] [sig       ] Generating forecast for: CODI
[2026-02-10T20:19:25.398999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2026-02-10T20:19:25.410722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2026-02-10T20:19:25.411048] [INFO ] [FORECASTER] Starting predict_future for CODI
[2026-02-10T20:19:25.411870] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2026-02-10T20:19:25.411923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:25.411956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:25.411983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:25.412039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:25.469840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:25.470775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:25.470860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:25.470893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:25.591608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:25.591773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:25.591814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:25.591843] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:25.595249] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2026-02-10T20:19:25.595536] [INFO ] [FORECASTER] Completed predict_future for CODI
[2026-02-10T20:19:25.595686] [INFO ] [sig       ] CODI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:25.740360] [INFO ] [LOCAL     ] Saved forecast: CODI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CODI.txt
[2026-02-10T20:19:25.740539] [INFO ] [sig       ] [727/3417] Completed CODI in 0.3s | 2.79 sym/s | Total: 4.3m | ETA: 16.1m
[2026-02-10T20:19:25.740612] [INFO ] [sig       ] [728/3417] Forecasting COEP...
[2026-02-10T20:19:25.740644] [INFO ] [sig       ] Generating forecast for: COEP
[2026-02-10T20:19:25.740681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2026-02-10T20:19:25.752665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2026-02-10T20:19:25.753009] [INFO ] [FORECASTER] Starting predict_future for COEP
[2026-02-10T20:19:25.753799] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2026-02-10T20:19:25.753853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:25.753884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:25.753911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:25.753968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:25.814080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:25.814997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:25.815084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:25.815117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:25.944912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:25.945081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:25.945122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:25.945152] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:25.948941] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2026-02-10T20:19:25.949250] [INFO ] [FORECASTER] Completed predict_future for COEP
[2026-02-10T20:19:25.949387] [INFO ] [sig       ] COEP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:26.099161] [INFO ] [LOCAL     ] Saved forecast: COEP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COEP.txt
[2026-02-10T20:19:26.099324] [INFO ] [sig       ] [728/3417] Completed COEP in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.1m
[2026-02-10T20:19:26.099367] [INFO ] [sig       ] [729/3417] Forecasting COF...
[2026-02-10T20:19:26.099397] [INFO ] [sig       ] Generating forecast for: COF
[2026-02-10T20:19:26.099429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2026-02-10T20:19:26.111985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2026-02-10T20:19:26.112344] [INFO ] [FORECASTER] Starting predict_future for COF
[2026-02-10T20:19:26.113142] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2026-02-10T20:19:26.113195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:26.113228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:26.113254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:26.113310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:26.171206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:26.172088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:26.172173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:26.172206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:26.296398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:26.296593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:26.296638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:26.296667] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:26.300135] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=58.69%)
[2026-02-10T20:19:26.300416] [INFO ] [FORECASTER] Completed predict_future for COF
[2026-02-10T20:19:26.300549] [INFO ] [sig       ] COF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:26.442376] [INFO ] [LOCAL     ] Saved forecast: COF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COF.txt
[2026-02-10T20:19:26.442560] [INFO ] [sig       ] [729/3417] Completed COF in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.1m
[2026-02-10T20:19:26.442623] [INFO ] [sig       ] [730/3417] Forecasting COFS...
[2026-02-10T20:19:26.442655] [INFO ] [sig       ] Generating forecast for: COFS
[2026-02-10T20:19:26.442685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2026-02-10T20:19:26.454341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2026-02-10T20:19:26.454687] [INFO ] [FORECASTER] Starting predict_future for COFS
[2026-02-10T20:19:26.455471] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2026-02-10T20:19:26.455524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:26.455558] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:26.455608] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:26.455670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:26.513342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:26.514207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:26.514322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:26.514356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:26.628310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:26.628478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:26.628527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:26.628564] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:26.632051] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2026-02-10T20:19:26.632328] [INFO ] [FORECASTER] Completed predict_future for COFS
[2026-02-10T20:19:26.632455] [INFO ] [sig       ] COFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:26.775865] [INFO ] [LOCAL     ] Saved forecast: COFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COFS.txt
[2026-02-10T20:19:26.776027] [INFO ] [sig       ] [730/3417] Completed COFS in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.1m
[2026-02-10T20:19:26.776068] [INFO ] [sig       ] [731/3417] Forecasting COKE...
[2026-02-10T20:19:26.776099] [INFO ] [sig       ] Generating forecast for: COKE
[2026-02-10T20:19:26.776130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2026-02-10T20:19:26.789036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2026-02-10T20:19:26.789453] [INFO ] [FORECASTER] Starting predict_future for COKE
[2026-02-10T20:19:26.790618] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2026-02-10T20:19:26.790675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:26.790709] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:26.790737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:26.790796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:26.850263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:26.851167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:26.851265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:26.851298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:26.980380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:26.980547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:26.980613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:26.980646] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:26.984682] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2026-02-10T20:19:26.985044] [INFO ] [FORECASTER] Completed predict_future for COKE
[2026-02-10T20:19:26.985190] [INFO ] [sig       ] COKE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:27.167656] [INFO ] [LOCAL     ] Saved forecast: COKE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COKE.txt
[2026-02-10T20:19:27.168177] [INFO ] [sig       ] [731/3417] Completed COKE in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.1m
[2026-02-10T20:19:27.168231] [INFO ] [sig       ] [732/3417] Forecasting COLB...
[2026-02-10T20:19:27.168264] [INFO ] [sig       ] Generating forecast for: COLB
[2026-02-10T20:19:27.168295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2026-02-10T20:19:27.183036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2026-02-10T20:19:27.183380] [INFO ] [FORECASTER] Starting predict_future for COLB
[2026-02-10T20:19:27.184218] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2026-02-10T20:19:27.184272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:27.184307] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:27.184335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:27.184393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:27.251534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:27.252473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:27.252563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:27.252618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:27.385010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:27.385186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:27.385242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:27.385286] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:27.389009] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2026-02-10T20:19:27.389335] [INFO ] [FORECASTER] Completed predict_future for COLB
[2026-02-10T20:19:27.389491] [INFO ] [sig       ] COLB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:27.551222] [INFO ] [LOCAL     ] Saved forecast: COLB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COLB.txt
[2026-02-10T20:19:27.551383] [INFO ] [sig       ] [732/3417] Completed COLB in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.1m
[2026-02-10T20:19:27.551424] [INFO ] [sig       ] [733/3417] Forecasting COLD...
[2026-02-10T20:19:27.551459] [INFO ] [sig       ] Generating forecast for: COLD
[2026-02-10T20:19:27.551504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2026-02-10T20:19:27.566011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2026-02-10T20:19:27.566396] [INFO ] [FORECASTER] Starting predict_future for COLD
[2026-02-10T20:19:27.567450] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2026-02-10T20:19:27.567504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:27.567538] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:27.567566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:27.567646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:27.633950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:27.635036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:27.635124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:27.635160] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:27.766775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:27.766939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:27.766982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:27.767013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:27.770771] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2026-02-10T20:19:27.771069] [INFO ] [FORECASTER] Completed predict_future for COLD
[2026-02-10T20:19:27.771216] [INFO ] [sig       ] COLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:27.917728] [INFO ] [LOCAL     ] Saved forecast: COLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COLD.txt
[2026-02-10T20:19:27.917905] [INFO ] [sig       ] [733/3417] Completed COLD in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.1m
[2026-02-10T20:19:27.917949] [INFO ] [sig       ] [734/3417] Forecasting COLL...
[2026-02-10T20:19:27.917981] [INFO ] [sig       ] Generating forecast for: COLL
[2026-02-10T20:19:27.918012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2026-02-10T20:19:27.929917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2026-02-10T20:19:27.930242] [INFO ] [FORECASTER] Starting predict_future for COLL
[2026-02-10T20:19:27.931110] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2026-02-10T20:19:27.931166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:27.931199] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:27.931227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:27.931285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:27.988831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:27.989624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:27.989709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:27.989741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:28.114439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:28.114625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:28.114668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:28.114697] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:28.118162] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2026-02-10T20:19:28.118447] [INFO ] [FORECASTER] Completed predict_future for COLL
[2026-02-10T20:19:28.118629] [INFO ] [sig       ] COLL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:28.269509] [INFO ] [LOCAL     ] Saved forecast: COLL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COLL.txt
[2026-02-10T20:19:28.269696] [INFO ] [sig       ] [734/3417] Completed COLL in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:28.269740] [INFO ] [sig       ] [735/3417] Forecasting COLM...
[2026-02-10T20:19:28.269772] [INFO ] [sig       ] Generating forecast for: COLM
[2026-02-10T20:19:28.269805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2026-02-10T20:19:28.283704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2026-02-10T20:19:28.284171] [INFO ] [FORECASTER] Starting predict_future for COLM
[2026-02-10T20:19:28.285039] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2026-02-10T20:19:28.285099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:28.285133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:28.285161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:28.285232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:28.344343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:28.345287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:28.345385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:28.345418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:28.470126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:28.470299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:28.470340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:28.470369] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:28.474198] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2026-02-10T20:19:28.474545] [INFO ] [FORECASTER] Completed predict_future for COLM
[2026-02-10T20:19:28.474732] [INFO ] [sig       ] COLM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:28.627296] [INFO ] [LOCAL     ] Saved forecast: COLM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COLM.txt
[2026-02-10T20:19:28.627464] [INFO ] [sig       ] [735/3417] Completed COLM in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:28.627505] [INFO ] [sig       ] [736/3417] Forecasting COMP...
[2026-02-10T20:19:28.627536] [INFO ] [sig       ] Generating forecast for: COMP
[2026-02-10T20:19:28.627567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2026-02-10T20:19:28.639400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2026-02-10T20:19:28.639753] [INFO ] [FORECASTER] Starting predict_future for COMP
[2026-02-10T20:19:28.640531] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2026-02-10T20:19:28.640605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:28.640641] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:28.640668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:28.640725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:28.699851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:28.700758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:28.700843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:28.700878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:28.827679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:28.827840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:28.827880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:28.827909] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:28.831477] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2026-02-10T20:19:28.831809] [INFO ] [FORECASTER] Completed predict_future for COMP
[2026-02-10T20:19:28.831943] [INFO ] [sig       ] COMP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:28.976361] [INFO ] [LOCAL     ] Saved forecast: COMP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COMP.txt
[2026-02-10T20:19:28.976521] [INFO ] [sig       ] [736/3417] Completed COMP in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:28.976564] [INFO ] [sig       ] [737/3417] Forecasting CONL...
[2026-02-10T20:19:28.976618] [INFO ] [sig       ] Generating forecast for: CONL
[2026-02-10T20:19:28.976649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2026-02-10T20:19:28.989833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2026-02-10T20:19:28.990198] [INFO ] [FORECASTER] Starting predict_future for CONL
[2026-02-10T20:19:28.991008] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2026-02-10T20:19:28.991074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:28.991133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:28.991162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:28.991220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:29.048751] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:29.049673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:29.049761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:29.049794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:29.189865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:29.190041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:29.190082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:29.190111] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:29.193968] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2026-02-10T20:19:29.194452] [INFO ] [FORECASTER] Completed predict_future for CONL
[2026-02-10T20:19:29.194624] [INFO ] [sig       ] CONL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:29.337752] [INFO ] [LOCAL     ] Saved forecast: CONL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CONL.txt
[2026-02-10T20:19:29.337936] [INFO ] [sig       ] [737/3417] Completed CONL in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:29.337981] [INFO ] [sig       ] [738/3417] Forecasting COO...
[2026-02-10T20:19:29.338012] [INFO ] [sig       ] Generating forecast for: COO
[2026-02-10T20:19:29.338065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2026-02-10T20:19:29.350638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2026-02-10T20:19:29.350967] [INFO ] [FORECASTER] Starting predict_future for COO
[2026-02-10T20:19:29.351765] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2026-02-10T20:19:29.351818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:29.351850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:29.351877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:29.351933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:29.409229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:29.410271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:29.410379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:29.410415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:29.536768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:29.536933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:29.536977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:29.537006] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:29.540504] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2026-02-10T20:19:29.540802] [INFO ] [FORECASTER] Completed predict_future for COO
[2026-02-10T20:19:29.540931] [INFO ] [sig       ] COO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:29.682045] [INFO ] [LOCAL     ] Saved forecast: COO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COO.txt
[2026-02-10T20:19:29.682207] [INFO ] [sig       ] [738/3417] Completed COO in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:29.682249] [INFO ] [sig       ] [739/3417] Forecasting COP...
[2026-02-10T20:19:29.682279] [INFO ] [sig       ] Generating forecast for: COP
[2026-02-10T20:19:29.682309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2026-02-10T20:19:29.694836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2026-02-10T20:19:29.695206] [INFO ] [FORECASTER] Starting predict_future for COP
[2026-02-10T20:19:29.696063] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2026-02-10T20:19:29.696117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:29.696149] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:29.696176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:29.696233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:29.754494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:29.755399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:29.755484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:29.755517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:29.878853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:29.879028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:29.879070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:29.879101] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:29.883076] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2026-02-10T20:19:29.883379] [INFO ] [FORECASTER] Completed predict_future for COP
[2026-02-10T20:19:29.883529] [INFO ] [sig       ] COP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:30.033101] [INFO ] [LOCAL     ] Saved forecast: COP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COP.txt
[2026-02-10T20:19:30.033266] [INFO ] [sig       ] [739/3417] Completed COP in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:30.033309] [INFO ] [sig       ] [740/3417] Forecasting COPP...
[2026-02-10T20:19:30.033341] [INFO ] [sig       ] Generating forecast for: COPP
[2026-02-10T20:19:30.033374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2026-02-10T20:19:30.046005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2026-02-10T20:19:30.046409] [INFO ] [FORECASTER] Starting predict_future for COPP
[2026-02-10T20:19:30.047263] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2026-02-10T20:19:30.047319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:30.047352] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:30.047379] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:30.047436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:30.108049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:30.108988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:30.109075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:30.109109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:30.237764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:30.237927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:30.237967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:30.238057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:30.241925] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2026-02-10T20:19:30.242207] [INFO ] [FORECASTER] Completed predict_future for COPP
[2026-02-10T20:19:30.242339] [INFO ] [sig       ] COPP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:30.391893] [INFO ] [LOCAL     ] Saved forecast: COPP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COPP.txt
[2026-02-10T20:19:30.392073] [INFO ] [sig       ] [740/3417] Completed COPP in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:30.392130] [INFO ] [sig       ] [741/3417] Forecasting CORZ...
[2026-02-10T20:19:30.392165] [INFO ] [sig       ] Generating forecast for: CORZ
[2026-02-10T20:19:30.392197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2026-02-10T20:19:30.407081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2026-02-10T20:19:30.407463] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2026-02-10T20:19:30.408510] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2026-02-10T20:19:30.408565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:30.408616] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:30.408643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:30.408699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:30.468521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:30.469647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:30.469741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:30.469774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:30.599753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:30.599918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:30.599960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:30.599990] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:30.603426] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2026-02-10T20:19:30.603730] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2026-02-10T20:19:30.603862] [INFO ] [sig       ] CORZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:30.750091] [INFO ] [LOCAL     ] Saved forecast: CORZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CORZ.txt
[2026-02-10T20:19:30.750268] [INFO ] [sig       ] [741/3417] Completed CORZ in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:30.750310] [INFO ] [sig       ] [742/3417] Forecasting CORZZ...
[2026-02-10T20:19:30.750341] [INFO ] [sig       ] Generating forecast for: CORZZ
[2026-02-10T20:19:30.750371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2026-02-10T20:19:30.762437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2026-02-10T20:19:30.762815] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2026-02-10T20:19:30.763612] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2026-02-10T20:19:30.763665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:30.763696] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:30.763724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:30.763782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:30.823888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:30.824769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:30.824852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:30.824885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:30.939191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:30.939352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:30.939393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:30.939423] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:30.943198] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2026-02-10T20:19:30.943493] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2026-02-10T20:19:30.943664] [INFO ] [sig       ] CORZZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:31.090460] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CORZZ.txt
[2026-02-10T20:19:31.090640] [INFO ] [sig       ] [742/3417] Completed CORZZ in 0.3s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:31.090685] [INFO ] [sig       ] [743/3417] Forecasting COTY...
[2026-02-10T20:19:31.090715] [INFO ] [sig       ] Generating forecast for: COTY
[2026-02-10T20:19:31.090747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2026-02-10T20:19:31.103257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2026-02-10T20:19:31.103654] [INFO ] [FORECASTER] Starting predict_future for COTY
[2026-02-10T20:19:31.104432] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2026-02-10T20:19:31.104485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:31.104517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:31.104548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:31.104654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:31.162903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:31.163846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:31.163931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:31.163964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:31.292765] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:31.292931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:31.292972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:31.293002] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:31.298105] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2026-02-10T20:19:31.298510] [INFO ] [FORECASTER] Completed predict_future for COTY
[2026-02-10T20:19:31.298718] [INFO ] [sig       ] COTY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:31.445486] [INFO ] [LOCAL     ] Saved forecast: COTY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COTY.txt
[2026-02-10T20:19:31.445672] [INFO ] [sig       ] [743/3417] Completed COTY in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:31.445717] [INFO ] [sig       ] [744/3417] Forecasting COWG...
[2026-02-10T20:19:31.445936] [INFO ] [sig       ] Generating forecast for: COWG
[2026-02-10T20:19:31.445966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2026-02-10T20:19:31.458336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2026-02-10T20:19:31.458732] [INFO ] [FORECASTER] Starting predict_future for COWG
[2026-02-10T20:19:31.459516] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2026-02-10T20:19:31.459592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:31.459629] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:31.459657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:31.459714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:31.522142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:31.523282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:31.523386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:31.523421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:31.646638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:31.646818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:31.646862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:31.646892] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:31.650390] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2026-02-10T20:19:31.650698] [INFO ] [FORECASTER] Completed predict_future for COWG
[2026-02-10T20:19:31.650844] [INFO ] [sig       ] COWG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:31.799262] [INFO ] [LOCAL     ] Saved forecast: COWG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/COWG.txt
[2026-02-10T20:19:31.799429] [INFO ] [sig       ] [744/3417] Completed COWG in 0.4s | 2.79 sym/s | Total: 4.4m | ETA: 16.0m
[2026-02-10T20:19:31.799472] [INFO ] [sig       ] [745/3417] Forecasting COYA...
[2026-02-10T20:19:31.799503] [INFO ] [sig       ] Generating forecast for: COYA
[2026-02-10T20:19:31.799532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2026-02-10T20:19:31.811667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2026-02-10T20:19:31.812002] [INFO ] [FORECASTER] Starting predict_future for COYA
[2026-02-10T20:19:31.812791] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2026-02-10T20:19:31.812844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:31.812876] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:31.812903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:31.812961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:31.870123] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:31.871035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:31.871123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:31.871157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:31.983175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:31.983338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:31.983379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:31.983408] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:31.986894] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2026-02-10T20:19:31.987177] [INFO ] [FORECASTER] Completed predict_future for COYA
[2026-02-10T20:19:31.987310] [INFO ] [sig       ] COYA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:32.130498] [INFO ] [LOCAL     ] Saved forecast: COYA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/COYA.txt
[2026-02-10T20:19:32.130693] [INFO ] [sig       ] [745/3417] Completed COYA in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.0m
[2026-02-10T20:19:32.130742] [INFO ] [sig       ] [746/3417] Forecasting CP...
[2026-02-10T20:19:32.130774] [INFO ] [sig       ] Generating forecast for: CP
[2026-02-10T20:19:32.130805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2026-02-10T20:19:32.142246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2026-02-10T20:19:32.142524] [INFO ] [FORECASTER] Starting predict_future for CP
[2026-02-10T20:19:32.143303] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2026-02-10T20:19:32.143355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:32.143387] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:32.143414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:32.143471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:32.201814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:32.202726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:32.202815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:32.202848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:32.333499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:32.333693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:32.333742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:32.333778] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:32.338092] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=32.15%)
[2026-02-10T20:19:32.338372] [INFO ] [FORECASTER] Completed predict_future for CP
[2026-02-10T20:19:32.338503] [INFO ] [sig       ] CP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:32.482393] [INFO ] [LOCAL     ] Saved forecast: CP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CP.txt
[2026-02-10T20:19:32.482535] [INFO ] [sig       ] [746/3417] Completed CP in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.0m
[2026-02-10T20:19:32.482595] [INFO ] [sig       ] [747/3417] Forecasting CPA...
[2026-02-10T20:19:32.482630] [INFO ] [sig       ] Generating forecast for: CPA
[2026-02-10T20:19:32.482660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2026-02-10T20:19:32.496193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2026-02-10T20:19:32.496506] [INFO ] [FORECASTER] Starting predict_future for CPA
[2026-02-10T20:19:32.497353] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2026-02-10T20:19:32.497406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:32.497437] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:32.497464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:32.497520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:32.557132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:32.557899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:32.558012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:32.558066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:32.689409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:32.689598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:32.689655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:32.689691] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:32.693326] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2026-02-10T20:19:32.693659] [INFO ] [FORECASTER] Completed predict_future for CPA
[2026-02-10T20:19:32.693811] [INFO ] [sig       ] CPA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:32.845457] [INFO ] [LOCAL     ] Saved forecast: CPA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CPA.txt
[2026-02-10T20:19:32.845693] [INFO ] [sig       ] [747/3417] Completed CPA in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 16.0m
[2026-02-10T20:19:32.845763] [INFO ] [sig       ] [748/3417] Forecasting CPB...
[2026-02-10T20:19:32.845813] [INFO ] [sig       ] Generating forecast for: CPB
[2026-02-10T20:19:32.845859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2026-02-10T20:19:32.860328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2026-02-10T20:19:32.860793] [INFO ] [FORECASTER] Starting predict_future for CPB
[2026-02-10T20:19:32.861651] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2026-02-10T20:19:32.861705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:32.861751] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:32.861779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:32.861836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:32.920096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:32.920856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:32.920941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:32.920974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:33.040291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:33.040454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:33.040498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:33.040529] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:33.044160] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2026-02-10T20:19:33.044675] [INFO ] [FORECASTER] Completed predict_future for CPB
[2026-02-10T20:19:33.044828] [INFO ] [sig       ] CPB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:33.187697] [INFO ] [LOCAL     ] Saved forecast: CPB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CPB.txt
[2026-02-10T20:19:33.187840] [INFO ] [sig       ] [748/3417] Completed CPB in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 16.0m
[2026-02-10T20:19:33.187886] [INFO ] [sig       ] [749/3417] Forecasting CPF...
[2026-02-10T20:19:33.187920] [INFO ] [sig       ] Generating forecast for: CPF
[2026-02-10T20:19:33.187960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2026-02-10T20:19:33.200424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2026-02-10T20:19:33.200831] [INFO ] [FORECASTER] Starting predict_future for CPF
[2026-02-10T20:19:33.201635] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2026-02-10T20:19:33.201688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:33.201720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:33.201747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:33.201803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:33.259570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:33.260359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:33.260445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:33.260479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:33.381324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:33.381492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:33.381535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:33.381563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:33.385164] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2026-02-10T20:19:33.385452] [INFO ] [FORECASTER] Completed predict_future for CPF
[2026-02-10T20:19:33.385607] [INFO ] [sig       ] CPF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:33.529512] [INFO ] [LOCAL     ] Saved forecast: CPF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CPF.txt
[2026-02-10T20:19:33.529671] [INFO ] [sig       ] [749/3417] Completed CPF in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:33.529714] [INFO ] [sig       ] [750/3417] Forecasting CPIX...
[2026-02-10T20:19:33.529744] [INFO ] [sig       ] Generating forecast for: CPIX
[2026-02-10T20:19:33.529774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2026-02-10T20:19:33.542755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2026-02-10T20:19:33.543216] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2026-02-10T20:19:33.544280] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2026-02-10T20:19:33.544349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:33.544382] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:33.544409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:33.544466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:33.603185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:33.604134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:33.604247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:33.604281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:33.729837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:33.729996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:33.730037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:33.730066] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:33.733553] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2026-02-10T20:19:33.733861] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2026-02-10T20:19:33.733994] [INFO ] [sig       ] CPIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:33.877663] [INFO ] [LOCAL     ] Saved forecast: CPIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CPIX.txt
[2026-02-10T20:19:33.877827] [INFO ] [sig       ] [750/3417] Completed CPIX in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:33.877868] [INFO ] [sig       ] [751/3417] Forecasting CPK...
[2026-02-10T20:19:33.877898] [INFO ] [sig       ] Generating forecast for: CPK
[2026-02-10T20:19:33.877929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2026-02-10T20:19:33.890608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2026-02-10T20:19:33.890968] [INFO ] [FORECASTER] Starting predict_future for CPK
[2026-02-10T20:19:33.891766] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2026-02-10T20:19:33.891818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:33.891854] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:33.891881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:33.891937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:33.951687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:33.952549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:33.952668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:33.952709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:34.072373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:34.072530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:34.072587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:34.072620] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:34.076044] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2026-02-10T20:19:34.076325] [INFO ] [FORECASTER] Completed predict_future for CPK
[2026-02-10T20:19:34.076458] [INFO ] [sig       ] CPK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:34.224277] [INFO ] [LOCAL     ] Saved forecast: CPK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CPK.txt
[2026-02-10T20:19:34.224450] [INFO ] [sig       ] [751/3417] Completed CPK in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:34.224494] [INFO ] [sig       ] [752/3417] Forecasting CPNG...
[2026-02-10T20:19:34.224532] [INFO ] [sig       ] Generating forecast for: CPNG
[2026-02-10T20:19:34.224565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2026-02-10T20:19:34.238164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2026-02-10T20:19:34.238557] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2026-02-10T20:19:34.239431] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2026-02-10T20:19:34.239487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:34.239521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:34.239550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:34.239630] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:34.298877] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:34.299815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:34.299904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:34.299938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:34.427463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:34.427641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:34.427684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:34.427714] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:34.431262] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2026-02-10T20:19:34.431547] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2026-02-10T20:19:34.431703] [INFO ] [sig       ] CPNG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:34.579742] [INFO ] [LOCAL     ] Saved forecast: CPNG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CPNG.txt
[2026-02-10T20:19:34.579911] [INFO ] [sig       ] [752/3417] Completed CPNG in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:34.579953] [INFO ] [sig       ] [753/3417] Forecasting CPRI...
[2026-02-10T20:19:34.579988] [INFO ] [sig       ] Generating forecast for: CPRI
[2026-02-10T20:19:34.580020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2026-02-10T20:19:34.592969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2026-02-10T20:19:34.593313] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2026-02-10T20:19:34.594177] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2026-02-10T20:19:34.594232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:34.594267] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:34.594296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:34.594355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:34.652821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:34.653737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:34.653847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:34.653895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:34.779848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:34.780013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:34.780055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:34.780085] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:34.783672] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2026-02-10T20:19:34.783997] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2026-02-10T20:19:34.784141] [INFO ] [sig       ] CPRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:34.946490] [INFO ] [LOCAL     ] Saved forecast: CPRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CPRI.txt
[2026-02-10T20:19:34.946685] [INFO ] [sig       ] [753/3417] Completed CPRI in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:34.946737] [INFO ] [sig       ] [754/3417] Forecasting CPRX...
[2026-02-10T20:19:34.946774] [INFO ] [sig       ] Generating forecast for: CPRX
[2026-02-10T20:19:34.946815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2026-02-10T20:19:34.961517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2026-02-10T20:19:34.961958] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2026-02-10T20:19:34.962910] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2026-02-10T20:19:34.962967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:34.963065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:34.963097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:34.963157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:35.024269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:35.025185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:35.025273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:35.025309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:35.156919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:35.157081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:35.157124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:35.157154] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:35.160813] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2026-02-10T20:19:35.161089] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2026-02-10T20:19:35.161217] [INFO ] [sig       ] CPRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:35.306509] [INFO ] [LOCAL     ] Saved forecast: CPRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CPRX.txt
[2026-02-10T20:19:35.306671] [INFO ] [sig       ] [754/3417] Completed CPRX in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:35.306712] [INFO ] [sig       ] [755/3417] Forecasting CPS...
[2026-02-10T20:19:35.306744] [INFO ] [sig       ] Generating forecast for: CPS
[2026-02-10T20:19:35.306775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2026-02-10T20:19:35.319135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2026-02-10T20:19:35.319488] [INFO ] [FORECASTER] Starting predict_future for CPS
[2026-02-10T20:19:35.320278] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2026-02-10T20:19:35.320331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:35.320363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:35.320390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:35.320447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:35.378824] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:35.379793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:35.379889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:35.379923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:35.508626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:35.508796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:35.508840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:35.508888] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:35.512438] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2026-02-10T20:19:35.512785] [INFO ] [FORECASTER] Completed predict_future for CPS
[2026-02-10T20:19:35.512933] [INFO ] [sig       ] CPS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:35.660426] [INFO ] [LOCAL     ] Saved forecast: CPS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CPS.txt
[2026-02-10T20:19:35.660614] [INFO ] [sig       ] [755/3417] Completed CPS in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:35.660660] [INFO ] [sig       ] [756/3417] Forecasting CPSH...
[2026-02-10T20:19:35.660692] [INFO ] [sig       ] Generating forecast for: CPSH
[2026-02-10T20:19:35.660723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2026-02-10T20:19:35.674024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2026-02-10T20:19:35.674439] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2026-02-10T20:19:35.675438] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2026-02-10T20:19:35.675495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:35.675530] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:35.675558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:35.675641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:35.737411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:35.738557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:35.738666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:35.738702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:35.875144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:35.875308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:35.875348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:35.875377] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:35.878857] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2026-02-10T20:19:35.879133] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2026-02-10T20:19:35.879264] [INFO ] [sig       ] CPSH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:36.026899] [INFO ] [LOCAL     ] Saved forecast: CPSH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CPSH.txt
[2026-02-10T20:19:36.027068] [INFO ] [sig       ] [756/3417] Completed CPSH in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:36.027110] [INFO ] [sig       ] [757/3417] Forecasting CPSS...
[2026-02-10T20:19:36.027141] [INFO ] [sig       ] Generating forecast for: CPSS
[2026-02-10T20:19:36.027173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2026-02-10T20:19:36.038891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2026-02-10T20:19:36.039281] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2026-02-10T20:19:36.040307] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2026-02-10T20:19:36.040360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:36.040392] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:36.040419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:36.040475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:36.099647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:36.100526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:36.100634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:36.100686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:36.213773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:36.213942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:36.213983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:36.214047] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:36.217698] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2026-02-10T20:19:36.218177] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2026-02-10T20:19:36.218317] [INFO ] [sig       ] CPSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:36.363229] [INFO ] [LOCAL     ] Saved forecast: CPSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CPSS.txt
[2026-02-10T20:19:36.363365] [INFO ] [sig       ] [757/3417] Completed CPSS in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:36.363404] [INFO ] [sig       ] [758/3417] Forecasting CPZ...
[2026-02-10T20:19:36.363435] [INFO ] [sig       ] Generating forecast for: CPZ
[2026-02-10T20:19:36.363465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2026-02-10T20:19:36.378404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2026-02-10T20:19:36.378881] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2026-02-10T20:19:36.379786] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2026-02-10T20:19:36.379850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:36.379883] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:36.379910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:36.379968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:36.440964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:36.441916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:36.442033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:36.442066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:36.570953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:36.571127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:36.571169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:36.571198] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:36.575522] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2026-02-10T20:19:36.575946] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2026-02-10T20:19:36.576106] [INFO ] [sig       ] CPZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:36.726726] [INFO ] [LOCAL     ] Saved forecast: CPZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CPZ.txt
[2026-02-10T20:19:36.727052] [INFO ] [sig       ] [758/3417] Completed CPZ in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:36.727093] [INFO ] [sig       ] [759/3417] Forecasting CQP...
[2026-02-10T20:19:36.727123] [INFO ] [sig       ] Generating forecast for: CQP
[2026-02-10T20:19:36.727155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2026-02-10T20:19:36.739936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2026-02-10T20:19:36.740354] [INFO ] [FORECASTER] Starting predict_future for CQP
[2026-02-10T20:19:36.741222] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2026-02-10T20:19:36.741285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:36.741318] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:36.741345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:36.741419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:36.800741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:36.801667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:36.801755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:36.801791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:36.924629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:36.924789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:36.924832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:36.924862] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:36.928411] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2026-02-10T20:19:36.928728] [INFO ] [FORECASTER] Completed predict_future for CQP
[2026-02-10T20:19:36.928879] [INFO ] [sig       ] CQP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:37.074398] [INFO ] [LOCAL     ] Saved forecast: CQP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CQP.txt
[2026-02-10T20:19:37.074554] [INFO ] [sig       ] [759/3417] Completed CQP in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:37.074614] [INFO ] [sig       ] [760/3417] Forecasting CRAI...
[2026-02-10T20:19:37.074645] [INFO ] [sig       ] Generating forecast for: CRAI
[2026-02-10T20:19:37.074682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2026-02-10T20:19:37.087170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2026-02-10T20:19:37.087520] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2026-02-10T20:19:37.088359] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2026-02-10T20:19:37.088412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:37.088443] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:37.088469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:37.088524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:37.147285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:37.148153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:37.148237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:37.148271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:37.274251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:37.274415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:37.274461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:37.274489] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:37.278211] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2026-02-10T20:19:37.278552] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2026-02-10T20:19:37.278737] [INFO ] [sig       ] CRAI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:37.425296] [INFO ] [LOCAL     ] Saved forecast: CRAI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRAI.txt
[2026-02-10T20:19:37.425455] [INFO ] [sig       ] [760/3417] Completed CRAI in 0.4s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:37.425496] [INFO ] [sig       ] [761/3417] Forecasting CRBG...
[2026-02-10T20:19:37.425525] [INFO ] [sig       ] Generating forecast for: CRBG
[2026-02-10T20:19:37.425556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2026-02-10T20:19:37.438242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2026-02-10T20:19:37.438543] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2026-02-10T20:19:37.439339] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2026-02-10T20:19:37.439392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:37.439425] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:37.439452] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:37.439508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:37.498019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:37.498698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:37.498792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:37.498832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:37.618719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:37.618872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:37.618914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:37.618943] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:37.622306] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2026-02-10T20:19:37.622602] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2026-02-10T20:19:37.622735] [INFO ] [sig       ] CRBG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:37.764529] [INFO ] [LOCAL     ] Saved forecast: CRBG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRBG.txt
[2026-02-10T20:19:37.764698] [INFO ] [sig       ] [761/3417] Completed CRBG in 0.3s | 2.79 sym/s | Total: 4.5m | ETA: 15.9m
[2026-02-10T20:19:37.764739] [INFO ] [sig       ] [762/3417] Forecasting CRBP...
[2026-02-10T20:19:37.764774] [INFO ] [sig       ] Generating forecast for: CRBP
[2026-02-10T20:19:37.764806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2026-02-10T20:19:37.777456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2026-02-10T20:19:37.777865] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2026-02-10T20:19:37.778690] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2026-02-10T20:19:37.778742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:37.778774] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:37.778802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:37.778859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:37.837835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:37.839204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:37.839306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:37.839339] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:37.963641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:37.963804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:37.963843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:37.963872] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:37.967359] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2026-02-10T20:19:37.967711] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2026-02-10T20:19:37.967876] [INFO ] [sig       ] CRBP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:38.113568] [INFO ] [LOCAL     ] Saved forecast: CRBP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRBP.txt
[2026-02-10T20:19:38.113749] [INFO ] [sig       ] [762/3417] Completed CRBP in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.9m
[2026-02-10T20:19:38.113797] [INFO ] [sig       ] [763/3417] Forecasting CRC...
[2026-02-10T20:19:38.113833] [INFO ] [sig       ] Generating forecast for: CRC
[2026-02-10T20:19:38.113868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2026-02-10T20:19:38.125998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2026-02-10T20:19:38.126312] [INFO ] [FORECASTER] Starting predict_future for CRC
[2026-02-10T20:19:38.127115] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2026-02-10T20:19:38.127167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:38.127199] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:38.127227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:38.127283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:38.187900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:38.188721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:38.188832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:38.188878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:38.313994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:38.314148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:38.314189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:38.314218] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:38.318262] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2026-02-10T20:19:38.318540] [INFO ] [FORECASTER] Completed predict_future for CRC
[2026-02-10T20:19:38.318687] [INFO ] [sig       ] CRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:38.460916] [INFO ] [LOCAL     ] Saved forecast: CRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRC.txt
[2026-02-10T20:19:38.461237] [INFO ] [sig       ] [763/3417] Completed CRC in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.9m
[2026-02-10T20:19:38.461275] [INFO ] [sig       ] [764/3417] Forecasting CRDF...
[2026-02-10T20:19:38.461305] [INFO ] [sig       ] Generating forecast for: CRDF
[2026-02-10T20:19:38.461336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2026-02-10T20:19:38.473819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2026-02-10T20:19:38.474131] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2026-02-10T20:19:38.474931] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2026-02-10T20:19:38.474984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:38.475015] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:38.475043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:38.475101] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:38.539112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:38.540185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:38.540322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:38.540362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:38.669367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:38.669523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:38.669563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:38.669610] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:38.673065] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2026-02-10T20:19:38.673352] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2026-02-10T20:19:38.673483] [INFO ] [sig       ] CRDF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:38.824544] [INFO ] [LOCAL     ] Saved forecast: CRDF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRDF.txt
[2026-02-10T20:19:38.824743] [INFO ] [sig       ] [764/3417] Completed CRDF in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 15.9m
[2026-02-10T20:19:38.824790] [INFO ] [sig       ] [765/3417] Forecasting CRDO...
[2026-02-10T20:19:38.824824] [INFO ] [sig       ] Generating forecast for: CRDO
[2026-02-10T20:19:38.824856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2026-02-10T20:19:38.837428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2026-02-10T20:19:38.837796] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2026-02-10T20:19:38.838665] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2026-02-10T20:19:38.838721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:38.838754] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:38.838782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:38.838841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:38.898847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:38.899674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:38.899761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:38.899797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:39.022114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:39.022271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:39.022315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:39.022345] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:39.025872] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2026-02-10T20:19:39.026161] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2026-02-10T20:19:39.026296] [INFO ] [sig       ] CRDO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:39.171138] [INFO ] [LOCAL     ] Saved forecast: CRDO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRDO.txt
[2026-02-10T20:19:39.171268] [INFO ] [sig       ] [765/3417] Completed CRDO in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:39.171312] [INFO ] [sig       ] [766/3417] Forecasting CRESY...
[2026-02-10T20:19:39.171343] [INFO ] [sig       ] Generating forecast for: CRESY
[2026-02-10T20:19:39.171376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2026-02-10T20:19:39.183846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2026-02-10T20:19:39.184149] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2026-02-10T20:19:39.184932] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2026-02-10T20:19:39.184984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:39.185016] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:39.185043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:39.185104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:39.242823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:39.243466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:39.243548] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:39.243602] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:39.370781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:39.370973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:39.371015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:39.371044] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:39.374550] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2026-02-10T20:19:39.374871] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2026-02-10T20:19:39.375008] [INFO ] [sig       ] CRESY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:39.515022] [INFO ] [LOCAL     ] Saved forecast: CRESY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRESY.txt
[2026-02-10T20:19:39.515150] [INFO ] [sig       ] [766/3417] Completed CRESY in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:39.515188] [INFO ] [sig       ] [767/3417] Forecasting CREX...
[2026-02-10T20:19:39.515219] [INFO ] [sig       ] Generating forecast for: CREX
[2026-02-10T20:19:39.515249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2026-02-10T20:19:39.527058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2026-02-10T20:19:39.527344] [INFO ] [FORECASTER] Starting predict_future for CREX
[2026-02-10T20:19:39.528210] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2026-02-10T20:19:39.528276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:39.528317] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:39.528352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:39.528423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:39.588813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:39.589498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:39.589601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:39.589640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:39.710557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:39.710744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:39.710787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:39.710819] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:39.714371] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2026-02-10T20:19:39.714680] [INFO ] [FORECASTER] Completed predict_future for CREX
[2026-02-10T20:19:39.714812] [INFO ] [sig       ] CREX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:39.858946] [INFO ] [LOCAL     ] Saved forecast: CREX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CREX.txt
[2026-02-10T20:19:39.859074] [INFO ] [sig       ] [767/3417] Completed CREX in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:39.859114] [INFO ] [sig       ] [768/3417] Forecasting CRGO...
[2026-02-10T20:19:39.859147] [INFO ] [sig       ] Generating forecast for: CRGO
[2026-02-10T20:19:39.859181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2026-02-10T20:19:39.871560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2026-02-10T20:19:39.871889] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2026-02-10T20:19:39.872706] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2026-02-10T20:19:39.872761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:39.872794] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:39.872823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:39.872881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:39.931857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:39.932504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:39.932604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:39.932641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:40.053878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:40.054034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:40.054074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:40.054103] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:40.057435] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2026-02-10T20:19:40.057727] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2026-02-10T20:19:40.057859] [INFO ] [sig       ] CRGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:40.201676] [INFO ] [LOCAL     ] Saved forecast: CRGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRGO.txt
[2026-02-10T20:19:40.201805] [INFO ] [sig       ] [768/3417] Completed CRGO in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:40.201846] [INFO ] [sig       ] [769/3417] Forecasting CRGY...
[2026-02-10T20:19:40.201879] [INFO ] [sig       ] Generating forecast for: CRGY
[2026-02-10T20:19:40.201909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2026-02-10T20:19:40.213225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2026-02-10T20:19:40.213514] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2026-02-10T20:19:40.214355] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2026-02-10T20:19:40.214411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:40.214445] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:40.214474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:40.214531] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:40.273255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:40.274143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:40.274231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:40.274268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:40.390949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:40.391103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:40.391144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:40.391174] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:40.394603] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2026-02-10T20:19:40.394879] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2026-02-10T20:19:40.395011] [INFO ] [sig       ] CRGY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:40.538614] [INFO ] [LOCAL     ] Saved forecast: CRGY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRGY.txt
[2026-02-10T20:19:40.538749] [INFO ] [sig       ] [769/3417] Completed CRGY in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:40.538790] [INFO ] [sig       ] [770/3417] Forecasting CRH...
[2026-02-10T20:19:40.538820] [INFO ] [sig       ] Generating forecast for: CRH
[2026-02-10T20:19:40.538852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2026-02-10T20:19:40.550840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2026-02-10T20:19:40.551162] [INFO ] [FORECASTER] Starting predict_future for CRH
[2026-02-10T20:19:40.551987] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2026-02-10T20:19:40.552043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:40.552078] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:40.552109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:40.552170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:40.615512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:40.616416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:40.616528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:40.616564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:40.743124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:40.743301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:40.743344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:40.743372] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:40.746835] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2026-02-10T20:19:40.747135] [INFO ] [FORECASTER] Completed predict_future for CRH
[2026-02-10T20:19:40.747274] [INFO ] [sig       ] CRH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:40.902341] [INFO ] [LOCAL     ] Saved forecast: CRH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRH.txt
[2026-02-10T20:19:40.902526] [INFO ] [sig       ] [770/3417] Completed CRH in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:40.902586] [INFO ] [sig       ] [771/3417] Forecasting CRI...
[2026-02-10T20:19:40.902631] [INFO ] [sig       ] Generating forecast for: CRI
[2026-02-10T20:19:40.902674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2026-02-10T20:19:40.918676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2026-02-10T20:19:40.919220] [INFO ] [FORECASTER] Starting predict_future for CRI
[2026-02-10T20:19:40.920508] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2026-02-10T20:19:40.920650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:40.920709] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:40.920758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:40.920852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:41.005485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:41.006755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:41.006894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:41.006946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:41.175416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:41.175642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:41.175711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:41.175758] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:41.181436] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=75.56%)
[2026-02-10T20:19:41.182020] [INFO ] [FORECASTER] Completed predict_future for CRI
[2026-02-10T20:19:41.182253] [INFO ] [sig       ] CRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:41.402173] [INFO ] [LOCAL     ] Saved forecast: CRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRI.txt
[2026-02-10T20:19:41.402422] [INFO ] [sig       ] [771/3417] Completed CRI in 0.5s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:41.402475] [INFO ] [sig       ] [772/3417] Forecasting CRK...
[2026-02-10T20:19:41.402513] [INFO ] [sig       ] Generating forecast for: CRK
[2026-02-10T20:19:41.402550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2026-02-10T20:19:41.427319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2026-02-10T20:19:41.427917] [INFO ] [FORECASTER] Starting predict_future for CRK
[2026-02-10T20:19:41.429323] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2026-02-10T20:19:41.429416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:41.429459] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:41.429491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:41.429568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:41.511782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:41.512958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:41.513090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:41.513130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:41.694152] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:41.694363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:41.694418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:41.694457] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:41.700185] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2026-02-10T20:19:41.700794] [INFO ] [FORECASTER] Completed predict_future for CRK
[2026-02-10T20:19:41.701017] [INFO ] [sig       ] CRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:41.915626] [INFO ] [LOCAL     ] Saved forecast: CRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRK.txt
[2026-02-10T20:19:41.915887] [INFO ] [sig       ] [772/3417] Completed CRK in 0.5s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:41.915959] [INFO ] [sig       ] [773/3417] Forecasting CRL...
[2026-02-10T20:19:41.916011] [INFO ] [sig       ] Generating forecast for: CRL
[2026-02-10T20:19:41.916064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2026-02-10T20:19:41.932719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2026-02-10T20:19:41.933229] [INFO ] [FORECASTER] Starting predict_future for CRL
[2026-02-10T20:19:41.934352] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2026-02-10T20:19:41.934426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:41.934461] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:41.934494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:41.934665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:42.015168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:42.016335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:42.016445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:42.016489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:42.178360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:42.178529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:42.178594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:42.178630] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:42.182772] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2026-02-10T20:19:42.183119] [INFO ] [FORECASTER] Completed predict_future for CRL
[2026-02-10T20:19:42.183274] [INFO ] [sig       ] CRL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:42.326399] [INFO ] [LOCAL     ] Saved forecast: CRL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRL.txt
[2026-02-10T20:19:42.326553] [INFO ] [sig       ] [773/3417] Completed CRL in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:42.326617] [INFO ] [sig       ] [774/3417] Forecasting CRM...
[2026-02-10T20:19:42.326649] [INFO ] [sig       ] Generating forecast for: CRM
[2026-02-10T20:19:42.326681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2026-02-10T20:19:42.341064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2026-02-10T20:19:42.341506] [INFO ] [FORECASTER] Starting predict_future for CRM
[2026-02-10T20:19:42.342364] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2026-02-10T20:19:42.342419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:42.342452] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:42.342479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:42.342536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:42.404251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:42.405207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:42.405301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:42.405335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:42.544337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:42.544502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:42.544592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:42.544628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:42.548543] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2026-02-10T20:19:42.548915] [INFO ] [FORECASTER] Completed predict_future for CRM
[2026-02-10T20:19:42.549080] [INFO ] [sig       ] CRM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:42.703469] [INFO ] [LOCAL     ] Saved forecast: CRM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRM.txt
[2026-02-10T20:19:42.703666] [INFO ] [sig       ] [774/3417] Completed CRM in 0.4s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:42.703720] [INFO ] [sig       ] [775/3417] Forecasting CRMD...
[2026-02-10T20:19:42.703753] [INFO ] [sig       ] Generating forecast for: CRMD
[2026-02-10T20:19:42.703786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2026-02-10T20:19:42.725758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2026-02-10T20:19:42.726136] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2026-02-10T20:19:42.726975] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2026-02-10T20:19:42.727028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:42.727061] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:42.727089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:42.727148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:42.786311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:42.787270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:42.787361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:42.787396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:42.909480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:42.909671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:42.909714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:42.909742] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:42.913216] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2026-02-10T20:19:42.913497] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2026-02-10T20:19:42.913649] [INFO ] [sig       ] CRMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:43.052991] [INFO ] [LOCAL     ] Saved forecast: CRMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRMD.txt
[2026-02-10T20:19:43.053127] [INFO ] [sig       ] [775/3417] Completed CRMD in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:43.053173] [INFO ] [sig       ] [776/3417] Forecasting CRML...
[2026-02-10T20:19:43.053204] [INFO ] [sig       ] Generating forecast for: CRML
[2026-02-10T20:19:43.053234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2026-02-10T20:19:43.064190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2026-02-10T20:19:43.064495] [INFO ] [FORECASTER] Starting predict_future for CRML
[2026-02-10T20:19:43.065414] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2026-02-10T20:19:43.065468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:43.065500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:43.065527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:43.065608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:43.123744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:43.124452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:43.124537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:43.124570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:43.244741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:43.244878] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:19:43.244916] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:43.244947] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:43.248463] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2026-02-10T20:19:43.248763] [INFO ] [FORECASTER] Completed predict_future for CRML
[2026-02-10T20:19:43.248914] [INFO ] [sig       ] CRML: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:43.391743] [INFO ] [LOCAL     ] Saved forecast: CRML	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRML.txt
[2026-02-10T20:19:43.391864] [INFO ] [sig       ] [776/3417] Completed CRML in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:43.391922] [INFO ] [sig       ] [777/3417] Forecasting CRNC...
[2026-02-10T20:19:43.391958] [INFO ] [sig       ] Generating forecast for: CRNC
[2026-02-10T20:19:43.391990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2026-02-10T20:19:43.404116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2026-02-10T20:19:43.404647] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2026-02-10T20:19:43.405708] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2026-02-10T20:19:43.405763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:43.405796] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:43.405823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:43.405886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:43.465904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:43.466555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:43.466661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:43.466697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:43.587316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:43.587464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:43.587504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:43.587532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:43.591020] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2026-02-10T20:19:43.591294] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2026-02-10T20:19:43.591440] [INFO ] [sig       ] CRNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:43.732319] [INFO ] [LOCAL     ] Saved forecast: CRNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRNC.txt
[2026-02-10T20:19:43.732449] [INFO ] [sig       ] [777/3417] Completed CRNC in 0.3s | 2.79 sym/s | Total: 4.6m | ETA: 15.8m
[2026-02-10T20:19:43.732489] [INFO ] [sig       ] [778/3417] Forecasting CRNX...
[2026-02-10T20:19:43.732551] [INFO ] [sig       ] Generating forecast for: CRNX
[2026-02-10T20:19:43.732601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2026-02-10T20:19:43.743688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2026-02-10T20:19:43.743980] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2026-02-10T20:19:43.744780] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2026-02-10T20:19:43.744833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:43.744865] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:43.744894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:43.744953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:43.809877] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:43.810789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:43.810876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:43.810911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:43.935247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:43.935403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:43.935444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:43.935474] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:43.939077] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2026-02-10T20:19:43.939355] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2026-02-10T20:19:43.939486] [INFO ] [sig       ] CRNX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:44.080223] [INFO ] [LOCAL     ] Saved forecast: CRNX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRNX.txt
[2026-02-10T20:19:44.080349] [INFO ] [sig       ] [778/3417] Completed CRNX in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.8m
[2026-02-10T20:19:44.080391] [INFO ] [sig       ] [779/3417] Forecasting CRON...
[2026-02-10T20:19:44.080420] [INFO ] [sig       ] Generating forecast for: CRON
[2026-02-10T20:19:44.080451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2026-02-10T20:19:44.092865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2026-02-10T20:19:44.093191] [INFO ] [FORECASTER] Starting predict_future for CRON
[2026-02-10T20:19:44.094004] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2026-02-10T20:19:44.094058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:44.094091] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:44.094118] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:44.094176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:44.153975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:44.154675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:44.154758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:44.154791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:44.278345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:44.278509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:44.278565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:44.278618] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:44.282087] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2026-02-10T20:19:44.282363] [INFO ] [FORECASTER] Completed predict_future for CRON
[2026-02-10T20:19:44.282503] [INFO ] [sig       ] CRON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:44.427345] [INFO ] [LOCAL     ] Saved forecast: CRON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRON.txt
[2026-02-10T20:19:44.427518] [INFO ] [sig       ] [779/3417] Completed CRON in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.8m
[2026-02-10T20:19:44.427563] [INFO ] [sig       ] [780/3417] Forecasting CROX...
[2026-02-10T20:19:44.427617] [INFO ] [sig       ] Generating forecast for: CROX
[2026-02-10T20:19:44.427650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2026-02-10T20:19:44.440949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2026-02-10T20:19:44.441360] [INFO ] [FORECASTER] Starting predict_future for CROX
[2026-02-10T20:19:44.442380] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2026-02-10T20:19:44.442449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:44.442492] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:44.442532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:44.442630] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:44.504114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:44.504976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:44.505071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:44.505105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:44.627055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:44.627182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:44.627219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:44.627247] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:44.630584] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2026-02-10T20:19:44.630862] [INFO ] [FORECASTER] Completed predict_future for CROX
[2026-02-10T20:19:44.631017] [INFO ] [sig       ] CROX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:44.772935] [INFO ] [LOCAL     ] Saved forecast: CROX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CROX.txt
[2026-02-10T20:19:44.773070] [INFO ] [sig       ] [780/3417] Completed CROX in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.8m
[2026-02-10T20:19:44.773111] [INFO ] [sig       ] [781/3417] Forecasting CRS...
[2026-02-10T20:19:44.773140] [INFO ] [sig       ] Generating forecast for: CRS
[2026-02-10T20:19:44.773170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2026-02-10T20:19:44.785270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2026-02-10T20:19:44.785591] [INFO ] [FORECASTER] Starting predict_future for CRS
[2026-02-10T20:19:44.786394] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2026-02-10T20:19:44.786448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:44.786481] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:44.786509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:44.786611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:44.844756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:44.845486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:44.845596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:44.845634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:44.971328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:44.971484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:44.971525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:44.971556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:44.975422] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2026-02-10T20:19:44.975731] [INFO ] [FORECASTER] Completed predict_future for CRS
[2026-02-10T20:19:44.975879] [INFO ] [sig       ] CRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:45.133169] [INFO ] [LOCAL     ] Saved forecast: CRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRS.txt
[2026-02-10T20:19:45.133337] [INFO ] [sig       ] [781/3417] Completed CRS in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.8m
[2026-02-10T20:19:45.133380] [INFO ] [sig       ] [782/3417] Forecasting CRSP...
[2026-02-10T20:19:45.133410] [INFO ] [sig       ] Generating forecast for: CRSP
[2026-02-10T20:19:45.133441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2026-02-10T20:19:45.146754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2026-02-10T20:19:45.147124] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2026-02-10T20:19:45.147943] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2026-02-10T20:19:45.148007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:45.148079] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:45.148108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:45.148164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:45.205489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:45.206314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:45.206398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:45.206431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:45.326957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:45.327104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:45.327145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:45.327173] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:45.330653] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2026-02-10T20:19:45.330929] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2026-02-10T20:19:45.331058] [INFO ] [sig       ] CRSP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:45.472017] [INFO ] [LOCAL     ] Saved forecast: CRSP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRSP.txt
[2026-02-10T20:19:45.472173] [INFO ] [sig       ] [782/3417] Completed CRSP in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.8m
[2026-02-10T20:19:45.472214] [INFO ] [sig       ] [783/3417] Forecasting CRTO...
[2026-02-10T20:19:45.472243] [INFO ] [sig       ] Generating forecast for: CRTO
[2026-02-10T20:19:45.472272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2026-02-10T20:19:45.484341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2026-02-10T20:19:45.484708] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2026-02-10T20:19:45.485496] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2026-02-10T20:19:45.485548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:45.485611] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:45.485641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:45.485698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:45.543806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:45.544975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:45.545082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:45.545117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:45.671147] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:45.671508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:45.671548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:45.671595] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:45.675307] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2026-02-10T20:19:45.675630] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2026-02-10T20:19:45.675767] [INFO ] [sig       ] CRTO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:45.819764] [INFO ] [LOCAL     ] Saved forecast: CRTO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRTO.txt
[2026-02-10T20:19:45.819918] [INFO ] [sig       ] [783/3417] Completed CRTO in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:45.819988] [INFO ] [sig       ] [784/3417] Forecasting CRUS...
[2026-02-10T20:19:45.820028] [INFO ] [sig       ] Generating forecast for: CRUS
[2026-02-10T20:19:45.820066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2026-02-10T20:19:45.832260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2026-02-10T20:19:45.832656] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2026-02-10T20:19:45.833493] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2026-02-10T20:19:45.833546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:45.833600] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:45.833629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:45.833686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:45.891172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:45.892006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:45.892093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:45.892127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:46.014566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:46.014742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:46.014782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:46.014811] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:46.018287] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2026-02-10T20:19:46.018703] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2026-02-10T20:19:46.018876] [INFO ] [sig       ] CRUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:46.160993] [INFO ] [LOCAL     ] Saved forecast: CRUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRUS.txt
[2026-02-10T20:19:46.161142] [INFO ] [sig       ] [784/3417] Completed CRUS in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:46.161184] [INFO ] [sig       ] [785/3417] Forecasting CRVL...
[2026-02-10T20:19:46.161213] [INFO ] [sig       ] Generating forecast for: CRVL
[2026-02-10T20:19:46.161244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2026-02-10T20:19:46.172721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2026-02-10T20:19:46.173084] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2026-02-10T20:19:46.173934] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2026-02-10T20:19:46.174000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:46.174039] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:46.174068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:46.174125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:46.231217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:46.231951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:46.232050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:46.232086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:46.348752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:46.348901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:46.348945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:46.348974] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:46.352488] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2026-02-10T20:19:46.352788] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2026-02-10T20:19:46.352920] [INFO ] [sig       ] CRVL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:46.565638] [INFO ] [LOCAL     ] Saved forecast: CRVL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRVL.txt
[2026-02-10T20:19:46.565785] [INFO ] [sig       ] [785/3417] Completed CRVL in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:46.565824] [INFO ] [sig       ] [786/3417] Forecasting CRVO...
[2026-02-10T20:19:46.565855] [INFO ] [sig       ] Generating forecast for: CRVO
[2026-02-10T20:19:46.565891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2026-02-10T20:19:46.577926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2026-02-10T20:19:46.578314] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2026-02-10T20:19:46.579233] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2026-02-10T20:19:46.579289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:46.579323] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:46.579352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:46.579409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:46.647839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:46.648828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:46.648940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:46.648987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:46.787486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:46.787674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:46.787721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:46.787752] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:46.791770] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2026-02-10T20:19:46.792064] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2026-02-10T20:19:46.792205] [INFO ] [sig       ] CRVO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:46.948362] [INFO ] [LOCAL     ] Saved forecast: CRVO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRVO.txt
[2026-02-10T20:19:46.948520] [INFO ] [sig       ] [786/3417] Completed CRVO in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:46.948562] [INFO ] [sig       ] [787/3417] Forecasting CRVS...
[2026-02-10T20:19:46.948622] [INFO ] [sig       ] Generating forecast for: CRVS
[2026-02-10T20:19:46.948657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2026-02-10T20:19:46.959784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2026-02-10T20:19:46.960124] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2026-02-10T20:19:46.960932] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2026-02-10T20:19:46.960990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:46.961023] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:46.961050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:46.961107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:47.021758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:47.022646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:47.022733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:47.022769] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:47.152025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:47.152187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:47.152227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:47.152256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:47.155687] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2026-02-10T20:19:47.155965] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2026-02-10T20:19:47.156100] [INFO ] [sig       ] CRVS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:47.299363] [INFO ] [LOCAL     ] Saved forecast: CRVS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CRVS.txt
[2026-02-10T20:19:47.299499] [INFO ] [sig       ] [787/3417] Completed CRVS in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:47.299542] [INFO ] [sig       ] [788/3417] Forecasting CRWD...
[2026-02-10T20:19:47.299594] [INFO ] [sig       ] Generating forecast for: CRWD
[2026-02-10T20:19:47.299629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2026-02-10T20:19:47.313041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2026-02-10T20:19:47.313600] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2026-02-10T20:19:47.314825] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2026-02-10T20:19:47.314902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:47.314947] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:47.314989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:47.315073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:47.390959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:47.391884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:47.392005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:47.392053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:47.521567] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:47.521744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:47.521785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:47.521814] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:47.525277] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2026-02-10T20:19:47.525568] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2026-02-10T20:19:47.525728] [INFO ] [sig       ] CRWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:47.667114] [INFO ] [LOCAL     ] Saved forecast: CRWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRWD.txt
[2026-02-10T20:19:47.667279] [INFO ] [sig       ] [788/3417] Completed CRWD in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:47.667322] [INFO ] [sig       ] [789/3417] Forecasting CRWS...
[2026-02-10T20:19:47.667352] [INFO ] [sig       ] Generating forecast for: CRWS
[2026-02-10T20:19:47.667381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2026-02-10T20:19:47.678899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2026-02-10T20:19:47.679434] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2026-02-10T20:19:47.680263] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2026-02-10T20:19:47.680317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:47.680351] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:47.680378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:47.680434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:47.739436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:47.740271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:47.740360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:47.740396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:47.850372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:47.850535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:47.850596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:47.850630] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:47.854115] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2026-02-10T20:19:47.854407] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2026-02-10T20:19:47.854547] [INFO ] [sig       ] CRWS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:47.998866] [INFO ] [LOCAL     ] Saved forecast: CRWS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CRWS.txt
[2026-02-10T20:19:47.999055] [INFO ] [sig       ] [789/3417] Completed CRWS in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:47.999107] [INFO ] [sig       ] [790/3417] Forecasting CSAN...
[2026-02-10T20:19:47.999145] [INFO ] [sig       ] Generating forecast for: CSAN
[2026-02-10T20:19:47.999176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2026-02-10T20:19:48.012557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2026-02-10T20:19:48.012957] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2026-02-10T20:19:48.013806] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2026-02-10T20:19:48.013860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:48.013893] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:48.013920] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:48.013978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:48.081512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:48.082481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:48.082592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:48.082630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:48.215278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:48.215438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:48.215479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:48.215526] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:48.219228] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2026-02-10T20:19:48.219534] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2026-02-10T20:19:48.219718] [INFO ] [sig       ] CSAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:48.377736] [INFO ] [LOCAL     ] Saved forecast: CSAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CSAN.txt
[2026-02-10T20:19:48.377900] [INFO ] [sig       ] [790/3417] Completed CSAN in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:48.377950] [INFO ] [sig       ] [791/3417] Forecasting CSB...
[2026-02-10T20:19:48.377987] [INFO ] [sig       ] Generating forecast for: CSB
[2026-02-10T20:19:48.378026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2026-02-10T20:19:48.390516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2026-02-10T20:19:48.391033] [INFO ] [FORECASTER] Starting predict_future for CSB
[2026-02-10T20:19:48.392013] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2026-02-10T20:19:48.392082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:48.392128] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:48.392169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:48.392259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:48.457501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:48.458466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:48.458557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:48.458611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:48.580058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:48.580238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:48.580484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:48.580514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:48.584179] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2026-02-10T20:19:48.584467] [INFO ] [FORECASTER] Completed predict_future for CSB
[2026-02-10T20:19:48.584619] [INFO ] [sig       ] CSB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:48.728534] [INFO ] [LOCAL     ] Saved forecast: CSB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CSB.txt
[2026-02-10T20:19:48.728711] [INFO ] [sig       ] [791/3417] Completed CSB in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:48.728754] [INFO ] [sig       ] [792/3417] Forecasting CSCO...
[2026-02-10T20:19:48.728783] [INFO ] [sig       ] Generating forecast for: CSCO
[2026-02-10T20:19:48.728814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2026-02-10T20:19:48.740819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2026-02-10T20:19:48.741175] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2026-02-10T20:19:48.741977] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2026-02-10T20:19:48.742030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:48.742062] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:48.742088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:48.742143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:48.799700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:48.800546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:48.800659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:48.800710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:48.922720] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:48.922879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:48.922921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:48.922949] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:48.927249] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2026-02-10T20:19:48.927785] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2026-02-10T20:19:48.927923] [INFO ] [sig       ] CSCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:49.071440] [INFO ] [LOCAL     ] Saved forecast: CSCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CSCO.txt
[2026-02-10T20:19:49.071612] [INFO ] [sig       ] [792/3417] Completed CSCO in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:49.071657] [INFO ] [sig       ] [793/3417] Forecasting CSGP...
[2026-02-10T20:19:49.071687] [INFO ] [sig       ] Generating forecast for: CSGP
[2026-02-10T20:19:49.071716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2026-02-10T20:19:49.083277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2026-02-10T20:19:49.083626] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2026-02-10T20:19:49.084431] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2026-02-10T20:19:49.084486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:49.084519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:49.084547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:49.084631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:49.145792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:49.146629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:49.146721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:49.146755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:49.274649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:49.274811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:49.274851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:49.274881] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:49.278380] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2026-02-10T20:19:49.278695] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2026-02-10T20:19:49.278833] [INFO ] [sig       ] CSGP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:49.425771] [INFO ] [LOCAL     ] Saved forecast: CSGP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CSGP.txt
[2026-02-10T20:19:49.425942] [INFO ] [sig       ] [793/3417] Completed CSGP in 0.4s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:49.425988] [INFO ] [sig       ] [794/3417] Forecasting CSGS...
[2026-02-10T20:19:49.426022] [INFO ] [sig       ] Generating forecast for: CSGS
[2026-02-10T20:19:49.426052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2026-02-10T20:19:49.438338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2026-02-10T20:19:49.438727] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2026-02-10T20:19:49.439550] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2026-02-10T20:19:49.439625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:49.439660] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:49.439701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:49.439763] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:49.500677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:49.501551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:49.501660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:49.501695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:49.624100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:49.624272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:49.624314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:49.624343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:49.627961] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=76.58%)
[2026-02-10T20:19:49.628400] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2026-02-10T20:19:49.628548] [INFO ] [sig       ] CSGS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:49.771005] [INFO ] [LOCAL     ] Saved forecast: CSGS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CSGS.txt
[2026-02-10T20:19:49.771159] [INFO ] [sig       ] [794/3417] Completed CSGS in 0.3s | 2.79 sym/s | Total: 4.7m | ETA: 15.7m
[2026-02-10T20:19:49.771229] [INFO ] [sig       ] [795/3417] Forecasting CSIQ...
[2026-02-10T20:19:49.771261] [INFO ] [sig       ] Generating forecast for: CSIQ
[2026-02-10T20:19:49.771292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2026-02-10T20:19:49.784852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2026-02-10T20:19:49.785236] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2026-02-10T20:19:49.786108] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2026-02-10T20:19:49.786163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:49.786197] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:49.786226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:49.786288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:49.848112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:49.848998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:49.849097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:49.849143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:49.987186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:49.987358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:49.987403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:49.987435] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:49.991181] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2026-02-10T20:19:49.991483] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2026-02-10T20:19:49.991663] [INFO ] [sig       ] CSIQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:50.133910] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CSIQ.txt
[2026-02-10T20:19:50.134056] [INFO ] [sig       ] [795/3417] Completed CSIQ in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.7m
[2026-02-10T20:19:50.134097] [INFO ] [sig       ] [796/3417] Forecasting CSPI...
[2026-02-10T20:19:50.134126] [INFO ] [sig       ] Generating forecast for: CSPI
[2026-02-10T20:19:50.134157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2026-02-10T20:19:50.145671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2026-02-10T20:19:50.145993] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2026-02-10T20:19:50.146801] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2026-02-10T20:19:50.146853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:50.146886] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:50.146914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:50.146971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:50.203659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:50.204493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:50.204602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:50.204639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:50.331265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:50.331430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:50.331472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:50.331500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:50.335344] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2026-02-10T20:19:50.335659] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2026-02-10T20:19:50.335791] [INFO ] [sig       ] CSPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:50.481509] [INFO ] [LOCAL     ] Saved forecast: CSPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CSPI.txt
[2026-02-10T20:19:50.481692] [INFO ] [sig       ] [796/3417] Completed CSPI in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 15.7m
[2026-02-10T20:19:50.481734] [INFO ] [sig       ] [797/3417] Forecasting CSQ...
[2026-02-10T20:19:50.481765] [INFO ] [sig       ] Generating forecast for: CSQ
[2026-02-10T20:19:50.481795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2026-02-10T20:19:50.495128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2026-02-10T20:19:50.495718] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2026-02-10T20:19:50.496555] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2026-02-10T20:19:50.496628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:50.496663] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:50.496693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:50.496752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:50.563484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:50.564445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:50.564536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:50.564570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:50.695461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:50.695651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:50.695697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:50.695726] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:50.699606] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2026-02-10T20:19:50.699924] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2026-02-10T20:19:50.700075] [INFO ] [sig       ] CSQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:50.855058] [INFO ] [LOCAL     ] Saved forecast: CSQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CSQ.txt
[2026-02-10T20:19:50.855225] [INFO ] [sig       ] [797/3417] Completed CSQ in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.7m
[2026-02-10T20:19:50.855270] [INFO ] [sig       ] [798/3417] Forecasting CSTL...
[2026-02-10T20:19:50.855301] [INFO ] [sig       ] Generating forecast for: CSTL
[2026-02-10T20:19:50.855344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2026-02-10T20:19:50.869683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2026-02-10T20:19:50.870190] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2026-02-10T20:19:50.871149] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2026-02-10T20:19:50.871206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:50.871239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:50.871319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:50.871383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:50.935850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:50.937040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:50.937131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:50.937165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:51.075538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:51.075733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:51.075790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:51.075823] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:51.079956] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2026-02-10T20:19:51.080355] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2026-02-10T20:19:51.080529] [INFO ] [sig       ] CSTL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:51.230690] [INFO ] [LOCAL     ] Saved forecast: CSTL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CSTL.txt
[2026-02-10T20:19:51.230887] [INFO ] [sig       ] [798/3417] Completed CSTL in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.7m
[2026-02-10T20:19:51.230946] [INFO ] [sig       ] [799/3417] Forecasting CSTM...
[2026-02-10T20:19:51.230979] [INFO ] [sig       ] Generating forecast for: CSTM
[2026-02-10T20:19:51.231013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2026-02-10T20:19:51.244385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2026-02-10T20:19:51.244810] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2026-02-10T20:19:51.245663] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2026-02-10T20:19:51.245717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:51.245754] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:51.245795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:51.245870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:51.307771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:51.308711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:51.308801] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:51.308836] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:51.441367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:51.441543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:51.441620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:51.441656] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:51.445284] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2026-02-10T20:19:51.445570] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2026-02-10T20:19:51.445728] [INFO ] [sig       ] CSTM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:51.597278] [INFO ] [LOCAL     ] Saved forecast: CSTM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CSTM.txt
[2026-02-10T20:19:51.597452] [INFO ] [sig       ] [799/3417] Completed CSTM in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.7m
[2026-02-10T20:19:51.597497] [INFO ] [sig       ] [800/3417] Forecasting CSWC...
[2026-02-10T20:19:51.597526] [INFO ] [sig       ] Generating forecast for: CSWC
[2026-02-10T20:19:51.597557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2026-02-10T20:19:51.611676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2026-02-10T20:19:51.612112] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2026-02-10T20:19:51.612995] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2026-02-10T20:19:51.613051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:51.613088] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:51.613117] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:51.613175] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:51.680081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:51.681008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:51.681098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:51.681136] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:51.806329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:51.806496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:51.806540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:51.806589] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:51.810422] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2026-02-10T20:19:51.810745] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2026-02-10T20:19:51.810886] [INFO ] [sig       ] CSWC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:51.964748] [INFO ] [LOCAL     ] Saved forecast: CSWC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CSWC.txt
[2026-02-10T20:19:51.964899] [INFO ] [sig       ] [800/3417] Completed CSWC in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:51.964942] [INFO ] [sig       ] [801/3417] Forecasting CSX...
[2026-02-10T20:19:51.964973] [INFO ] [sig       ] Generating forecast for: CSX
[2026-02-10T20:19:51.965005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2026-02-10T20:19:51.978460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2026-02-10T20:19:51.978860] [INFO ] [FORECASTER] Starting predict_future for CSX
[2026-02-10T20:19:51.979751] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2026-02-10T20:19:51.979806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:51.979840] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:51.979868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:51.979926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:52.040389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:52.041387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:52.041475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:52.041511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:52.165774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:52.165927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:52.165966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:52.165995] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:52.170335] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2026-02-10T20:19:52.170634] [INFO ] [FORECASTER] Completed predict_future for CSX
[2026-02-10T20:19:52.170771] [INFO ] [sig       ] CSX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:52.313733] [INFO ] [LOCAL     ] Saved forecast: CSX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CSX.txt
[2026-02-10T20:19:52.313870] [INFO ] [sig       ] [801/3417] Completed CSX in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:52.313910] [INFO ] [sig       ] [802/3417] Forecasting CTAS...
[2026-02-10T20:19:52.313940] [INFO ] [sig       ] Generating forecast for: CTAS
[2026-02-10T20:19:52.313972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2026-02-10T20:19:52.325706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2026-02-10T20:19:52.326026] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2026-02-10T20:19:52.327100] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2026-02-10T20:19:52.327154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:52.327187] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:52.327214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:52.327271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:52.385950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:52.386650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:52.386730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:52.386762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:52.506456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:52.506630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:52.506676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:52.506705] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:52.513992] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2026-02-10T20:19:52.514498] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2026-02-10T20:19:52.514653] [INFO ] [sig       ] CTAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:52.656309] [INFO ] [LOCAL     ] Saved forecast: CTAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTAS.txt
[2026-02-10T20:19:52.656453] [INFO ] [sig       ] [802/3417] Completed CTAS in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:52.656494] [INFO ] [sig       ] [803/3417] Forecasting CTBB...
[2026-02-10T20:19:52.656525] [INFO ] [sig       ] Generating forecast for: CTBB
[2026-02-10T20:19:52.656555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2026-02-10T20:19:52.668338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2026-02-10T20:19:52.668783] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2026-02-10T20:19:52.669685] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2026-02-10T20:19:52.669740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:52.669773] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:52.669801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:52.669859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:52.732851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:52.733675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:52.733781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:52.733817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:52.863323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:52.863514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:52.863560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:52.863617] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:52.867682] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2026-02-10T20:19:52.868000] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2026-02-10T20:19:52.868189] [INFO ] [sig       ] CTBB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:53.017233] [INFO ] [LOCAL     ] Saved forecast: CTBB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTBB.txt
[2026-02-10T20:19:53.017402] [INFO ] [sig       ] [803/3417] Completed CTBB in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:53.017449] [INFO ] [sig       ] [804/3417] Forecasting CTBI...
[2026-02-10T20:19:53.017481] [INFO ] [sig       ] Generating forecast for: CTBI
[2026-02-10T20:19:53.017512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2026-02-10T20:19:53.029186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2026-02-10T20:19:53.029490] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2026-02-10T20:19:53.030382] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2026-02-10T20:19:53.030439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:53.030481] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:53.030526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:53.030617] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:53.092556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:53.093295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:53.093380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:53.093415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:53.225938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:53.226097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:53.226138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:53.226169] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:53.229850] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2026-02-10T20:19:53.230341] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2026-02-10T20:19:53.230484] [INFO ] [sig       ] CTBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:53.382606] [INFO ] [LOCAL     ] Saved forecast: CTBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTBI.txt
[2026-02-10T20:19:53.382756] [INFO ] [sig       ] [804/3417] Completed CTBI in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:53.382800] [INFO ] [sig       ] [805/3417] Forecasting CTDD...
[2026-02-10T20:19:53.382837] [INFO ] [sig       ] Generating forecast for: CTDD
[2026-02-10T20:19:53.382883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2026-02-10T20:19:53.394982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2026-02-10T20:19:53.395338] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2026-02-10T20:19:53.396171] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2026-02-10T20:19:53.396237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:53.396287] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:53.396322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:53.396380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:53.461886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:53.462728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:53.462815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:53.462848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:53.582046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:53.582206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:53.582449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:53.582492] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:53.586620] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=15.38%)
[2026-02-10T20:19:53.586925] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2026-02-10T20:19:53.587078] [INFO ] [sig       ] CTDD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:53.744307] [INFO ] [LOCAL     ] Saved forecast: CTDD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTDD.txt
[2026-02-10T20:19:53.744490] [INFO ] [sig       ] [805/3417] Completed CTDD in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:53.744558] [INFO ] [sig       ] [806/3417] Forecasting CTKB...
[2026-02-10T20:19:53.744623] [INFO ] [sig       ] Generating forecast for: CTKB
[2026-02-10T20:19:53.744656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2026-02-10T20:19:53.757910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2026-02-10T20:19:53.758258] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2026-02-10T20:19:53.759188] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2026-02-10T20:19:53.759243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:53.759277] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:53.759457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:53.759529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:53.827297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:53.828268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:53.828372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:53.828408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:53.962419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:53.962601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:53.962645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:53.962674] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:53.966460] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2026-02-10T20:19:53.966799] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2026-02-10T20:19:53.966943] [INFO ] [sig       ] CTKB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:54.122391] [INFO ] [LOCAL     ] Saved forecast: CTKB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTKB.txt
[2026-02-10T20:19:54.122564] [INFO ] [sig       ] [806/3417] Completed CTKB in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:54.122627] [INFO ] [sig       ] [807/3417] Forecasting CTLP...
[2026-02-10T20:19:54.122660] [INFO ] [sig       ] Generating forecast for: CTLP
[2026-02-10T20:19:54.122693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2026-02-10T20:19:54.135513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2026-02-10T20:19:54.135899] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2026-02-10T20:19:54.136762] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2026-02-10T20:19:54.136828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:54.136862] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:54.136888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:54.136946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:54.198450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:54.199330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:54.199617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:54.199653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:54.329122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:54.329298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:54.329348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:54.329381] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:54.333693] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2026-02-10T20:19:54.333982] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2026-02-10T20:19:54.334135] [INFO ] [sig       ] CTLP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:54.487927] [INFO ] [LOCAL     ] Saved forecast: CTLP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTLP.txt
[2026-02-10T20:19:54.488119] [INFO ] [sig       ] [807/3417] Completed CTLP in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:54.488189] [INFO ] [sig       ] [808/3417] Forecasting CTMX...
[2026-02-10T20:19:54.488241] [INFO ] [sig       ] Generating forecast for: CTMX
[2026-02-10T20:19:54.488291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2026-02-10T20:19:54.500933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2026-02-10T20:19:54.501368] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2026-02-10T20:19:54.502342] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2026-02-10T20:19:54.502399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:54.502431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:54.502461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:54.502519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:54.562046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:54.562824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:54.562936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:54.562970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:54.687470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:54.687647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:54.687689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:54.687718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:54.691206] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-10T20:19:54.691488] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2026-02-10T20:19:54.691642] [INFO ] [sig       ] CTMX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:54.831245] [INFO ] [LOCAL     ] Saved forecast: CTMX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTMX.txt
[2026-02-10T20:19:54.831394] [INFO ] [sig       ] [808/3417] Completed CTMX in 0.3s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:54.831435] [INFO ] [sig       ] [809/3417] Forecasting CTNM...
[2026-02-10T20:19:54.831467] [INFO ] [sig       ] Generating forecast for: CTNM
[2026-02-10T20:19:54.831498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2026-02-10T20:19:54.842986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2026-02-10T20:19:54.843338] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2026-02-10T20:19:54.844163] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2026-02-10T20:19:54.844219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:54.844253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:54.844283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:54.844342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:54.902651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:54.903457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:54.903540] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:54.903592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:55.029946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:55.030122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:55.030164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:55.030197] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:55.034049] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2026-02-10T20:19:55.034347] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2026-02-10T20:19:55.034501] [INFO ] [sig       ] CTNM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:55.187408] [INFO ] [LOCAL     ] Saved forecast: CTNM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTNM.txt
[2026-02-10T20:19:55.187561] [INFO ] [sig       ] [809/3417] Completed CTNM in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:55.187625] [INFO ] [sig       ] [810/3417] Forecasting CTO...
[2026-02-10T20:19:55.187657] [INFO ] [sig       ] Generating forecast for: CTO
[2026-02-10T20:19:55.187689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2026-02-10T20:19:55.201542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2026-02-10T20:19:55.201953] [INFO ] [FORECASTER] Starting predict_future for CTO
[2026-02-10T20:19:55.202895] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2026-02-10T20:19:55.202951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:55.202997] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:55.203031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:55.203094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:55.266556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:55.267386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:55.267487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:55.267526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:55.393944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:55.394109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:55.394152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:55.394182] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:55.398066] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2026-02-10T20:19:55.398361] [INFO ] [FORECASTER] Completed predict_future for CTO
[2026-02-10T20:19:55.398664] [INFO ] [sig       ] CTO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:55.553443] [INFO ] [LOCAL     ] Saved forecast: CTO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTO.txt
[2026-02-10T20:19:55.553626] [INFO ] [sig       ] [810/3417] Completed CTO in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:55.553679] [INFO ] [sig       ] [811/3417] Forecasting CTRA...
[2026-02-10T20:19:55.553710] [INFO ] [sig       ] Generating forecast for: CTRA
[2026-02-10T20:19:55.553741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2026-02-10T20:19:55.566465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2026-02-10T20:19:55.566905] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2026-02-10T20:19:55.567767] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2026-02-10T20:19:55.567830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:55.567867] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:55.567908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:55.567990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:55.632389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:55.633345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:55.633456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:55.633507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:55.761437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:55.761613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:55.761656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:55.761686] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:55.765348] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2026-02-10T20:19:55.765657] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2026-02-10T20:19:55.765812] [INFO ] [sig       ] CTRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:55.918329] [INFO ] [LOCAL     ] Saved forecast: CTRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTRA.txt
[2026-02-10T20:19:55.918516] [INFO ] [sig       ] [811/3417] Completed CTRA in 0.4s | 2.79 sym/s | Total: 4.8m | ETA: 15.6m
[2026-02-10T20:19:55.918595] [INFO ] [sig       ] [812/3417] Forecasting CTRE...
[2026-02-10T20:19:55.918642] [INFO ] [sig       ] Generating forecast for: CTRE
[2026-02-10T20:19:55.918675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2026-02-10T20:19:55.930952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2026-02-10T20:19:55.931290] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2026-02-10T20:19:55.932135] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2026-02-10T20:19:55.932190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:55.932223] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:55.932252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:55.932310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:55.998906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:55.999754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:55.999856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:55.999905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:56.137821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:56.137998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:56.138071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:56.138105] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:56.141966] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2026-02-10T20:19:56.142298] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2026-02-10T20:19:56.142457] [INFO ] [sig       ] CTRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:56.293751] [INFO ] [LOCAL     ] Saved forecast: CTRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTRE.txt
[2026-02-10T20:19:56.293900] [INFO ] [sig       ] [812/3417] Completed CTRE in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.6m
[2026-02-10T20:19:56.293942] [INFO ] [sig       ] [813/3417] Forecasting CTRM...
[2026-02-10T20:19:56.293974] [INFO ] [sig       ] Generating forecast for: CTRM
[2026-02-10T20:19:56.294007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2026-02-10T20:19:56.305887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2026-02-10T20:19:56.306294] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2026-02-10T20:19:56.307210] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2026-02-10T20:19:56.307276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:56.307311] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:56.307339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:56.307396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:56.370879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:56.371720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:56.371807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:56.371842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:56.493309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:56.493473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:56.493515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:56.493546] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:56.497175] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2026-02-10T20:19:56.497458] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2026-02-10T20:19:56.497612] [INFO ] [sig       ] CTRM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:56.652022] [INFO ] [LOCAL     ] Saved forecast: CTRM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTRM.txt
[2026-02-10T20:19:56.652192] [INFO ] [sig       ] [813/3417] Completed CTRM in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.6m
[2026-02-10T20:19:56.652254] [INFO ] [sig       ] [814/3417] Forecasting CTRN...
[2026-02-10T20:19:56.652303] [INFO ] [sig       ] Generating forecast for: CTRN
[2026-02-10T20:19:56.652348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2026-02-10T20:19:56.664739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2026-02-10T20:19:56.665072] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2026-02-10T20:19:56.665915] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2026-02-10T20:19:56.665975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:56.666011] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:56.666039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:56.666098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:56.727414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:56.728295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:56.728380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:56.728413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:56.853393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:56.853552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:56.853629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:56.853661] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:56.857158] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2026-02-10T20:19:56.857650] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2026-02-10T20:19:56.857782] [INFO ] [sig       ] CTRN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:56.999950] [INFO ] [LOCAL     ] Saved forecast: CTRN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTRN.txt
[2026-02-10T20:19:57.000094] [INFO ] [sig       ] [814/3417] Completed CTRN in 0.3s | 2.79 sym/s | Total: 4.9m | ETA: 15.6m
[2026-02-10T20:19:57.000135] [INFO ] [sig       ] [815/3417] Forecasting CTS...
[2026-02-10T20:19:57.000165] [INFO ] [sig       ] Generating forecast for: CTS
[2026-02-10T20:19:57.000196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2026-02-10T20:19:57.011323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2026-02-10T20:19:57.011673] [INFO ] [FORECASTER] Starting predict_future for CTS
[2026-02-10T20:19:57.012489] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2026-02-10T20:19:57.012542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:57.012650] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:57.012680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:57.012737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:57.070085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:57.070870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:57.070953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:57.070985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:57.191486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:57.191659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:57.191701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:57.191730] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:57.195316] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2026-02-10T20:19:57.195784] [INFO ] [FORECASTER] Completed predict_future for CTS
[2026-02-10T20:19:57.195916] [INFO ] [sig       ] CTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:57.340608] [INFO ] [LOCAL     ] Saved forecast: CTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CTS.txt
[2026-02-10T20:19:57.340769] [INFO ] [sig       ] [815/3417] Completed CTS in 0.3s | 2.79 sym/s | Total: 4.9m | ETA: 15.6m
[2026-02-10T20:19:57.340810] [INFO ] [sig       ] [816/3417] Forecasting CTSH...
[2026-02-10T20:19:57.340840] [INFO ] [sig       ] Generating forecast for: CTSH
[2026-02-10T20:19:57.340870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2026-02-10T20:19:57.352619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2026-02-10T20:19:57.353015] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2026-02-10T20:19:57.354151] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2026-02-10T20:19:57.354204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:57.354236] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:57.354263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:57.354324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:57.414818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:57.415991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:57.416079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:57.416112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:57.539450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:57.539632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:57.539675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:57.539704] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:57.543129] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2026-02-10T20:19:57.543408] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2026-02-10T20:19:57.543539] [INFO ] [sig       ] CTSH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:57.685617] [INFO ] [LOCAL     ] Saved forecast: CTSH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTSH.txt
[2026-02-10T20:19:57.685770] [INFO ] [sig       ] [816/3417] Completed CTSH in 0.3s | 2.79 sym/s | Total: 4.9m | ETA: 15.6m
[2026-02-10T20:19:57.685810] [INFO ] [sig       ] [817/3417] Forecasting CTVA...
[2026-02-10T20:19:57.685841] [INFO ] [sig       ] Generating forecast for: CTVA
[2026-02-10T20:19:57.685870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2026-02-10T20:19:57.698320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2026-02-10T20:19:57.698666] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2026-02-10T20:19:57.699437] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2026-02-10T20:19:57.699489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:57.699521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:57.699548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:57.699626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:57.756936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:57.757652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:57.757731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:57.757764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:57.883775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:57.883940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:57.883981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:57.884011] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:57.887843] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2026-02-10T20:19:57.888195] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2026-02-10T20:19:57.888342] [INFO ] [sig       ] CTVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:58.036712] [INFO ] [LOCAL     ] Saved forecast: CTVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CTVA.txt
[2026-02-10T20:19:58.036866] [INFO ] [sig       ] [817/3417] Completed CTVA in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:19:58.036906] [INFO ] [sig       ] [818/3417] Forecasting CUBE...
[2026-02-10T20:19:58.036937] [INFO ] [sig       ] Generating forecast for: CUBE
[2026-02-10T20:19:58.036968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2026-02-10T20:19:58.049453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2026-02-10T20:19:58.049883] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2026-02-10T20:19:58.050761] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2026-02-10T20:19:58.050819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:58.050864] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:58.050894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:58.050952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:58.109666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:58.110603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:58.110693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:58.110728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:58.236807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:58.236971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:58.237014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:58.237084] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:58.241802] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2026-02-10T20:19:58.242121] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2026-02-10T20:19:58.242297] [INFO ] [sig       ] CUBE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:58.389238] [INFO ] [LOCAL     ] Saved forecast: CUBE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CUBE.txt
[2026-02-10T20:19:58.389387] [INFO ] [sig       ] [818/3417] Completed CUBE in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:19:58.389430] [INFO ] [sig       ] [819/3417] Forecasting CUBI...
[2026-02-10T20:19:58.389462] [INFO ] [sig       ] Generating forecast for: CUBI
[2026-02-10T20:19:58.389493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2026-02-10T20:19:58.401065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2026-02-10T20:19:58.401364] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2026-02-10T20:19:58.402207] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2026-02-10T20:19:58.402274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:58.402315] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:58.402350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:58.402410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:58.462779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:58.463443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:58.463526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:58.463559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:58.591163] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:58.591368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:58.591412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:58.591442] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:58.595327] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2026-02-10T20:19:58.595655] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2026-02-10T20:19:58.595791] [INFO ] [sig       ] CUBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:19:58.740335] [INFO ] [LOCAL     ] Saved forecast: CUBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CUBI.txt
[2026-02-10T20:19:58.740511] [INFO ] [sig       ] [819/3417] Completed CUBI in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:19:58.740562] [INFO ] [sig       ] [820/3417] Forecasting CUK...
[2026-02-10T20:19:58.740615] [INFO ] [sig       ] Generating forecast for: CUK
[2026-02-10T20:19:58.740650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2026-02-10T20:19:58.753502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2026-02-10T20:19:58.753923] [INFO ] [FORECASTER] Starting predict_future for CUK
[2026-02-10T20:19:58.754791] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2026-02-10T20:19:58.754848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:58.754883] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:58.754913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:58.754973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:58.818465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:58.819412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:58.819503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:58.819538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:58.942491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:58.942665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:58.942708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:58.942740] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:58.946250] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2026-02-10T20:19:58.946533] [INFO ] [FORECASTER] Completed predict_future for CUK
[2026-02-10T20:19:58.946690] [INFO ] [sig       ] CUK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:59.093004] [INFO ] [LOCAL     ] Saved forecast: CUK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CUK.txt
[2026-02-10T20:19:59.093171] [INFO ] [sig       ] [820/3417] Completed CUK in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:19:59.093213] [INFO ] [sig       ] [821/3417] Forecasting CULP...
[2026-02-10T20:19:59.093242] [INFO ] [sig       ] Generating forecast for: CULP
[2026-02-10T20:19:59.093273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2026-02-10T20:19:59.104123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2026-02-10T20:19:59.104449] [INFO ] [FORECASTER] Starting predict_future for CULP
[2026-02-10T20:19:59.105355] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2026-02-10T20:19:59.105409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:59.105440] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:59.105467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:59.105523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:59.162762] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:59.163599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:59.163685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:59.163717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:59.269300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:59.269458] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:19:59.269500] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:59.269528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:59.272979] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2026-02-10T20:19:59.273267] [INFO ] [FORECASTER] Completed predict_future for CULP
[2026-02-10T20:19:59.273404] [INFO ] [sig       ] CULP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:59.414062] [INFO ] [LOCAL     ] Saved forecast: CULP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CULP.txt
[2026-02-10T20:19:59.414198] [INFO ] [sig       ] [821/3417] Completed CULP in 0.3s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:19:59.414245] [INFO ] [sig       ] [822/3417] Forecasting CURI...
[2026-02-10T20:19:59.414290] [INFO ] [sig       ] Generating forecast for: CURI
[2026-02-10T20:19:59.414332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2026-02-10T20:19:59.425193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2026-02-10T20:19:59.425504] [INFO ] [FORECASTER] Starting predict_future for CURI
[2026-02-10T20:19:59.426303] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2026-02-10T20:19:59.426367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:59.426402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:59.426429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:59.426486] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:59.484312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:59.484957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:59.485036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:59.485067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:59.609446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:59.609610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:59.609651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:59.609870] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:59.613437] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=58.99%)
[2026-02-10T20:19:59.613726] [INFO ] [FORECASTER] Completed predict_future for CURI
[2026-02-10T20:19:59.613858] [INFO ] [sig       ] CURI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:19:59.759314] [INFO ] [LOCAL     ] Saved forecast: CURI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CURI.txt
[2026-02-10T20:19:59.759482] [INFO ] [sig       ] [822/3417] Completed CURI in 0.3s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:19:59.759523] [INFO ] [sig       ] [823/3417] Forecasting CUZ...
[2026-02-10T20:19:59.759555] [INFO ] [sig       ] Generating forecast for: CUZ
[2026-02-10T20:19:59.759604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2026-02-10T20:19:59.772377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2026-02-10T20:19:59.772783] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2026-02-10T20:19:59.773650] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2026-02-10T20:19:59.773705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:19:59.773737] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:19:59.773765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:19:59.773823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:19:59.831929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:19:59.832835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:19:59.832926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:19:59.832961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:19:59.954095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:19:59.954252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:19:59.954295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:19:59.954326] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:19:59.957822] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2026-02-10T20:19:59.958149] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2026-02-10T20:19:59.958293] [INFO ] [sig       ] CUZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:00.103705] [INFO ] [LOCAL     ] Saved forecast: CUZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CUZ.txt
[2026-02-10T20:20:00.103832] [INFO ] [sig       ] [823/3417] Completed CUZ in 0.3s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:20:00.103871] [INFO ] [sig       ] [824/3417] Forecasting CVBF...
[2026-02-10T20:20:00.103901] [INFO ] [sig       ] Generating forecast for: CVBF
[2026-02-10T20:20:00.103929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2026-02-10T20:20:00.116090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2026-02-10T20:20:00.116432] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2026-02-10T20:20:00.117263] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2026-02-10T20:20:00.117318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:00.117351] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:00.117380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:00.117438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:00.188141] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:00.189127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:00.189231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:00.189279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:00.318205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:00.318326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:00.318364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:00.318392] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:00.321901] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2026-02-10T20:20:00.322188] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2026-02-10T20:20:00.322322] [INFO ] [sig       ] CVBF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:00.477961] [INFO ] [LOCAL     ] Saved forecast: CVBF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CVBF.txt
[2026-02-10T20:20:00.478142] [INFO ] [sig       ] [824/3417] Completed CVBF in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:20:00.478182] [INFO ] [sig       ] [825/3417] Forecasting CVCO...
[2026-02-10T20:20:00.478212] [INFO ] [sig       ] Generating forecast for: CVCO
[2026-02-10T20:20:00.478243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2026-02-10T20:20:00.489167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2026-02-10T20:20:00.489487] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2026-02-10T20:20:00.490283] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2026-02-10T20:20:00.490336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:00.490368] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:00.490396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:00.490452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:00.549097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:00.550299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:00.550441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:00.550484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:00.720111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:00.720271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:00.720326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:00.720384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:00.725597] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=84.23%)
[2026-02-10T20:20:00.726036] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2026-02-10T20:20:00.726231] [INFO ] [sig       ] CVCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:00.880888] [INFO ] [LOCAL     ] Saved forecast: CVCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVCO.txt
[2026-02-10T20:20:00.881046] [INFO ] [sig       ] [825/3417] Completed CVCO in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:20:00.881087] [INFO ] [sig       ] [826/3417] Forecasting CVE...
[2026-02-10T20:20:00.881119] [INFO ] [sig       ] Generating forecast for: CVE
[2026-02-10T20:20:00.881152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2026-02-10T20:20:00.893503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2026-02-10T20:20:00.893882] [INFO ] [FORECASTER] Starting predict_future for CVE
[2026-02-10T20:20:00.894699] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2026-02-10T20:20:00.894752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:00.894785] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:00.894813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:00.894871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:00.961899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:00.962860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:00.962965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:00.963003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:01.092546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:01.092674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:01.092714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:01.092743] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:01.096215] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=99.62%)
[2026-02-10T20:20:01.096495] [INFO ] [FORECASTER] Completed predict_future for CVE
[2026-02-10T20:20:01.096655] [INFO ] [sig       ] CVE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:01.242795] [INFO ] [LOCAL     ] Saved forecast: CVE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVE.txt
[2026-02-10T20:20:01.242962] [INFO ] [sig       ] [826/3417] Completed CVE in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:20:01.243005] [INFO ] [sig       ] [827/3417] Forecasting CVEO...
[2026-02-10T20:20:01.243036] [INFO ] [sig       ] Generating forecast for: CVEO
[2026-02-10T20:20:01.243067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2026-02-10T20:20:01.255693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2026-02-10T20:20:01.256070] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2026-02-10T20:20:01.256929] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2026-02-10T20:20:01.256983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:01.257016] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:01.257045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:01.257104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:01.319010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:01.319941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:01.320030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:01.320082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:01.443053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:01.443228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:01.443272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:01.443300] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:01.446865] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2026-02-10T20:20:01.447166] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2026-02-10T20:20:01.447304] [INFO ] [sig       ] CVEO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:01.629281] [INFO ] [LOCAL     ] Saved forecast: CVEO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVEO.txt
[2026-02-10T20:20:01.629463] [INFO ] [sig       ] [827/3417] Completed CVEO in 0.4s | 2.79 sym/s | Total: 4.9m | ETA: 15.5m
[2026-02-10T20:20:01.629504] [INFO ] [sig       ] [828/3417] Forecasting CVGI...
[2026-02-10T20:20:01.629746] [INFO ] [sig       ] Generating forecast for: CVGI
[2026-02-10T20:20:01.629779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2026-02-10T20:20:01.643432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2026-02-10T20:20:01.644086] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2026-02-10T20:20:01.645173] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2026-02-10T20:20:01.645228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:01.645263] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:01.645290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:01.645348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:01.707697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:01.708703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:01.708806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:01.708841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:01.847751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:01.847944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:01.847999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:01.848051] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:01.851781] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2026-02-10T20:20:01.852084] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2026-02-10T20:20:01.852226] [INFO ] [sig       ] CVGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:02.015935] [INFO ] [LOCAL     ] Saved forecast: CVGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CVGI.txt
[2026-02-10T20:20:02.016145] [INFO ] [sig       ] [828/3417] Completed CVGI in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:02.016190] [INFO ] [sig       ] [829/3417] Forecasting CVI...
[2026-02-10T20:20:02.016222] [INFO ] [sig       ] Generating forecast for: CVI
[2026-02-10T20:20:02.016254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2026-02-10T20:20:02.034024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2026-02-10T20:20:02.034597] [INFO ] [FORECASTER] Starting predict_future for CVI
[2026-02-10T20:20:02.035798] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2026-02-10T20:20:02.035868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:02.035914] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:02.035968] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:02.036054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:02.104018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:02.105020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:02.105127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:02.105162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:02.243264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:02.243438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:02.243480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:02.243510] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:02.247475] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2026-02-10T20:20:02.247836] [INFO ] [FORECASTER] Completed predict_future for CVI
[2026-02-10T20:20:02.247981] [INFO ] [sig       ] CVI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:02.392903] [INFO ] [LOCAL     ] Saved forecast: CVI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVI.txt
[2026-02-10T20:20:02.393058] [INFO ] [sig       ] [829/3417] Completed CVI in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:02.393099] [INFO ] [sig       ] [830/3417] Forecasting CVKD...
[2026-02-10T20:20:02.393129] [INFO ] [sig       ] Generating forecast for: CVKD
[2026-02-10T20:20:02.393159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2026-02-10T20:20:02.404786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2026-02-10T20:20:02.405128] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2026-02-10T20:20:02.405944] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2026-02-10T20:20:02.405999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:02.406031] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:02.406058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:02.406113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:02.472999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:02.473863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:02.473951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:02.473985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:02.603150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:02.603380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:02.603429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:02.603466] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:02.607283] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2026-02-10T20:20:02.607605] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2026-02-10T20:20:02.607744] [INFO ] [sig       ] CVKD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:02.753532] [INFO ] [LOCAL     ] Saved forecast: CVKD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVKD.txt
[2026-02-10T20:20:02.753694] [INFO ] [sig       ] [830/3417] Completed CVKD in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:02.753735] [INFO ] [sig       ] [831/3417] Forecasting CVNA...
[2026-02-10T20:20:02.753766] [INFO ] [sig       ] Generating forecast for: CVNA
[2026-02-10T20:20:02.753813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2026-02-10T20:20:02.768095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2026-02-10T20:20:02.768456] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2026-02-10T20:20:02.769333] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2026-02-10T20:20:02.769401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:02.769443] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:02.769472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:02.769738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:02.837846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:02.838871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:02.838962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:02.838996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:02.968896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:02.969057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:02.969099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:02.969129] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:02.972684] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2026-02-10T20:20:02.973163] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2026-02-10T20:20:02.973298] [INFO ] [sig       ] CVNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:03.124014] [INFO ] [LOCAL     ] Saved forecast: CVNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CVNA.txt
[2026-02-10T20:20:03.124193] [INFO ] [sig       ] [831/3417] Completed CVNA in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:03.124236] [INFO ] [sig       ] [832/3417] Forecasting CVRX...
[2026-02-10T20:20:03.124269] [INFO ] [sig       ] Generating forecast for: CVRX
[2026-02-10T20:20:03.124300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2026-02-10T20:20:03.136828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2026-02-10T20:20:03.137201] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2026-02-10T20:20:03.138018] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2026-02-10T20:20:03.138097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:03.138156] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:03.138185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:03.138241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:03.204053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:03.205200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:03.205292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:03.205327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:03.337192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:03.337363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:03.337405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:03.337434] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:03.341924] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2026-02-10T20:20:03.342214] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2026-02-10T20:20:03.342365] [INFO ] [sig       ] CVRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:03.505518] [INFO ] [LOCAL     ] Saved forecast: CVRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVRX.txt
[2026-02-10T20:20:03.505766] [INFO ] [sig       ] [832/3417] Completed CVRX in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:03.505836] [INFO ] [sig       ] [833/3417] Forecasting CVS...
[2026-02-10T20:20:03.505890] [INFO ] [sig       ] Generating forecast for: CVS
[2026-02-10T20:20:03.505952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2026-02-10T20:20:03.520343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2026-02-10T20:20:03.520779] [INFO ] [FORECASTER] Starting predict_future for CVS
[2026-02-10T20:20:03.521904] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2026-02-10T20:20:03.521960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:03.521994] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:03.522022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:03.522080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:03.587069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:03.587985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:03.588092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:03.588128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:03.727467] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:03.727652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:03.727695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:03.727725] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:03.731781] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2026-02-10T20:20:03.732080] [INFO ] [FORECASTER] Completed predict_future for CVS
[2026-02-10T20:20:03.732220] [INFO ] [sig       ] CVS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:03.887998] [INFO ] [LOCAL     ] Saved forecast: CVS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CVS.txt
[2026-02-10T20:20:03.888246] [INFO ] [sig       ] [833/3417] Completed CVS in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:03.888323] [INFO ] [sig       ] [834/3417] Forecasting CVX...
[2026-02-10T20:20:03.888376] [INFO ] [sig       ] Generating forecast for: CVX
[2026-02-10T20:20:03.888432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2026-02-10T20:20:03.902731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2026-02-10T20:20:03.903171] [INFO ] [FORECASTER] Starting predict_future for CVX
[2026-02-10T20:20:03.904027] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2026-02-10T20:20:03.904083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:03.904117] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:03.904146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:03.904223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:03.963140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:03.964026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:03.964134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:03.964174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:04.096259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:04.096424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:04.096468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:04.096497] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:04.100118] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=49.25%)
[2026-02-10T20:20:04.100417] [INFO ] [FORECASTER] Completed predict_future for CVX
[2026-02-10T20:20:04.100557] [INFO ] [sig       ] CVX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:04.257498] [INFO ] [LOCAL     ] Saved forecast: CVX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CVX.txt
[2026-02-10T20:20:04.257686] [INFO ] [sig       ] [834/3417] Completed CVX in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.5m
[2026-02-10T20:20:04.257732] [INFO ] [sig       ] [835/3417] Forecasting CWAN...
[2026-02-10T20:20:04.257765] [INFO ] [sig       ] Generating forecast for: CWAN
[2026-02-10T20:20:04.257798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2026-02-10T20:20:04.270526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2026-02-10T20:20:04.270931] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2026-02-10T20:20:04.271912] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2026-02-10T20:20:04.271978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:04.272024] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:04.272056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:04.272116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:04.335138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:04.336036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:04.336127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:04.336161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:04.469428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:04.469618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:04.469662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:04.469738] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:04.473817] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=68.17%)
[2026-02-10T20:20:04.474234] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2026-02-10T20:20:04.474433] [INFO ] [sig       ] CWAN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:04.618679] [INFO ] [LOCAL     ] Saved forecast: CWAN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CWAN.txt
[2026-02-10T20:20:04.618837] [INFO ] [sig       ] [835/3417] Completed CWAN in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:04.618878] [INFO ] [sig       ] [836/3417] Forecasting CWBC...
[2026-02-10T20:20:04.618909] [INFO ] [sig       ] Generating forecast for: CWBC
[2026-02-10T20:20:04.618939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2026-02-10T20:20:04.631075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2026-02-10T20:20:04.631411] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2026-02-10T20:20:04.632220] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2026-02-10T20:20:04.632273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:04.632304] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:04.632330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:04.632390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:04.688983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:04.689829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:04.689917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:04.689949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:04.826365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:04.826534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:04.826597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:04.826632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:04.830365] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2026-02-10T20:20:04.830900] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2026-02-10T20:20:04.831062] [INFO ] [sig       ] CWBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:04.994121] [INFO ] [LOCAL     ] Saved forecast: CWBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CWBC.txt
[2026-02-10T20:20:04.994307] [INFO ] [sig       ] [836/3417] Completed CWBC in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:04.994364] [INFO ] [sig       ] [837/3417] Forecasting CWCO...
[2026-02-10T20:20:04.994406] [INFO ] [sig       ] Generating forecast for: CWCO
[2026-02-10T20:20:04.994447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2026-02-10T20:20:05.007659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2026-02-10T20:20:05.008244] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2026-02-10T20:20:05.009207] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2026-02-10T20:20:05.009262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:05.009303] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:05.009345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:05.009415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:05.072033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:05.073057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:05.073146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:05.073178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:05.201246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:05.201417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:05.201459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:05.201490] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:05.205712] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2026-02-10T20:20:05.206013] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2026-02-10T20:20:05.206149] [INFO ] [sig       ] CWCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:05.353301] [INFO ] [LOCAL     ] Saved forecast: CWCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CWCO.txt
[2026-02-10T20:20:05.353443] [INFO ] [sig       ] [837/3417] Completed CWCO in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:05.353487] [INFO ] [sig       ] [838/3417] Forecasting CWD...
[2026-02-10T20:20:05.353519] [INFO ] [sig       ] Generating forecast for: CWD
[2026-02-10T20:20:05.353551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2026-02-10T20:20:05.365552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2026-02-10T20:20:05.365880] [INFO ] [FORECASTER] Starting predict_future for CWD
[2026-02-10T20:20:05.366679] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2026-02-10T20:20:05.366731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:05.366763] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:05.366790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:05.366846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:05.424907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:05.425642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:05.425727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:05.425761] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:05.538702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:05.538879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:05.538921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:05.538953] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:05.542440] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2026-02-10T20:20:05.542739] [INFO ] [FORECASTER] Completed predict_future for CWD
[2026-02-10T20:20:05.542874] [INFO ] [sig       ] CWD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:05.686811] [INFO ] [LOCAL     ] Saved forecast: CWD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CWD.txt
[2026-02-10T20:20:05.686965] [INFO ] [sig       ] [838/3417] Completed CWD in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:05.687006] [INFO ] [sig       ] [839/3417] Forecasting CWEN...
[2026-02-10T20:20:05.687035] [INFO ] [sig       ] Generating forecast for: CWEN
[2026-02-10T20:20:05.687067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2026-02-10T20:20:05.699831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2026-02-10T20:20:05.700169] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2026-02-10T20:20:05.701047] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2026-02-10T20:20:05.701101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:05.701134] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:05.701161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:05.701219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:05.758474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:05.759244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:05.759327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:05.759358] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:05.879445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:05.879625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:05.879668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:05.879697] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:05.883301] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2026-02-10T20:20:05.883592] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2026-02-10T20:20:05.883724] [INFO ] [sig       ] CWEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:06.023338] [INFO ] [LOCAL     ] Saved forecast: CWEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CWEN.txt
[2026-02-10T20:20:06.023528] [INFO ] [sig       ] [839/3417] Completed CWEN in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:06.023595] [INFO ] [sig       ] [840/3417] Forecasting CWH...
[2026-02-10T20:20:06.023629] [INFO ] [sig       ] Generating forecast for: CWH
[2026-02-10T20:20:06.023660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2026-02-10T20:20:06.037717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2026-02-10T20:20:06.038196] [INFO ] [FORECASTER] Starting predict_future for CWH
[2026-02-10T20:20:06.039082] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2026-02-10T20:20:06.039136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:06.039168] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:06.039195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:06.039252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:06.104413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:06.105325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:06.105415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:06.105462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:06.242456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:06.242684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:06.242740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:06.242773] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:06.246826] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2026-02-10T20:20:06.247130] [INFO ] [FORECASTER] Completed predict_future for CWH
[2026-02-10T20:20:06.247275] [INFO ] [sig       ] CWH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:06.394655] [INFO ] [LOCAL     ] Saved forecast: CWH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CWH.txt
[2026-02-10T20:20:06.394829] [INFO ] [sig       ] [840/3417] Completed CWH in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:06.394870] [INFO ] [sig       ] [841/3417] Forecasting CWK...
[2026-02-10T20:20:06.394901] [INFO ] [sig       ] Generating forecast for: CWK
[2026-02-10T20:20:06.394931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2026-02-10T20:20:06.407541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2026-02-10T20:20:06.407997] [INFO ] [FORECASTER] Starting predict_future for CWK
[2026-02-10T20:20:06.408910] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2026-02-10T20:20:06.408974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:06.409012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:06.409045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:06.409113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:06.465079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:06.465875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:06.465957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:06.465990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:06.590723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:06.590888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:06.590929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:06.590959] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:06.594451] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=5.75%)
[2026-02-10T20:20:06.594762] [INFO ] [FORECASTER] Completed predict_future for CWK
[2026-02-10T20:20:06.594902] [INFO ] [sig       ] CWK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:06.744533] [INFO ] [LOCAL     ] Saved forecast: CWK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CWK.txt
[2026-02-10T20:20:06.744717] [INFO ] [sig       ] [841/3417] Completed CWK in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:06.744761] [INFO ] [sig       ] [842/3417] Forecasting CXDO...
[2026-02-10T20:20:06.744793] [INFO ] [sig       ] Generating forecast for: CXDO
[2026-02-10T20:20:06.744825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2026-02-10T20:20:06.757347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2026-02-10T20:20:06.757729] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2026-02-10T20:20:06.758641] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2026-02-10T20:20:06.758696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:06.758740] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:06.758769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:06.758827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:06.824625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:06.825591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:06.825713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:06.825748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:06.955795] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:06.955963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:06.956004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:06.956033] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:06.959724] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=99.93%)
[2026-02-10T20:20:06.960056] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2026-02-10T20:20:06.960199] [INFO ] [sig       ] CXDO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:07.116999] [INFO ] [LOCAL     ] Saved forecast: CXDO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CXDO.txt
[2026-02-10T20:20:07.117171] [INFO ] [sig       ] [842/3417] Completed CXDO in 0.4s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:07.117212] [INFO ] [sig       ] [843/3417] Forecasting CXE...
[2026-02-10T20:20:07.117243] [INFO ] [sig       ] Generating forecast for: CXE
[2026-02-10T20:20:07.117274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2026-02-10T20:20:07.130299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2026-02-10T20:20:07.130902] [INFO ] [FORECASTER] Starting predict_future for CXE
[2026-02-10T20:20:07.131730] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2026-02-10T20:20:07.131785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:07.131817] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:07.131843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:07.131900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:07.189320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:07.190256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:07.190348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:07.190381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:07.305921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:07.306087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:07.306127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:07.306156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:07.309998] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2026-02-10T20:20:07.310278] [INFO ] [FORECASTER] Completed predict_future for CXE
[2026-02-10T20:20:07.310408] [INFO ] [sig       ] CXE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:07.458686] [INFO ] [LOCAL     ] Saved forecast: CXE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CXE.txt
[2026-02-10T20:20:07.458855] [INFO ] [sig       ] [843/3417] Completed CXE in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:07.458897] [INFO ] [sig       ] [844/3417] Forecasting CXSE...
[2026-02-10T20:20:07.458928] [INFO ] [sig       ] Generating forecast for: CXSE
[2026-02-10T20:20:07.458959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2026-02-10T20:20:07.471849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2026-02-10T20:20:07.472165] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2026-02-10T20:20:07.473002] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2026-02-10T20:20:07.473054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:07.473085] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:07.473112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:07.473168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:07.531324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:07.532375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:07.532460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:07.532493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:07.649120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:07.649282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:07.649321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:07.649350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:07.652777] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2026-02-10T20:20:07.653054] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2026-02-10T20:20:07.653188] [INFO ] [sig       ] CXSE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:07.793302] [INFO ] [LOCAL     ] Saved forecast: CXSE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CXSE.txt
[2026-02-10T20:20:07.793461] [INFO ] [sig       ] [844/3417] Completed CXSE in 0.3s | 2.79 sym/s | Total: 5.0m | ETA: 15.4m
[2026-02-10T20:20:07.793502] [INFO ] [sig       ] [845/3417] Forecasting CYD...
[2026-02-10T20:20:07.793533] [INFO ] [sig       ] Generating forecast for: CYD
[2026-02-10T20:20:07.793564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2026-02-10T20:20:07.806359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2026-02-10T20:20:07.806749] [INFO ] [FORECASTER] Starting predict_future for CYD
[2026-02-10T20:20:07.807564] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2026-02-10T20:20:07.807638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:07.807672] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:07.807700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:07.807758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:07.872131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:07.872974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:07.873063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:07.873097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:08.014002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:08.014164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:08.014220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:08.014264] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:08.017965] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2026-02-10T20:20:08.018291] [INFO ] [FORECASTER] Completed predict_future for CYD
[2026-02-10T20:20:08.018461] [INFO ] [sig       ] CYD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:08.180880] [INFO ] [LOCAL     ] Saved forecast: CYD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CYD.txt
[2026-02-10T20:20:08.181115] [INFO ] [sig       ] [845/3417] Completed CYD in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.4m
[2026-02-10T20:20:08.181186] [INFO ] [sig       ] [846/3417] Forecasting CYH...
[2026-02-10T20:20:08.181237] [INFO ] [sig       ] Generating forecast for: CYH
[2026-02-10T20:20:08.181274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2026-02-10T20:20:08.194755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2026-02-10T20:20:08.195155] [INFO ] [FORECASTER] Starting predict_future for CYH
[2026-02-10T20:20:08.196248] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2026-02-10T20:20:08.196316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:08.196368] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:08.196415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:08.196504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:08.262512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:08.263436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:08.263543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:08.263605] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:08.393770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:08.393945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:08.394006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:08.394054] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:08.398056] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2026-02-10T20:20:08.398383] [INFO ] [FORECASTER] Completed predict_future for CYH
[2026-02-10T20:20:08.398529] [INFO ] [sig       ] CYH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:08.554216] [INFO ] [LOCAL     ] Saved forecast: CYH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CYH.txt
[2026-02-10T20:20:08.554379] [INFO ] [sig       ] [846/3417] Completed CYH in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.4m
[2026-02-10T20:20:08.554420] [INFO ] [sig       ] [847/3417] Forecasting CYN...
[2026-02-10T20:20:08.554451] [INFO ] [sig       ] Generating forecast for: CYN
[2026-02-10T20:20:08.554482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2026-02-10T20:20:08.567161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2026-02-10T20:20:08.567534] [INFO ] [FORECASTER] Starting predict_future for CYN
[2026-02-10T20:20:08.571744] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2026-02-10T20:20:08.571834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:08.571868] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:08.571895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:08.571951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:08.630925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:08.631919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:08.632014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:08.632051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:08.753494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:08.753676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:08.753718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:08.753746] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:08.757172] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2026-02-10T20:20:08.757453] [INFO ] [FORECASTER] Completed predict_future for CYN
[2026-02-10T20:20:08.757622] [INFO ] [sig       ] CYN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:08.928201] [INFO ] [LOCAL     ] Saved forecast: CYN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CYN.txt
[2026-02-10T20:20:08.928371] [INFO ] [sig       ] [847/3417] Completed CYN in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.4m
[2026-02-10T20:20:08.928417] [INFO ] [sig       ] [848/3417] Forecasting CYRX...
[2026-02-10T20:20:08.928454] [INFO ] [sig       ] Generating forecast for: CYRX
[2026-02-10T20:20:08.928491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2026-02-10T20:20:08.942039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2026-02-10T20:20:08.942457] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2026-02-10T20:20:08.943331] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2026-02-10T20:20:08.943387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:08.943421] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:08.943448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:08.943508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:09.004809] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:09.005767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:09.005860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:09.005894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:09.139558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:09.139748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:09.139788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:09.139818] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:09.143260] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2026-02-10T20:20:09.143542] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2026-02-10T20:20:09.143695] [INFO ] [sig       ] CYRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:09.290204] [INFO ] [LOCAL     ] Saved forecast: CYRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/CYRX.txt
[2026-02-10T20:20:09.290358] [INFO ] [sig       ] [848/3417] Completed CYRX in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.4m
[2026-02-10T20:20:09.290399] [INFO ] [sig       ] [849/3417] Forecasting CYTK...
[2026-02-10T20:20:09.290429] [INFO ] [sig       ] Generating forecast for: CYTK
[2026-02-10T20:20:09.290460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2026-02-10T20:20:09.303208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2026-02-10T20:20:09.303683] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2026-02-10T20:20:09.304724] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2026-02-10T20:20:09.304789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:09.304857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:09.304900] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:09.304972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:09.369004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:09.369931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:09.370018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:09.370052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:09.492240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:09.492386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:09.492425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:09.492470] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:09.495896] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2026-02-10T20:20:09.496173] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2026-02-10T20:20:09.496304] [INFO ] [sig       ] CYTK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:09.636391] [INFO ] [LOCAL     ] Saved forecast: CYTK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CYTK.txt
[2026-02-10T20:20:09.636542] [INFO ] [sig       ] [849/3417] Completed CYTK in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.4m
[2026-02-10T20:20:09.636602] [INFO ] [sig       ] [850/3417] Forecasting CZFS...
[2026-02-10T20:20:09.636635] [INFO ] [sig       ] Generating forecast for: CZFS
[2026-02-10T20:20:09.636665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2026-02-10T20:20:09.646764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2026-02-10T20:20:09.647079] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2026-02-10T20:20:09.648105] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2026-02-10T20:20:09.648164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:09.648200] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:09.648229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:09.648288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:09.708997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:09.709939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:09.710027] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:09.710062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:09.816442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:09.816640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:09.816691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:09.816723] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:09.820529] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2026-02-10T20:20:09.820851] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2026-02-10T20:20:09.821003] [INFO ] [sig       ] CZFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:09.980366] [INFO ] [LOCAL     ] Saved forecast: CZFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CZFS.txt
[2026-02-10T20:20:09.980565] [INFO ] [sig       ] [850/3417] Completed CZFS in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.4m
[2026-02-10T20:20:09.980643] [INFO ] [sig       ] [851/3417] Forecasting CZNC...
[2026-02-10T20:20:09.980686] [INFO ] [sig       ] Generating forecast for: CZNC
[2026-02-10T20:20:09.980727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2026-02-10T20:20:09.993398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2026-02-10T20:20:09.993801] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2026-02-10T20:20:09.994702] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2026-02-10T20:20:09.994764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:09.994800] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:09.994829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:09.994887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:10.067331] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:10.068424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:10.068547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:10.068604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:10.209129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:10.209296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:10.209339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:10.209367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:10.213466] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=25.41%)
[2026-02-10T20:20:10.213967] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2026-02-10T20:20:10.214107] [INFO ] [sig       ] CZNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:10.363480] [INFO ] [LOCAL     ] Saved forecast: CZNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CZNC.txt
[2026-02-10T20:20:10.363640] [INFO ] [sig       ] [851/3417] Completed CZNC in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:10.363684] [INFO ] [sig       ] [852/3417] Forecasting CZWI...
[2026-02-10T20:20:10.363714] [INFO ] [sig       ] Generating forecast for: CZWI
[2026-02-10T20:20:10.363745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2026-02-10T20:20:10.375499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2026-02-10T20:20:10.375930] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2026-02-10T20:20:10.376758] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2026-02-10T20:20:10.376812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:10.376843] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:10.376870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:10.376926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:10.433982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:10.434634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:10.434720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:10.434755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:10.547621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:10.547780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:10.547820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:10.547882] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:10.551348] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2026-02-10T20:20:10.551649] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2026-02-10T20:20:10.551777] [INFO ] [sig       ] CZWI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:10.692764] [INFO ] [LOCAL     ] Saved forecast: CZWI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/CZWI.txt
[2026-02-10T20:20:10.692928] [INFO ] [sig       ] [852/3417] Completed CZWI in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:10.692970] [INFO ] [sig       ] [853/3417] Forecasting DAL...
[2026-02-10T20:20:10.693000] [INFO ] [sig       ] Generating forecast for: DAL
[2026-02-10T20:20:10.693031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2026-02-10T20:20:10.705344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2026-02-10T20:20:10.705674] [INFO ] [FORECASTER] Starting predict_future for DAL
[2026-02-10T20:20:10.706442] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2026-02-10T20:20:10.706503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:10.706543] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:10.706628] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:10.706695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:10.763779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:10.764427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:10.764508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:10.764541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:10.886351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:10.886504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:10.886546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:10.886596] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:10.890001] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2026-02-10T20:20:10.890280] [INFO ] [FORECASTER] Completed predict_future for DAL
[2026-02-10T20:20:10.890407] [INFO ] [sig       ] DAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:11.041340] [INFO ] [LOCAL     ] Saved forecast: DAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DAL.txt
[2026-02-10T20:20:11.041513] [INFO ] [sig       ] [853/3417] Completed DAL in 0.3s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:11.041552] [INFO ] [sig       ] [854/3417] Forecasting DAN...
[2026-02-10T20:20:11.041604] [INFO ] [sig       ] Generating forecast for: DAN
[2026-02-10T20:20:11.041637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2026-02-10T20:20:11.054481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2026-02-10T20:20:11.055087] [INFO ] [FORECASTER] Starting predict_future for DAN
[2026-02-10T20:20:11.055962] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2026-02-10T20:20:11.056021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:11.056055] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:11.056083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:11.056143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:11.118389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:11.119360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:11.119451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:11.119491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:11.247896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:11.248096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:11.248154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:11.248192] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:11.251809] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2026-02-10T20:20:11.252115] [INFO ] [FORECASTER] Completed predict_future for DAN
[2026-02-10T20:20:11.252257] [INFO ] [sig       ] DAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:11.398924] [INFO ] [LOCAL     ] Saved forecast: DAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DAN.txt
[2026-02-10T20:20:11.399078] [INFO ] [sig       ] [854/3417] Completed DAN in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:11.399119] [INFO ] [sig       ] [855/3417] Forecasting DAO...
[2026-02-10T20:20:11.399151] [INFO ] [sig       ] Generating forecast for: DAO
[2026-02-10T20:20:11.399184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2026-02-10T20:20:11.411131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2026-02-10T20:20:11.411484] [INFO ] [FORECASTER] Starting predict_future for DAO
[2026-02-10T20:20:11.412330] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2026-02-10T20:20:11.412384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:11.412417] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:11.412444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:11.412510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:11.470546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:11.471434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:11.471523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:11.471557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:11.597552] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:11.597734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:11.597775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:11.597806] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:11.601726] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2026-02-10T20:20:11.602014] [INFO ] [FORECASTER] Completed predict_future for DAO
[2026-02-10T20:20:11.602149] [INFO ] [sig       ] DAO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:11.751662] [INFO ] [LOCAL     ] Saved forecast: DAO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DAO.txt
[2026-02-10T20:20:11.752026] [INFO ] [sig       ] [855/3417] Completed DAO in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:11.752068] [INFO ] [sig       ] [856/3417] Forecasting DAPP...
[2026-02-10T20:20:11.752099] [INFO ] [sig       ] Generating forecast for: DAPP
[2026-02-10T20:20:11.752129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2026-02-10T20:20:11.764952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2026-02-10T20:20:11.765349] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2026-02-10T20:20:11.766173] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2026-02-10T20:20:11.766235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:11.766277] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:11.766311] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:11.766372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:11.826414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:11.827384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:11.827476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:11.827510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:11.954666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:11.954832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:11.954876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:11.954904] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:11.958536] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2026-02-10T20:20:11.958888] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2026-02-10T20:20:11.959029] [INFO ] [sig       ] DAPP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:12.105677] [INFO ] [LOCAL     ] Saved forecast: DAPP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DAPP.txt
[2026-02-10T20:20:12.105841] [INFO ] [sig       ] [856/3417] Completed DAPP in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:12.105884] [INFO ] [sig       ] [857/3417] Forecasting DARE...
[2026-02-10T20:20:12.105914] [INFO ] [sig       ] Generating forecast for: DARE
[2026-02-10T20:20:12.105951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2026-02-10T20:20:12.119043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2026-02-10T20:20:12.119443] [INFO ] [FORECASTER] Starting predict_future for DARE
[2026-02-10T20:20:12.120317] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2026-02-10T20:20:12.120372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:12.120406] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:12.120435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:12.120497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:12.183327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:12.184460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:12.184553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:12.184610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:12.304164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:12.304333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:12.304375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:12.304404] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:12.308198] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2026-02-10T20:20:12.308493] [INFO ] [FORECASTER] Completed predict_future for DARE
[2026-02-10T20:20:12.308682] [INFO ] [sig       ] DARE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:12.456199] [INFO ] [LOCAL     ] Saved forecast: DARE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DARE.txt
[2026-02-10T20:20:12.456541] [INFO ] [sig       ] [857/3417] Completed DARE in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:12.456600] [INFO ] [sig       ] [858/3417] Forecasting DASH...
[2026-02-10T20:20:12.456632] [INFO ] [sig       ] Generating forecast for: DASH
[2026-02-10T20:20:12.456661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2026-02-10T20:20:12.469940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2026-02-10T20:20:12.470324] [INFO ] [FORECASTER] Starting predict_future for DASH
[2026-02-10T20:20:12.471130] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2026-02-10T20:20:12.471183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:12.471216] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:12.471244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:12.471301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:12.535360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:12.536252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:12.536340] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:12.536374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:12.663535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:12.663765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:12.663808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:12.663836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:12.667322] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2026-02-10T20:20:12.667624] [INFO ] [FORECASTER] Completed predict_future for DASH
[2026-02-10T20:20:12.667762] [INFO ] [sig       ] DASH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:12.811882] [INFO ] [LOCAL     ] Saved forecast: DASH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DASH.txt
[2026-02-10T20:20:12.812058] [INFO ] [sig       ] [858/3417] Completed DASH in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:12.812101] [INFO ] [sig       ] [859/3417] Forecasting DAVA...
[2026-02-10T20:20:12.812131] [INFO ] [sig       ] Generating forecast for: DAVA
[2026-02-10T20:20:12.812161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2026-02-10T20:20:12.825343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2026-02-10T20:20:12.825740] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2026-02-10T20:20:12.826953] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2026-02-10T20:20:12.827007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:12.827039] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:12.827066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:12.827121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:12.893968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:12.895193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:12.895333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:12.895382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:13.032872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:13.033041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:13.033084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:13.033114] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:13.037224] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2026-02-10T20:20:13.037550] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2026-02-10T20:20:13.037719] [INFO ] [sig       ] DAVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:13.187886] [INFO ] [LOCAL     ] Saved forecast: DAVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DAVA.txt
[2026-02-10T20:20:13.188059] [INFO ] [sig       ] [859/3417] Completed DAVA in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:13.188104] [INFO ] [sig       ] [860/3417] Forecasting DAVE...
[2026-02-10T20:20:13.188136] [INFO ] [sig       ] Generating forecast for: DAVE
[2026-02-10T20:20:13.188169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2026-02-10T20:20:13.200446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2026-02-10T20:20:13.200860] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2026-02-10T20:20:13.201715] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2026-02-10T20:20:13.201768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:13.201801] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:13.201828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:13.201884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:13.260072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:13.260924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:13.261012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:13.261044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:13.392291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:13.392503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:13.392558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:13.392611] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:13.397158] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2026-02-10T20:20:13.397489] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2026-02-10T20:20:13.397654] [INFO ] [sig       ] DAVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:13.546140] [INFO ] [LOCAL     ] Saved forecast: DAVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DAVE.txt
[2026-02-10T20:20:13.546277] [INFO ] [sig       ] [860/3417] Completed DAVE in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:13.546320] [INFO ] [sig       ] [861/3417] Forecasting DAWN...
[2026-02-10T20:20:13.546351] [INFO ] [sig       ] Generating forecast for: DAWN
[2026-02-10T20:20:13.546381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2026-02-10T20:20:13.558715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2026-02-10T20:20:13.559000] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2026-02-10T20:20:13.560029] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2026-02-10T20:20:13.560082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:13.560113] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:13.560139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:13.560195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:13.626352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:13.627316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:13.627404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:13.627438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:13.754164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:13.754343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:13.754387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:13.754418] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:13.758373] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2026-02-10T20:20:13.758737] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2026-02-10T20:20:13.758888] [INFO ] [sig       ] DAWN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:13.916110] [INFO ] [LOCAL     ] Saved forecast: DAWN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DAWN.txt
[2026-02-10T20:20:13.916270] [INFO ] [sig       ] [861/3417] Completed DAWN in 0.4s | 2.79 sym/s | Total: 5.1m | ETA: 15.3m
[2026-02-10T20:20:13.916314] [INFO ] [sig       ] [862/3417] Forecasting DB...
[2026-02-10T20:20:13.916344] [INFO ] [sig       ] Generating forecast for: DB
[2026-02-10T20:20:13.916377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2026-02-10T20:20:13.929949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2026-02-10T20:20:13.930348] [INFO ] [FORECASTER] Starting predict_future for DB
[2026-02-10T20:20:13.931311] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2026-02-10T20:20:13.931381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:13.931432] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:13.931478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:13.931545] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:13.995105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:13.996021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:13.996118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:13.996159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:14.131901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:14.132072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:14.132115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:14.132147] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:14.136086] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2026-02-10T20:20:14.136369] [INFO ] [FORECASTER] Completed predict_future for DB
[2026-02-10T20:20:14.136501] [INFO ] [sig       ] DB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:14.291107] [INFO ] [LOCAL     ] Saved forecast: DB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DB.txt
[2026-02-10T20:20:14.291312] [INFO ] [sig       ] [862/3417] Completed DB in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.3m
[2026-02-10T20:20:14.291360] [INFO ] [sig       ] [863/3417] Forecasting DBI...
[2026-02-10T20:20:14.291390] [INFO ] [sig       ] Generating forecast for: DBI
[2026-02-10T20:20:14.291428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2026-02-10T20:20:14.303950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2026-02-10T20:20:14.304310] [INFO ] [FORECASTER] Starting predict_future for DBI
[2026-02-10T20:20:14.305275] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2026-02-10T20:20:14.305331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:14.305365] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:14.305393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:14.305451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:14.367666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:14.368743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:14.368828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:14.368862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:14.497247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:14.497420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:14.497463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:14.497492] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:14.501433] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2026-02-10T20:20:14.501846] [INFO ] [FORECASTER] Completed predict_future for DBI
[2026-02-10T20:20:14.502024] [INFO ] [sig       ] DBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:14.661794] [INFO ] [LOCAL     ] Saved forecast: DBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DBI.txt
[2026-02-10T20:20:14.661981] [INFO ] [sig       ] [863/3417] Completed DBI in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.3m
[2026-02-10T20:20:14.662024] [INFO ] [sig       ] [864/3417] Forecasting DBL...
[2026-02-10T20:20:14.662055] [INFO ] [sig       ] Generating forecast for: DBL
[2026-02-10T20:20:14.662087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2026-02-10T20:20:14.678822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2026-02-10T20:20:14.679247] [INFO ] [FORECASTER] Starting predict_future for DBL
[2026-02-10T20:20:14.680088] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2026-02-10T20:20:14.680143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:14.680175] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:14.680201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:14.680258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:14.738782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:14.739684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:14.739772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:14.739808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:14.872164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:14.872326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:14.872368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:14.872397] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:14.876287] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2026-02-10T20:20:14.876602] [INFO ] [FORECASTER] Completed predict_future for DBL
[2026-02-10T20:20:14.876748] [INFO ] [sig       ] DBL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:15.034963] [INFO ] [LOCAL     ] Saved forecast: DBL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DBL.txt
[2026-02-10T20:20:15.035132] [INFO ] [sig       ] [864/3417] Completed DBL in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.3m
[2026-02-10T20:20:15.035186] [INFO ] [sig       ] [865/3417] Forecasting DBRG...
[2026-02-10T20:20:15.035231] [INFO ] [sig       ] Generating forecast for: DBRG
[2026-02-10T20:20:15.035267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2026-02-10T20:20:15.048347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2026-02-10T20:20:15.048804] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2026-02-10T20:20:15.049664] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2026-02-10T20:20:15.049726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:15.049763] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:15.049790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:15.049848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:15.108752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:15.109633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:15.109718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:15.109751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:15.229063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:15.229210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:15.229250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:15.229280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:15.232792] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2026-02-10T20:20:15.233079] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2026-02-10T20:20:15.233211] [INFO ] [sig       ] DBRG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:15.375334] [INFO ] [LOCAL     ] Saved forecast: DBRG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DBRG.txt
[2026-02-10T20:20:15.375498] [INFO ] [sig       ] [865/3417] Completed DBRG in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.3m
[2026-02-10T20:20:15.375537] [INFO ] [sig       ] [866/3417] Forecasting DBX...
[2026-02-10T20:20:15.375587] [INFO ] [sig       ] Generating forecast for: DBX
[2026-02-10T20:20:15.375622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2026-02-10T20:20:15.390072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2026-02-10T20:20:15.390526] [INFO ] [FORECASTER] Starting predict_future for DBX
[2026-02-10T20:20:15.391438] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2026-02-10T20:20:15.391515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:15.391598] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:15.391632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:15.391694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:15.467276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:15.468601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:15.468698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:15.468732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:15.609935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:15.610118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:15.610183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:15.610217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:15.614261] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2026-02-10T20:20:15.614592] [INFO ] [FORECASTER] Completed predict_future for DBX
[2026-02-10T20:20:15.614780] [INFO ] [sig       ] DBX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:15.769358] [INFO ] [LOCAL     ] Saved forecast: DBX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DBX.txt
[2026-02-10T20:20:15.769501] [INFO ] [sig       ] [866/3417] Completed DBX in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.3m
[2026-02-10T20:20:15.769541] [INFO ] [sig       ] [867/3417] Forecasting DCBO...
[2026-02-10T20:20:15.769588] [INFO ] [sig       ] Generating forecast for: DCBO
[2026-02-10T20:20:15.769622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2026-02-10T20:20:15.781094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2026-02-10T20:20:15.781401] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2026-02-10T20:20:15.782195] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2026-02-10T20:20:15.782248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:15.782279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:15.782305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:15.782361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:15.840058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:15.840856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:15.840940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:15.840973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:15.968728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:15.968924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:15.968967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:15.968995] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:15.972679] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: UP (p=58.53%)
[2026-02-10T20:20:15.972991] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2026-02-10T20:20:15.973130] [INFO ] [sig       ] DCBO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:16.115357] [INFO ] [LOCAL     ] Saved forecast: DCBO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DCBO.txt
[2026-02-10T20:20:16.115503] [INFO ] [sig       ] [867/3417] Completed DCBO in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.3m
[2026-02-10T20:20:16.115543] [INFO ] [sig       ] [868/3417] Forecasting DCI...
[2026-02-10T20:20:16.115590] [INFO ] [sig       ] Generating forecast for: DCI
[2026-02-10T20:20:16.115624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2026-02-10T20:20:16.128164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2026-02-10T20:20:16.128486] [INFO ] [FORECASTER] Starting predict_future for DCI
[2026-02-10T20:20:16.129334] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2026-02-10T20:20:16.129386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:16.129419] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:16.129446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:16.129542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:16.187223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:16.187959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:16.188054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:16.188088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:16.312840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:16.312974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:16.313014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:16.313042] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:16.316684] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2026-02-10T20:20:16.316961] [INFO ] [FORECASTER] Completed predict_future for DCI
[2026-02-10T20:20:16.317096] [INFO ] [sig       ] DCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:16.465548] [INFO ] [LOCAL     ] Saved forecast: DCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DCI.txt
[2026-02-10T20:20:16.465738] [INFO ] [sig       ] [868/3417] Completed DCI in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:16.465785] [INFO ] [sig       ] [869/3417] Forecasting DCO...
[2026-02-10T20:20:16.465817] [INFO ] [sig       ] Generating forecast for: DCO
[2026-02-10T20:20:16.466091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2026-02-10T20:20:16.478941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2026-02-10T20:20:16.479272] [INFO ] [FORECASTER] Starting predict_future for DCO
[2026-02-10T20:20:16.480386] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2026-02-10T20:20:16.480441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:16.480474] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:16.480502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:16.480560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:16.544640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:16.545426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:16.545511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:16.545544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:16.678059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:16.678278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:16.678321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:16.678389] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:16.682616] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2026-02-10T20:20:16.682906] [INFO ] [FORECASTER] Completed predict_future for DCO
[2026-02-10T20:20:16.683062] [INFO ] [sig       ] DCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:16.834558] [INFO ] [LOCAL     ] Saved forecast: DCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DCO.txt
[2026-02-10T20:20:16.834725] [INFO ] [sig       ] [869/3417] Completed DCO in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:16.834771] [INFO ] [sig       ] [870/3417] Forecasting DCOM...
[2026-02-10T20:20:16.834825] [INFO ] [sig       ] Generating forecast for: DCOM
[2026-02-10T20:20:16.834866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2026-02-10T20:20:16.848949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2026-02-10T20:20:16.849305] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2026-02-10T20:20:16.850204] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2026-02-10T20:20:16.850258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:16.850289] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:16.850315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:16.850371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:16.912893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:16.913720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:16.913804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:16.913839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:17.036351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:17.036515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:17.036597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:17.036636] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:17.040455] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2026-02-10T20:20:17.040771] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2026-02-10T20:20:17.040913] [INFO ] [sig       ] DCOM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:17.186585] [INFO ] [LOCAL     ] Saved forecast: DCOM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DCOM.txt
[2026-02-10T20:20:17.186748] [INFO ] [sig       ] [870/3417] Completed DCOM in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:17.186797] [INFO ] [sig       ] [871/3417] Forecasting DCTH...
[2026-02-10T20:20:17.186833] [INFO ] [sig       ] Generating forecast for: DCTH
[2026-02-10T20:20:17.186864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2026-02-10T20:20:17.198895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2026-02-10T20:20:17.199246] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2026-02-10T20:20:17.200046] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2026-02-10T20:20:17.200098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:17.200129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:17.200156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:17.200212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:17.260258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:17.261149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:17.261246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:17.261291] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:17.392469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:17.392666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:17.392717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:17.392757] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:17.396695] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2026-02-10T20:20:17.397197] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2026-02-10T20:20:17.397356] [INFO ] [sig       ] DCTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:17.544856] [INFO ] [LOCAL     ] Saved forecast: DCTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DCTH.txt
[2026-02-10T20:20:17.545031] [INFO ] [sig       ] [871/3417] Completed DCTH in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:17.545084] [INFO ] [sig       ] [872/3417] Forecasting DD...
[2026-02-10T20:20:17.545124] [INFO ] [sig       ] Generating forecast for: DD
[2026-02-10T20:20:17.545166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2026-02-10T20:20:17.560108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2026-02-10T20:20:17.560518] [INFO ] [FORECASTER] Starting predict_future for DD
[2026-02-10T20:20:17.561504] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2026-02-10T20:20:17.561567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:17.561632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:17.561670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:17.561753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:17.622714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:17.623549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:17.623655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:17.623690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:17.745859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:17.746012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:17.746052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:17.746081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:17.749501] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2026-02-10T20:20:17.749793] [INFO ] [FORECASTER] Completed predict_future for DD
[2026-02-10T20:20:17.749925] [INFO ] [sig       ] DD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:17.890257] [INFO ] [LOCAL     ] Saved forecast: DD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DD.txt
[2026-02-10T20:20:17.890427] [INFO ] [sig       ] [872/3417] Completed DD in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:17.890469] [INFO ] [sig       ] [873/3417] Forecasting DDD...
[2026-02-10T20:20:17.890500] [INFO ] [sig       ] Generating forecast for: DDD
[2026-02-10T20:20:17.890531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2026-02-10T20:20:17.906043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2026-02-10T20:20:17.906510] [INFO ] [FORECASTER] Starting predict_future for DDD
[2026-02-10T20:20:17.907464] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2026-02-10T20:20:17.907524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:17.907561] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:17.907616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:17.907691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:17.980466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:17.981389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:17.981473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:17.981506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:18.104769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:18.105122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:18.105193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:18.105224] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:18.108643] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2026-02-10T20:20:18.108947] [INFO ] [FORECASTER] Completed predict_future for DDD
[2026-02-10T20:20:18.109264] [INFO ] [sig       ] DDD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:18.254216] [INFO ] [LOCAL     ] Saved forecast: DDD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DDD.txt
[2026-02-10T20:20:18.254375] [INFO ] [sig       ] [873/3417] Completed DDD in 0.4s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:18.254416] [INFO ] [sig       ] [874/3417] Forecasting DDI...
[2026-02-10T20:20:18.254448] [INFO ] [sig       ] Generating forecast for: DDI
[2026-02-10T20:20:18.254478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2026-02-10T20:20:18.265482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2026-02-10T20:20:18.265832] [INFO ] [FORECASTER] Starting predict_future for DDI
[2026-02-10T20:20:18.266629] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2026-02-10T20:20:18.266682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:18.266713] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:18.266739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:18.266795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:18.322879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:18.323668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:18.323750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:18.323782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:18.439108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:18.439256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:18.439295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:18.439324] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:18.442734] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2026-02-10T20:20:18.443025] [INFO ] [FORECASTER] Completed predict_future for DDI
[2026-02-10T20:20:18.443155] [INFO ] [sig       ] DDI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:18.584539] [INFO ] [LOCAL     ] Saved forecast: DDI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DDI.txt
[2026-02-10T20:20:18.584691] [INFO ] [sig       ] [874/3417] Completed DDI in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:18.584731] [INFO ] [sig       ] [875/3417] Forecasting DDL...
[2026-02-10T20:20:18.584761] [INFO ] [sig       ] Generating forecast for: DDL
[2026-02-10T20:20:18.584790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2026-02-10T20:20:18.595885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2026-02-10T20:20:18.596213] [INFO ] [FORECASTER] Starting predict_future for DDL
[2026-02-10T20:20:18.597051] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2026-02-10T20:20:18.597103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:18.597135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:18.597161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:18.597216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:18.653910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:18.654705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:18.654805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:18.654839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:18.773704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:18.773857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:18.773897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:18.773925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:18.777287] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2026-02-10T20:20:18.777561] [INFO ] [FORECASTER] Completed predict_future for DDL
[2026-02-10T20:20:18.777726] [INFO ] [sig       ] DDL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:18.917030] [INFO ] [LOCAL     ] Saved forecast: DDL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DDL.txt
[2026-02-10T20:20:18.917168] [INFO ] [sig       ] [875/3417] Completed DDL in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:18.917207] [INFO ] [sig       ] [876/3417] Forecasting DDOG...
[2026-02-10T20:20:18.917237] [INFO ] [sig       ] Generating forecast for: DDOG
[2026-02-10T20:20:18.917269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2026-02-10T20:20:18.930694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2026-02-10T20:20:18.931117] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2026-02-10T20:20:18.931968] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2026-02-10T20:20:18.932024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:18.932055] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:18.932082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:18.932139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:18.989169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:18.989906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:18.990035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:18.990084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:19.112790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:19.112959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:19.112999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:19.113027] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:19.116402] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2026-02-10T20:20:19.116704] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2026-02-10T20:20:19.116840] [INFO ] [sig       ] DDOG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:19.256517] [INFO ] [LOCAL     ] Saved forecast: DDOG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DDOG.txt
[2026-02-10T20:20:19.256674] [INFO ] [sig       ] [876/3417] Completed DDOG in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:19.256716] [INFO ] [sig       ] [877/3417] Forecasting DDS...
[2026-02-10T20:20:19.256748] [INFO ] [sig       ] Generating forecast for: DDS
[2026-02-10T20:20:19.256779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2026-02-10T20:20:19.268587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2026-02-10T20:20:19.268911] [INFO ] [FORECASTER] Starting predict_future for DDS
[2026-02-10T20:20:19.269705] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2026-02-10T20:20:19.269757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:19.269789] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:19.269827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:19.269886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:19.327034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:19.327776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:19.327857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:19.327889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:19.448089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:19.448241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:19.448281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:19.448309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:19.451705] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2026-02-10T20:20:19.451981] [INFO ] [FORECASTER] Completed predict_future for DDS
[2026-02-10T20:20:19.452112] [INFO ] [sig       ] DDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:19.594496] [INFO ] [LOCAL     ] Saved forecast: DDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DDS.txt
[2026-02-10T20:20:19.594645] [INFO ] [sig       ] [877/3417] Completed DDS in 0.3s | 2.79 sym/s | Total: 5.2m | ETA: 15.2m
[2026-02-10T20:20:19.594688] [INFO ] [sig       ] [878/3417] Forecasting DE...
[2026-02-10T20:20:19.594718] [INFO ] [sig       ] Generating forecast for: DE
[2026-02-10T20:20:19.594747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2026-02-10T20:20:19.609549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2026-02-10T20:20:19.609911] [INFO ] [FORECASTER] Starting predict_future for DE
[2026-02-10T20:20:19.610779] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2026-02-10T20:20:19.610840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:19.610880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:19.610914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:19.610978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:19.669780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:19.670495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:19.670593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:19.670628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:19.796595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:19.796793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:19.796841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:19.796875] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:19.801284] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2026-02-10T20:20:19.801671] [INFO ] [FORECASTER] Completed predict_future for DE
[2026-02-10T20:20:19.801822] [INFO ] [sig       ] DE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:19.941204] [INFO ] [LOCAL     ] Saved forecast: DE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DE.txt
[2026-02-10T20:20:19.941365] [INFO ] [sig       ] [878/3417] Completed DE in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.2m
[2026-02-10T20:20:19.941408] [INFO ] [sig       ] [879/3417] Forecasting DEA...
[2026-02-10T20:20:19.941438] [INFO ] [sig       ] Generating forecast for: DEA
[2026-02-10T20:20:19.941469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2026-02-10T20:20:19.953731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2026-02-10T20:20:19.954074] [INFO ] [FORECASTER] Starting predict_future for DEA
[2026-02-10T20:20:19.954911] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2026-02-10T20:20:19.954964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:19.954996] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:19.955023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:19.955079] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:20.011244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:20.011895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:20.011975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:20.012008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:20.131340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:20.131492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:20.131535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:20.131565] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:20.134967] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2026-02-10T20:20:20.135242] [INFO ] [FORECASTER] Completed predict_future for DEA
[2026-02-10T20:20:20.135372] [INFO ] [sig       ] DEA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:20.280813] [INFO ] [LOCAL     ] Saved forecast: DEA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DEA.txt
[2026-02-10T20:20:20.281046] [INFO ] [sig       ] [879/3417] Completed DEA in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.2m
[2026-02-10T20:20:20.281108] [INFO ] [sig       ] [880/3417] Forecasting DECK...
[2026-02-10T20:20:20.281152] [INFO ] [sig       ] Generating forecast for: DECK
[2026-02-10T20:20:20.281194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2026-02-10T20:20:20.293745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2026-02-10T20:20:20.294089] [INFO ] [FORECASTER] Starting predict_future for DECK
[2026-02-10T20:20:20.294905] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2026-02-10T20:20:20.294959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:20.294992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:20.295020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:20.295078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:20.352339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:20.353081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:20.353176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:20.353209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:20.475693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:20.475852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:20.475896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:20.475924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:20.479336] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2026-02-10T20:20:20.479631] [INFO ] [FORECASTER] Completed predict_future for DECK
[2026-02-10T20:20:20.479780] [INFO ] [sig       ] DECK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:20.621800] [INFO ] [LOCAL     ] Saved forecast: DECK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DECK.txt
[2026-02-10T20:20:20.621938] [INFO ] [sig       ] [880/3417] Completed DECK in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.2m
[2026-02-10T20:20:20.621979] [INFO ] [sig       ] [881/3417] Forecasting DEI...
[2026-02-10T20:20:20.622008] [INFO ] [sig       ] Generating forecast for: DEI
[2026-02-10T20:20:20.622045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2026-02-10T20:20:20.634753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2026-02-10T20:20:20.635087] [INFO ] [FORECASTER] Starting predict_future for DEI
[2026-02-10T20:20:20.635916] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2026-02-10T20:20:20.635970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:20.636004] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:20.636032] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:20.636089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:20.693810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:20.694481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:20.694562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:20.694614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:20.817403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:20.817559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:20.817619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:20.817649] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:20.821250] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2026-02-10T20:20:20.821526] [INFO ] [FORECASTER] Completed predict_future for DEI
[2026-02-10T20:20:20.821673] [INFO ] [sig       ] DEI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:20.965739] [INFO ] [LOCAL     ] Saved forecast: DEI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DEI.txt
[2026-02-10T20:20:20.965909] [INFO ] [sig       ] [881/3417] Completed DEI in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.2m
[2026-02-10T20:20:20.965950] [INFO ] [sig       ] [882/3417] Forecasting DELL...
[2026-02-10T20:20:20.965979] [INFO ] [sig       ] Generating forecast for: DELL
[2026-02-10T20:20:20.966010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2026-02-10T20:20:20.978308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2026-02-10T20:20:20.978647] [INFO ] [FORECASTER] Starting predict_future for DELL
[2026-02-10T20:20:20.979470] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2026-02-10T20:20:20.979523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:20.979557] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:20.979615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:20.979680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:21.037729] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:21.038679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:21.038772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:21.038813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:21.163919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:21.164075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:21.164116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:21.164145] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:21.167562] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2026-02-10T20:20:21.167853] [INFO ] [FORECASTER] Completed predict_future for DELL
[2026-02-10T20:20:21.167983] [INFO ] [sig       ] DELL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:21.312594] [INFO ] [LOCAL     ] Saved forecast: DELL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DELL.txt
[2026-02-10T20:20:21.312761] [INFO ] [sig       ] [882/3417] Completed DELL in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.2m
[2026-02-10T20:20:21.312801] [INFO ] [sig       ] [883/3417] Forecasting DEO...
[2026-02-10T20:20:21.312832] [INFO ] [sig       ] Generating forecast for: DEO
[2026-02-10T20:20:21.312864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2026-02-10T20:20:21.325972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2026-02-10T20:20:21.326304] [INFO ] [FORECASTER] Starting predict_future for DEO
[2026-02-10T20:20:21.327304] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2026-02-10T20:20:21.327356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:21.327436] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:21.327477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:21.327561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:21.387757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:21.388684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:21.388768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:21.388801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:21.510847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:21.511002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:21.511042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:21.511071] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:21.514472] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=47.47%)
[2026-02-10T20:20:21.514765] [INFO ] [FORECASTER] Completed predict_future for DEO
[2026-02-10T20:20:21.514893] [INFO ] [sig       ] DEO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:21.661012] [INFO ] [LOCAL     ] Saved forecast: DEO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DEO.txt
[2026-02-10T20:20:21.661159] [INFO ] [sig       ] [883/3417] Completed DEO in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:21.661200] [INFO ] [sig       ] [884/3417] Forecasting DERM...
[2026-02-10T20:20:21.661231] [INFO ] [sig       ] Generating forecast for: DERM
[2026-02-10T20:20:21.661262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2026-02-10T20:20:21.672059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2026-02-10T20:20:21.672362] [INFO ] [FORECASTER] Starting predict_future for DERM
[2026-02-10T20:20:21.673172] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2026-02-10T20:20:21.673225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:21.673257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:21.673283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:21.673339] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:21.730561] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:21.731542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:21.731645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:21.731679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:21.853403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:21.853570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:21.853630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:21.853658] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:21.857091] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2026-02-10T20:20:21.857378] [INFO ] [FORECASTER] Completed predict_future for DERM
[2026-02-10T20:20:21.857512] [INFO ] [sig       ] DERM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:22.001991] [INFO ] [LOCAL     ] Saved forecast: DERM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DERM.txt
[2026-02-10T20:20:22.002135] [INFO ] [sig       ] [884/3417] Completed DERM in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:22.002176] [INFO ] [sig       ] [885/3417] Forecasting DFGP...
[2026-02-10T20:20:22.002206] [INFO ] [sig       ] Generating forecast for: DFGP
[2026-02-10T20:20:22.002236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2026-02-10T20:20:22.013186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2026-02-10T20:20:22.013487] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2026-02-10T20:20:22.014316] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2026-02-10T20:20:22.014369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:22.014401] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:22.014426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:22.014487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:22.071630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:22.072305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:22.072386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:22.072418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:22.194185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:22.194346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:22.194387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:22.194416] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:22.197835] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2026-02-10T20:20:22.198132] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2026-02-10T20:20:22.198261] [INFO ] [sig       ] DFGP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:22.351140] [INFO ] [LOCAL     ] Saved forecast: DFGP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DFGP.txt
[2026-02-10T20:20:22.351349] [INFO ] [sig       ] [885/3417] Completed DFGP in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:22.351411] [INFO ] [sig       ] [886/3417] Forecasting DFGX...
[2026-02-10T20:20:22.351455] [INFO ] [sig       ] Generating forecast for: DFGX
[2026-02-10T20:20:22.351499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2026-02-10T20:20:22.367441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2026-02-10T20:20:22.367898] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2026-02-10T20:20:22.368983] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2026-02-10T20:20:22.369050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:22.369095] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:22.369134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:22.369218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:22.437707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:22.438624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:22.438713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:22.438750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:22.564931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:22.565100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:22.565141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:22.565205] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:22.568709] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2026-02-10T20:20:22.568989] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2026-02-10T20:20:22.569122] [INFO ] [sig       ] DFGX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:22.714039] [INFO ] [LOCAL     ] Saved forecast: DFGX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DFGX.txt
[2026-02-10T20:20:22.714202] [INFO ] [sig       ] [886/3417] Completed DFGX in 0.4s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:22.714244] [INFO ] [sig       ] [887/3417] Forecasting DFH...
[2026-02-10T20:20:22.714275] [INFO ] [sig       ] Generating forecast for: DFH
[2026-02-10T20:20:22.714307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2026-02-10T20:20:22.727038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2026-02-10T20:20:22.727441] [INFO ] [FORECASTER] Starting predict_future for DFH
[2026-02-10T20:20:22.728319] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2026-02-10T20:20:22.728374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:22.728405] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:22.728432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:22.728489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:22.786610] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:22.787487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:22.787593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:22.787631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:22.908162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:22.908307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:22.908346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:22.908375] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:22.911736] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2026-02-10T20:20:22.912005] [INFO ] [FORECASTER] Completed predict_future for DFH
[2026-02-10T20:20:22.912135] [INFO ] [sig       ] DFH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:23.078012] [INFO ] [LOCAL     ] Saved forecast: DFH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DFH.txt
[2026-02-10T20:20:23.078258] [INFO ] [sig       ] [887/3417] Completed DFH in 0.4s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:23.078308] [INFO ] [sig       ] [888/3417] Forecasting DFIN...
[2026-02-10T20:20:23.078348] [INFO ] [sig       ] Generating forecast for: DFIN
[2026-02-10T20:20:23.078384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2026-02-10T20:20:23.093541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2026-02-10T20:20:23.094021] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2026-02-10T20:20:23.095015] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2026-02-10T20:20:23.095079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:23.095118] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:23.095152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:23.095232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:23.168154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:23.169419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:23.169535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:23.169601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:23.290876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:23.291040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:23.291082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:23.291111] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:23.294502] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2026-02-10T20:20:23.294792] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2026-02-10T20:20:23.294923] [INFO ] [sig       ] DFIN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:23.439628] [INFO ] [LOCAL     ] Saved forecast: DFIN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DFIN.txt
[2026-02-10T20:20:23.439767] [INFO ] [sig       ] [888/3417] Completed DFIN in 0.4s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:23.439815] [INFO ] [sig       ] [889/3417] Forecasting DFP...
[2026-02-10T20:20:23.439852] [INFO ] [sig       ] Generating forecast for: DFP
[2026-02-10T20:20:23.439889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2026-02-10T20:20:23.453703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2026-02-10T20:20:23.454022] [INFO ] [FORECASTER] Starting predict_future for DFP
[2026-02-10T20:20:23.454819] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2026-02-10T20:20:23.454872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:23.454904] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:23.454931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:23.455184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:23.512936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:23.513593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:23.513674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:23.513706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:23.650639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:23.650804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:23.650847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:23.650878] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:23.654887] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2026-02-10T20:20:23.655214] [INFO ] [FORECASTER] Completed predict_future for DFP
[2026-02-10T20:20:23.655360] [INFO ] [sig       ] DFP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:23.804401] [INFO ] [LOCAL     ] Saved forecast: DFP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DFP.txt
[2026-02-10T20:20:23.804588] [INFO ] [sig       ] [889/3417] Completed DFP in 0.4s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:23.804633] [INFO ] [sig       ] [890/3417] Forecasting DG...
[2026-02-10T20:20:23.804663] [INFO ] [sig       ] Generating forecast for: DG
[2026-02-10T20:20:23.804693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2026-02-10T20:20:23.816617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2026-02-10T20:20:23.816962] [INFO ] [FORECASTER] Starting predict_future for DG
[2026-02-10T20:20:23.817759] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2026-02-10T20:20:23.817812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:23.817856] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:23.817885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:23.817943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:23.881102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:23.881992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:23.882079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:23.882113] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:24.009319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:24.009485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:24.009526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:24.009556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:24.013096] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=55.61%)
[2026-02-10T20:20:24.013413] [INFO ] [FORECASTER] Completed predict_future for DG
[2026-02-10T20:20:24.013592] [INFO ] [sig       ] DG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:24.154376] [INFO ] [LOCAL     ] Saved forecast: DG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DG.txt
[2026-02-10T20:20:24.154521] [INFO ] [sig       ] [890/3417] Completed DG in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:24.154561] [INFO ] [sig       ] [891/3417] Forecasting DGCB...
[2026-02-10T20:20:24.154613] [INFO ] [sig       ] Generating forecast for: DGCB
[2026-02-10T20:20:24.154645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2026-02-10T20:20:24.165663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2026-02-10T20:20:24.165987] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2026-02-10T20:20:24.166802] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2026-02-10T20:20:24.166856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:24.166888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:24.166915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:24.166970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:24.226221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:24.227140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:24.227227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:24.227259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:24.343972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:24.344130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:24.344171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:24.344200] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:24.347700] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2026-02-10T20:20:24.347981] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2026-02-10T20:20:24.348137] [INFO ] [sig       ] DGCB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:24.487090] [INFO ] [LOCAL     ] Saved forecast: DGCB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DGCB.txt
[2026-02-10T20:20:24.487232] [INFO ] [sig       ] [891/3417] Completed DGCB in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:24.487274] [INFO ] [sig       ] [892/3417] Forecasting DGICA...
[2026-02-10T20:20:24.487303] [INFO ] [sig       ] Generating forecast for: DGICA
[2026-02-10T20:20:24.487333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2026-02-10T20:20:24.499064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2026-02-10T20:20:24.499411] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2026-02-10T20:20:24.500268] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2026-02-10T20:20:24.500323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:24.500356] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:24.500384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:24.500442] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:24.558311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:24.559106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:24.559192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:24.559226] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:24.682222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:24.682381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:24.682422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:24.682450] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:24.685989] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=66.73%)
[2026-02-10T20:20:24.686276] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2026-02-10T20:20:24.686407] [INFO ] [sig       ] DGICA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:24.831863] [INFO ] [LOCAL     ] Saved forecast: DGICA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DGICA.txt
[2026-02-10T20:20:24.832013] [INFO ] [sig       ] [892/3417] Completed DGICA in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:24.832057] [INFO ] [sig       ] [893/3417] Forecasting DGII...
[2026-02-10T20:20:24.832087] [INFO ] [sig       ] Generating forecast for: DGII
[2026-02-10T20:20:24.832119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2026-02-10T20:20:24.844543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2026-02-10T20:20:24.845003] [INFO ] [FORECASTER] Starting predict_future for DGII
[2026-02-10T20:20:24.845885] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2026-02-10T20:20:24.845941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:24.845975] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:24.846003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:24.846060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:24.905415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:24.906308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:24.906428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:24.906463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:25.032385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:25.032550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:25.032612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:25.032643] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:25.036094] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2026-02-10T20:20:25.036384] [INFO ] [FORECASTER] Completed predict_future for DGII
[2026-02-10T20:20:25.036515] [INFO ] [sig       ] DGII: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:25.177842] [INFO ] [LOCAL     ] Saved forecast: DGII	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DGII.txt
[2026-02-10T20:20:25.178010] [INFO ] [sig       ] [893/3417] Completed DGII in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:25.178079] [INFO ] [sig       ] [894/3417] Forecasting DGRE...
[2026-02-10T20:20:25.178125] [INFO ] [sig       ] Generating forecast for: DGRE
[2026-02-10T20:20:25.178165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2026-02-10T20:20:25.189913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2026-02-10T20:20:25.190480] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2026-02-10T20:20:25.191301] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2026-02-10T20:20:25.191355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:25.191388] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:25.191415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:25.191476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:25.249714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:25.250626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:25.250713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:25.250746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:25.362820] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:25.362981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:25.363022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:25.363051] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:25.366475] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2026-02-10T20:20:25.366798] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2026-02-10T20:20:25.366934] [INFO ] [sig       ] DGRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:25.514014] [INFO ] [LOCAL     ] Saved forecast: DGRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DGRE.txt
[2026-02-10T20:20:25.514224] [INFO ] [sig       ] [894/3417] Completed DGRE in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:25.514268] [INFO ] [sig       ] [895/3417] Forecasting DGRS...
[2026-02-10T20:20:25.514305] [INFO ] [sig       ] Generating forecast for: DGRS
[2026-02-10T20:20:25.514337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2026-02-10T20:20:25.527703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2026-02-10T20:20:25.528123] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2026-02-10T20:20:25.529192] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2026-02-10T20:20:25.529246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:25.529279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:25.529313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:25.529383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:25.587345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:25.588433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:25.588624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:25.588663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:25.709670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:25.709836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:25.709877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:25.709905] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:25.713342] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2026-02-10T20:20:25.713650] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2026-02-10T20:20:25.713802] [INFO ] [sig       ] DGRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:25.860588] [INFO ] [LOCAL     ] Saved forecast: DGRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DGRS.txt
[2026-02-10T20:20:25.860754] [INFO ] [sig       ] [895/3417] Completed DGRS in 0.3s | 2.79 sym/s | Total: 5.3m | ETA: 15.1m
[2026-02-10T20:20:25.860795] [INFO ] [sig       ] [896/3417] Forecasting DGX...
[2026-02-10T20:20:25.860827] [INFO ] [sig       ] Generating forecast for: DGX
[2026-02-10T20:20:25.860857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2026-02-10T20:20:25.874555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2026-02-10T20:20:25.874972] [INFO ] [FORECASTER] Starting predict_future for DGX
[2026-02-10T20:20:25.875776] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2026-02-10T20:20:25.875829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:25.875862] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:25.875892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:25.875949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:25.934507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:25.935394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:25.935481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:25.935514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:26.056799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:26.056974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:26.057018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:26.057048] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:26.060915] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2026-02-10T20:20:26.061303] [INFO ] [FORECASTER] Completed predict_future for DGX
[2026-02-10T20:20:26.061463] [INFO ] [sig       ] DGX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:26.221549] [INFO ] [LOCAL     ] Saved forecast: DGX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DGX.txt
[2026-02-10T20:20:26.221811] [INFO ] [sig       ] [896/3417] Completed DGX in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.1m
[2026-02-10T20:20:26.221863] [INFO ] [sig       ] [897/3417] Forecasting DH...
[2026-02-10T20:20:26.221897] [INFO ] [sig       ] Generating forecast for: DH
[2026-02-10T20:20:26.221931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2026-02-10T20:20:26.234470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2026-02-10T20:20:26.234822] [INFO ] [FORECASTER] Starting predict_future for DH
[2026-02-10T20:20:26.235673] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2026-02-10T20:20:26.235727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:26.235759] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:26.235786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:26.235843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:26.293854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:26.294768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:26.294862] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:26.294896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:26.422535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:26.422715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:26.422794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:26.422826] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:26.426351] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2026-02-10T20:20:26.426660] [INFO ] [FORECASTER] Completed predict_future for DH
[2026-02-10T20:20:26.426792] [INFO ] [sig       ] DH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:26.570613] [INFO ] [LOCAL     ] Saved forecast: DH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DH.txt
[2026-02-10T20:20:26.570778] [INFO ] [sig       ] [897/3417] Completed DH in 0.3s | 2.79 sym/s | Total: 5.4m | ETA: 15.1m
[2026-02-10T20:20:26.570821] [INFO ] [sig       ] [898/3417] Forecasting DHC...
[2026-02-10T20:20:26.570850] [INFO ] [sig       ] Generating forecast for: DHC
[2026-02-10T20:20:26.570883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2026-02-10T20:20:26.585004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2026-02-10T20:20:26.585650] [INFO ] [FORECASTER] Starting predict_future for DHC
[2026-02-10T20:20:26.586674] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2026-02-10T20:20:26.586729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:26.586761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:26.586789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:26.586846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:26.645457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:26.646357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:26.646441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:26.646474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:26.771902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:26.772061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:26.772103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:26.772133] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:26.775644] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2026-02-10T20:20:26.775931] [INFO ] [FORECASTER] Completed predict_future for DHC
[2026-02-10T20:20:26.776062] [INFO ] [sig       ] DHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:26.926063] [INFO ] [LOCAL     ] Saved forecast: DHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DHC.txt
[2026-02-10T20:20:26.926206] [INFO ] [sig       ] [898/3417] Completed DHC in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.1m
[2026-02-10T20:20:26.926252] [INFO ] [sig       ] [899/3417] Forecasting DHF...
[2026-02-10T20:20:26.926299] [INFO ] [sig       ] Generating forecast for: DHF
[2026-02-10T20:20:26.926341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2026-02-10T20:20:26.937699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2026-02-10T20:20:26.938057] [INFO ] [FORECASTER] Starting predict_future for DHF
[2026-02-10T20:20:26.938848] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2026-02-10T20:20:26.938901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:26.938933] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:26.938960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:26.939016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:26.998794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:26.999705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:26.999808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:26.999845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:27.119376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:27.119536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:27.119607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:27.119662] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:27.123068] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2026-02-10T20:20:27.123345] [INFO ] [FORECASTER] Completed predict_future for DHF
[2026-02-10T20:20:27.123472] [INFO ] [sig       ] DHF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:27.265540] [INFO ] [LOCAL     ] Saved forecast: DHF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DHF.txt
[2026-02-10T20:20:27.265703] [INFO ] [sig       ] [899/3417] Completed DHF in 0.3s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:27.265745] [INFO ] [sig       ] [900/3417] Forecasting DHI...
[2026-02-10T20:20:27.265774] [INFO ] [sig       ] Generating forecast for: DHI
[2026-02-10T20:20:27.265804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2026-02-10T20:20:27.278658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2026-02-10T20:20:27.278978] [INFO ] [FORECASTER] Starting predict_future for DHI
[2026-02-10T20:20:27.279762] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2026-02-10T20:20:27.279815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:27.279872] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:27.279901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:27.279959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:27.338277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:27.339068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:27.339343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:27.339374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:27.467630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:27.467792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:27.467833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:27.467862] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:27.471313] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2026-02-10T20:20:27.471621] [INFO ] [FORECASTER] Completed predict_future for DHI
[2026-02-10T20:20:27.471754] [INFO ] [sig       ] DHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:27.622692] [INFO ] [LOCAL     ] Saved forecast: DHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DHI.txt
[2026-02-10T20:20:27.622873] [INFO ] [sig       ] [900/3417] Completed DHI in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:27.622935] [INFO ] [sig       ] [901/3417] Forecasting DHIL...
[2026-02-10T20:20:27.622969] [INFO ] [sig       ] Generating forecast for: DHIL
[2026-02-10T20:20:27.622999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2026-02-10T20:20:27.635389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2026-02-10T20:20:27.635822] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2026-02-10T20:20:27.636650] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2026-02-10T20:20:27.636703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:27.636736] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:27.636776] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:27.636836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:27.696749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:27.697680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:27.697773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:27.697808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:27.813494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:27.813675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:27.813718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:27.813748] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:27.817489] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2026-02-10T20:20:27.817828] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2026-02-10T20:20:27.817967] [INFO ] [sig       ] DHIL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:27.970159] [INFO ] [LOCAL     ] Saved forecast: DHIL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DHIL.txt
[2026-02-10T20:20:27.970342] [INFO ] [sig       ] [901/3417] Completed DHIL in 0.3s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:27.970386] [INFO ] [sig       ] [902/3417] Forecasting DHX...
[2026-02-10T20:20:27.970416] [INFO ] [sig       ] Generating forecast for: DHX
[2026-02-10T20:20:27.970446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2026-02-10T20:20:27.982745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2026-02-10T20:20:27.983153] [INFO ] [FORECASTER] Starting predict_future for DHX
[2026-02-10T20:20:27.983994] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2026-02-10T20:20:27.984049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:27.984243] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:27.984270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:27.984327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:28.069386] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:28.070680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:28.070815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:28.070870] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:28.223940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:28.224121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:28.224165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:28.224199] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:28.229055] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2026-02-10T20:20:28.229639] [INFO ] [FORECASTER] Completed predict_future for DHX
[2026-02-10T20:20:28.229825] [INFO ] [sig       ] DHX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:28.425986] [INFO ] [LOCAL     ] Saved forecast: DHX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DHX.txt
[2026-02-10T20:20:28.426207] [INFO ] [sig       ] [902/3417] Completed DHX in 0.5s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:28.426262] [INFO ] [sig       ] [903/3417] Forecasting DIBS...
[2026-02-10T20:20:28.426302] [INFO ] [sig       ] Generating forecast for: DIBS
[2026-02-10T20:20:28.426344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2026-02-10T20:20:28.451358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2026-02-10T20:20:28.452822] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2026-02-10T20:20:28.454601] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2026-02-10T20:20:28.454685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:28.454731] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:28.454768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:28.454848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:28.540901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:28.542259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:28.542396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:28.542454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:28.721541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:28.721757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:28.721806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:28.724409] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:28.730556] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2026-02-10T20:20:28.731080] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2026-02-10T20:20:28.731271] [INFO ] [sig       ] DIBS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:28.945412] [INFO ] [LOCAL     ] Saved forecast: DIBS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DIBS.txt
[2026-02-10T20:20:28.945689] [INFO ] [sig       ] [903/3417] Completed DIBS in 0.5s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:28.945764] [INFO ] [sig       ] [904/3417] Forecasting DIN...
[2026-02-10T20:20:28.945818] [INFO ] [sig       ] Generating forecast for: DIN
[2026-02-10T20:20:28.945871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2026-02-10T20:20:28.967361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2026-02-10T20:20:28.967850] [INFO ] [FORECASTER] Starting predict_future for DIN
[2026-02-10T20:20:28.969036] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2026-02-10T20:20:28.969117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:28.969175] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:28.969234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:28.969332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:29.055507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:29.056911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:29.057041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:29.057084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:29.222712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:29.222920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:29.222974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:29.223013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:29.228482] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2026-02-10T20:20:29.229097] [INFO ] [FORECASTER] Completed predict_future for DIN
[2026-02-10T20:20:29.229324] [INFO ] [sig       ] DIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:29.426775] [INFO ] [LOCAL     ] Saved forecast: DIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DIN.txt
[2026-02-10T20:20:29.426995] [INFO ] [sig       ] [904/3417] Completed DIN in 0.5s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:29.427043] [INFO ] [sig       ] [905/3417] Forecasting DINO...
[2026-02-10T20:20:29.427079] [INFO ] [sig       ] Generating forecast for: DINO
[2026-02-10T20:20:29.427122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2026-02-10T20:20:29.443324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2026-02-10T20:20:29.443832] [INFO ] [FORECASTER] Starting predict_future for DINO
[2026-02-10T20:20:29.444810] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2026-02-10T20:20:29.444871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:29.444907] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:29.444938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:29.445012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:29.505762] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:29.506702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:29.506788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:29.506823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:29.634989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:29.635163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:29.635218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:29.635250] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:29.639147] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2026-02-10T20:20:29.639513] [INFO ] [FORECASTER] Completed predict_future for DINO
[2026-02-10T20:20:29.639680] [INFO ] [sig       ] DINO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:29.787444] [INFO ] [LOCAL     ] Saved forecast: DINO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DINO.txt
[2026-02-10T20:20:29.787623] [INFO ] [sig       ] [905/3417] Completed DINO in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:29.787666] [INFO ] [sig       ] [906/3417] Forecasting DIOD...
[2026-02-10T20:20:29.787697] [INFO ] [sig       ] Generating forecast for: DIOD
[2026-02-10T20:20:29.787730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2026-02-10T20:20:29.800123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2026-02-10T20:20:29.800491] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2026-02-10T20:20:29.801326] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2026-02-10T20:20:29.801383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:29.801416] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:29.801444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:29.801503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:29.864090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:29.865026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:29.865118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:29.865152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:30.006175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:30.006554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:30.006643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:30.006681] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:30.011088] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2026-02-10T20:20:30.011601] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2026-02-10T20:20:30.011739] [INFO ] [sig       ] DIOD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:30.167314] [INFO ] [LOCAL     ] Saved forecast: DIOD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DIOD.txt
[2026-02-10T20:20:30.167505] [INFO ] [sig       ] [906/3417] Completed DIOD in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:30.167588] [INFO ] [sig       ] [907/3417] Forecasting DIS...
[2026-02-10T20:20:30.167642] [INFO ] [sig       ] Generating forecast for: DIS
[2026-02-10T20:20:30.167694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2026-02-10T20:20:30.181228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2026-02-10T20:20:30.181647] [INFO ] [FORECASTER] Starting predict_future for DIS
[2026-02-10T20:20:30.182483] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2026-02-10T20:20:30.182537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:30.182569] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:30.182628] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:30.182697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:30.246837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:30.247839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:30.247936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:30.247987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:30.376413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:30.376609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:30.376660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:30.376695] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:30.380164] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2026-02-10T20:20:30.380463] [INFO ] [FORECASTER] Completed predict_future for DIS
[2026-02-10T20:20:30.380613] [INFO ] [sig       ] DIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:30.522648] [INFO ] [LOCAL     ] Saved forecast: DIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DIS.txt
[2026-02-10T20:20:30.522786] [INFO ] [sig       ] [907/3417] Completed DIS in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:30.522829] [INFO ] [sig       ] [908/3417] Forecasting DJCO...
[2026-02-10T20:20:30.522859] [INFO ] [sig       ] Generating forecast for: DJCO
[2026-02-10T20:20:30.522889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2026-02-10T20:20:30.534447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2026-02-10T20:20:30.534826] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2026-02-10T20:20:30.535620] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2026-02-10T20:20:30.535674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:30.535707] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:30.535734] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:30.535792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:30.593066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:30.593967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:30.594060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:30.594095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:30.721060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:30.721226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:30.721268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:30.721298] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:30.725150] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2026-02-10T20:20:30.725442] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2026-02-10T20:20:30.725609] [INFO ] [sig       ] DJCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:30.867984] [INFO ] [LOCAL     ] Saved forecast: DJCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DJCO.txt
[2026-02-10T20:20:30.868167] [INFO ] [sig       ] [908/3417] Completed DJCO in 0.3s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:30.868210] [INFO ] [sig       ] [909/3417] Forecasting DK...
[2026-02-10T20:20:30.868239] [INFO ] [sig       ] Generating forecast for: DK
[2026-02-10T20:20:30.868271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2026-02-10T20:20:30.880858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2026-02-10T20:20:30.881237] [INFO ] [FORECASTER] Starting predict_future for DK
[2026-02-10T20:20:30.882276] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2026-02-10T20:20:30.882340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:30.882373] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:30.882399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:30.882455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:30.943677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:30.944744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:30.944833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:30.944867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:31.072809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:31.072973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:31.073021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:31.073059] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:31.076881] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2026-02-10T20:20:31.077180] [INFO ] [FORECASTER] Completed predict_future for DK
[2026-02-10T20:20:31.077481] [INFO ] [sig       ] DK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:31.219395] [INFO ] [LOCAL     ] Saved forecast: DK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DK.txt
[2026-02-10T20:20:31.219552] [INFO ] [sig       ] [909/3417] Completed DK in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:31.219612] [INFO ] [sig       ] [910/3417] Forecasting DKL...
[2026-02-10T20:20:31.219644] [INFO ] [sig       ] Generating forecast for: DKL
[2026-02-10T20:20:31.219674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2026-02-10T20:20:31.231365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2026-02-10T20:20:31.231719] [INFO ] [FORECASTER] Starting predict_future for DKL
[2026-02-10T20:20:31.232498] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2026-02-10T20:20:31.232551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:31.232614] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:31.232644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:31.232702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:31.291307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:31.292103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:31.292188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:31.292442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:31.423616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:31.423809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:31.423853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:31.423884] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:31.427545] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2026-02-10T20:20:31.427847] [INFO ] [FORECASTER] Completed predict_future for DKL
[2026-02-10T20:20:31.427981] [INFO ] [sig       ] DKL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:31.573765] [INFO ] [LOCAL     ] Saved forecast: DKL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DKL.txt
[2026-02-10T20:20:31.573906] [INFO ] [sig       ] [910/3417] Completed DKL in 0.4s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:31.573948] [INFO ] [sig       ] [911/3417] Forecasting DKNG...
[2026-02-10T20:20:31.573978] [INFO ] [sig       ] Generating forecast for: DKNG
[2026-02-10T20:20:31.574010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2026-02-10T20:20:31.587207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2026-02-10T20:20:31.587561] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2026-02-10T20:20:31.588430] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2026-02-10T20:20:31.588486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:31.588520] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:31.588548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:31.588626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:31.647689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:31.648863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:31.648953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:31.648988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:31.769595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:31.769766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:31.769808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:31.769838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:31.773381] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2026-02-10T20:20:31.773693] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2026-02-10T20:20:31.773825] [INFO ] [sig       ] DKNG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:31.919330] [INFO ] [LOCAL     ] Saved forecast: DKNG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DKNG.txt
[2026-02-10T20:20:31.919508] [INFO ] [sig       ] [911/3417] Completed DKNG in 0.3s | 2.79 sym/s | Total: 5.4m | ETA: 15.0m
[2026-02-10T20:20:31.919555] [INFO ] [sig       ] [912/3417] Forecasting DKS...
[2026-02-10T20:20:31.919613] [INFO ] [sig       ] Generating forecast for: DKS
[2026-02-10T20:20:31.919646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2026-02-10T20:20:31.931739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2026-02-10T20:20:31.932123] [INFO ] [FORECASTER] Starting predict_future for DKS
[2026-02-10T20:20:31.932932] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2026-02-10T20:20:31.932987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:31.933020] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:31.933048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:31.933109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:31.995918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:31.996840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:31.996937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:31.996974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:32.125029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:32.125198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:32.125240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:32.125270] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:32.128912] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2026-02-10T20:20:32.129228] [INFO ] [FORECASTER] Completed predict_future for DKS
[2026-02-10T20:20:32.129365] [INFO ] [sig       ] DKS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:32.271861] [INFO ] [LOCAL     ] Saved forecast: DKS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DKS.txt
[2026-02-10T20:20:32.271987] [INFO ] [sig       ] [912/3417] Completed DKS in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 15.0m
[2026-02-10T20:20:32.272034] [INFO ] [sig       ] [913/3417] Forecasting DLB...
[2026-02-10T20:20:32.272071] [INFO ] [sig       ] Generating forecast for: DLB
[2026-02-10T20:20:32.272107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2026-02-10T20:20:32.284357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2026-02-10T20:20:32.284697] [INFO ] [FORECASTER] Starting predict_future for DLB
[2026-02-10T20:20:32.285490] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2026-02-10T20:20:32.285544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:32.285602] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:32.285638] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:32.285699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:32.343967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:32.344793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:32.344876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:32.344908] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:32.471082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:32.471237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:32.471277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:32.471306] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:32.474761] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2026-02-10T20:20:32.475042] [INFO ] [FORECASTER] Completed predict_future for DLB
[2026-02-10T20:20:32.475175] [INFO ] [sig       ] DLB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:32.617795] [INFO ] [LOCAL     ] Saved forecast: DLB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DLB.txt
[2026-02-10T20:20:32.617961] [INFO ] [sig       ] [913/3417] Completed DLB in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 15.0m
[2026-02-10T20:20:32.618003] [INFO ] [sig       ] [914/3417] Forecasting DLHC...
[2026-02-10T20:20:32.618056] [INFO ] [sig       ] Generating forecast for: DLHC
[2026-02-10T20:20:32.618094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2026-02-10T20:20:32.629315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2026-02-10T20:20:32.629663] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2026-02-10T20:20:32.630531] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2026-02-10T20:20:32.630610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:32.630661] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:32.630691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:32.630753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:32.689963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:32.690634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:32.690714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:32.690747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:32.805042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:32.805167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:32.805205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:32.805234] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:32.808852] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2026-02-10T20:20:32.809134] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2026-02-10T20:20:32.809263] [INFO ] [sig       ] DLHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:32.951388] [INFO ] [LOCAL     ] Saved forecast: DLHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DLHC.txt
[2026-02-10T20:20:32.951514] [INFO ] [sig       ] [914/3417] Completed DLHC in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 15.0m
[2026-02-10T20:20:32.951553] [INFO ] [sig       ] [915/3417] Forecasting DLNG...
[2026-02-10T20:20:32.951602] [INFO ] [sig       ] Generating forecast for: DLNG
[2026-02-10T20:20:32.951636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2026-02-10T20:20:32.963037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2026-02-10T20:20:32.963346] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2026-02-10T20:20:32.964158] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2026-02-10T20:20:32.964212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:32.964244] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:32.964272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:32.964329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:33.021077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:33.021917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:33.022000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:33.022033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:33.141894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:33.142051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:33.142090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:33.142119] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:33.145872] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2026-02-10T20:20:33.146157] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2026-02-10T20:20:33.146285] [INFO ] [sig       ] DLNG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:33.287064] [INFO ] [LOCAL     ] Saved forecast: DLNG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DLNG.txt
[2026-02-10T20:20:33.287239] [INFO ] [sig       ] [915/3417] Completed DLNG in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 15.0m
[2026-02-10T20:20:33.287280] [INFO ] [sig       ] [916/3417] Forecasting DLO...
[2026-02-10T20:20:33.287311] [INFO ] [sig       ] Generating forecast for: DLO
[2026-02-10T20:20:33.287343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2026-02-10T20:20:33.302664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2026-02-10T20:20:33.303150] [INFO ] [FORECASTER] Starting predict_future for DLO
[2026-02-10T20:20:33.304187] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2026-02-10T20:20:33.304247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:33.304287] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:33.304315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:33.304372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:33.377820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:33.379202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:33.379329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:33.379372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:33.513224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:33.513381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:33.513423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:33.513453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:33.516877] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2026-02-10T20:20:33.517164] [INFO ] [FORECASTER] Completed predict_future for DLO
[2026-02-10T20:20:33.517295] [INFO ] [sig       ] DLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:33.729214] [INFO ] [LOCAL     ] Saved forecast: DLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DLO.txt
[2026-02-10T20:20:33.729362] [INFO ] [sig       ] [916/3417] Completed DLO in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 15.0m
[2026-02-10T20:20:33.729404] [INFO ] [sig       ] [917/3417] Forecasting DLPN...
[2026-02-10T20:20:33.729437] [INFO ] [sig       ] Generating forecast for: DLPN
[2026-02-10T20:20:33.729468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2026-02-10T20:20:33.740806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2026-02-10T20:20:33.741080] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2026-02-10T20:20:33.741906] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2026-02-10T20:20:33.741961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:33.742019] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:33.742049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:33.742109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:33.802943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:33.803880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:33.803964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:33.803999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:33.915112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:33.915272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:33.915314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:33.915343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:33.918781] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2026-02-10T20:20:33.919065] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2026-02-10T20:20:33.919197] [INFO ] [sig       ] DLPN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:34.059053] [INFO ] [LOCAL     ] Saved forecast: DLPN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DLPN.txt
[2026-02-10T20:20:34.059210] [INFO ] [sig       ] [917/3417] Completed DLPN in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 15.0m
[2026-02-10T20:20:34.059266] [INFO ] [sig       ] [918/3417] Forecasting DLTH...
[2026-02-10T20:20:34.059303] [INFO ] [sig       ] Generating forecast for: DLTH
[2026-02-10T20:20:34.059340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2026-02-10T20:20:34.070590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2026-02-10T20:20:34.070908] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2026-02-10T20:20:34.071724] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2026-02-10T20:20:34.071778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:34.071809] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:34.071836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:34.071892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:34.130223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:34.131083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:34.131169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:34.131207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:34.252969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:34.253131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:34.253172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:34.253201] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:34.256599] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2026-02-10T20:20:34.256878] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2026-02-10T20:20:34.257008] [INFO ] [sig       ] DLTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:34.396505] [INFO ] [LOCAL     ] Saved forecast: DLTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DLTH.txt
[2026-02-10T20:20:34.396669] [INFO ] [sig       ] [918/3417] Completed DLTH in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:34.396712] [INFO ] [sig       ] [919/3417] Forecasting DLX...
[2026-02-10T20:20:34.396744] [INFO ] [sig       ] Generating forecast for: DLX
[2026-02-10T20:20:34.396774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2026-02-10T20:20:34.409237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2026-02-10T20:20:34.409619] [INFO ] [FORECASTER] Starting predict_future for DLX
[2026-02-10T20:20:34.410389] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2026-02-10T20:20:34.410443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:34.410476] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:34.410503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:34.410560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:34.469122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:34.469792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:34.469871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:34.469904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:34.592953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:34.593118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:34.593159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:34.593188] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:34.596554] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2026-02-10T20:20:34.596849] [INFO ] [FORECASTER] Completed predict_future for DLX
[2026-02-10T20:20:34.596996] [INFO ] [sig       ] DLX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:34.737561] [INFO ] [LOCAL     ] Saved forecast: DLX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DLX.txt
[2026-02-10T20:20:34.737718] [INFO ] [sig       ] [919/3417] Completed DLX in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:34.737759] [INFO ] [sig       ] [920/3417] Forecasting DLY...
[2026-02-10T20:20:34.737789] [INFO ] [sig       ] Generating forecast for: DLY
[2026-02-10T20:20:34.737821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2026-02-10T20:20:34.750203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2026-02-10T20:20:34.750741] [INFO ] [FORECASTER] Starting predict_future for DLY
[2026-02-10T20:20:34.751695] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2026-02-10T20:20:34.751747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:34.751779] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:34.751806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:34.751862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:34.808354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:34.809153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:34.809242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:34.809274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:34.927816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:34.927970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:34.928011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:34.928096] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:34.931911] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2026-02-10T20:20:34.932198] [INFO ] [FORECASTER] Completed predict_future for DLY
[2026-02-10T20:20:34.932328] [INFO ] [sig       ] DLY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:35.075254] [INFO ] [LOCAL     ] Saved forecast: DLY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DLY.txt
[2026-02-10T20:20:35.075423] [INFO ] [sig       ] [920/3417] Completed DLY in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:35.075495] [INFO ] [sig       ] [921/3417] Forecasting DMAC...
[2026-02-10T20:20:35.075528] [INFO ] [sig       ] Generating forecast for: DMAC
[2026-02-10T20:20:35.075561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2026-02-10T20:20:35.088187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2026-02-10T20:20:35.088662] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2026-02-10T20:20:35.089570] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2026-02-10T20:20:35.089673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:35.089712] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:35.089739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:35.089797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:35.151037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:35.152019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:35.152142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:35.152192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:35.274493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:35.274688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:35.274750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:35.274780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:35.278281] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2026-02-10T20:20:35.278584] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2026-02-10T20:20:35.278725] [INFO ] [sig       ] DMAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:35.421212] [INFO ] [LOCAL     ] Saved forecast: DMAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DMAC.txt
[2026-02-10T20:20:35.421363] [INFO ] [sig       ] [921/3417] Completed DMAC in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:35.421403] [INFO ] [sig       ] [922/3417] Forecasting DMB...
[2026-02-10T20:20:35.421433] [INFO ] [sig       ] Generating forecast for: DMB
[2026-02-10T20:20:35.421463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2026-02-10T20:20:35.432953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2026-02-10T20:20:35.433333] [INFO ] [FORECASTER] Starting predict_future for DMB
[2026-02-10T20:20:35.434226] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2026-02-10T20:20:35.434283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:35.434317] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:35.434346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:35.434404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:35.494700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:35.495542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:35.495649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:35.495685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:35.624032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:35.624238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:35.624299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:35.624332] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:35.628094] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2026-02-10T20:20:35.628443] [INFO ] [FORECASTER] Completed predict_future for DMB
[2026-02-10T20:20:35.628618] [INFO ] [sig       ] DMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:35.774819] [INFO ] [LOCAL     ] Saved forecast: DMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DMB.txt
[2026-02-10T20:20:35.775025] [INFO ] [sig       ] [922/3417] Completed DMB in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:35.775079] [INFO ] [sig       ] [923/3417] Forecasting DMLP...
[2026-02-10T20:20:35.775118] [INFO ] [sig       ] Generating forecast for: DMLP
[2026-02-10T20:20:35.775172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2026-02-10T20:20:35.788814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2026-02-10T20:20:35.789170] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2026-02-10T20:20:35.790003] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2026-02-10T20:20:35.790070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:35.790120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:35.790166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:35.790254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:35.852880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:35.853805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:35.853908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:35.853942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:35.981341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:35.981504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:35.981545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:35.981598] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:35.985234] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2026-02-10T20:20:35.985531] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2026-02-10T20:20:35.985691] [INFO ] [sig       ] DMLP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:36.129222] [INFO ] [LOCAL     ] Saved forecast: DMLP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DMLP.txt
[2026-02-10T20:20:36.129376] [INFO ] [sig       ] [923/3417] Completed DMLP in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:36.129416] [INFO ] [sig       ] [924/3417] Forecasting DMO...
[2026-02-10T20:20:36.129445] [INFO ] [sig       ] Generating forecast for: DMO
[2026-02-10T20:20:36.129477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2026-02-10T20:20:36.140929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2026-02-10T20:20:36.141270] [INFO ] [FORECASTER] Starting predict_future for DMO
[2026-02-10T20:20:36.142526] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2026-02-10T20:20:36.142600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:36.142635] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:36.142662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:36.142719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:36.201494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:36.202404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:36.202489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:36.202523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:36.325088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:36.325253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:36.325296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:36.325326] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:36.329669] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2026-02-10T20:20:36.329995] [INFO ] [FORECASTER] Completed predict_future for DMO
[2026-02-10T20:20:36.330170] [INFO ] [sig       ] DMO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:36.479648] [INFO ] [LOCAL     ] Saved forecast: DMO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DMO.txt
[2026-02-10T20:20:36.479794] [INFO ] [sig       ] [924/3417] Completed DMO in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:36.479835] [INFO ] [sig       ] [925/3417] Forecasting DMRC...
[2026-02-10T20:20:36.479866] [INFO ] [sig       ] Generating forecast for: DMRC
[2026-02-10T20:20:36.479897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2026-02-10T20:20:36.491133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2026-02-10T20:20:36.491488] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2026-02-10T20:20:36.492341] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2026-02-10T20:20:36.492409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:36.492460] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:36.492489] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:36.492548] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:36.554235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:36.555316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:36.555402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:36.555437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:36.685366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:36.685519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:36.685561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:36.685614] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:36.689180] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2026-02-10T20:20:36.689470] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2026-02-10T20:20:36.689625] [INFO ] [sig       ] DMRC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:36.832392] [INFO ] [LOCAL     ] Saved forecast: DMRC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DMRC.txt
[2026-02-10T20:20:36.832526] [INFO ] [sig       ] [925/3417] Completed DMRC in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:36.832568] [INFO ] [sig       ] [926/3417] Forecasting DMXF...
[2026-02-10T20:20:36.832617] [INFO ] [sig       ] Generating forecast for: DMXF
[2026-02-10T20:20:36.832647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2026-02-10T20:20:36.844411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2026-02-10T20:20:36.844802] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2026-02-10T20:20:36.845627] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2026-02-10T20:20:36.845692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:36.845736] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:36.845777] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:36.845844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:36.903942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:36.904837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:36.904924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:36.904958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:37.023873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:37.024032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:37.024072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:37.024100] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:37.027502] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2026-02-10T20:20:37.027797] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2026-02-10T20:20:37.027928] [INFO ] [sig       ] DMXF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:37.170504] [INFO ] [LOCAL     ] Saved forecast: DMXF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DMXF.txt
[2026-02-10T20:20:37.170671] [INFO ] [sig       ] [926/3417] Completed DMXF in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:37.170715] [INFO ] [sig       ] [927/3417] Forecasting DNA...
[2026-02-10T20:20:37.170745] [INFO ] [sig       ] Generating forecast for: DNA
[2026-02-10T20:20:37.170776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2026-02-10T20:20:37.183370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2026-02-10T20:20:37.183812] [INFO ] [FORECASTER] Starting predict_future for DNA
[2026-02-10T20:20:37.184652] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2026-02-10T20:20:37.184706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:37.184741] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:37.184770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:37.184828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:37.243752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:37.244682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:37.244803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:37.244839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:37.368112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:37.368275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:37.368316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:37.368347] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:37.371809] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2026-02-10T20:20:37.372113] [INFO ] [FORECASTER] Completed predict_future for DNA
[2026-02-10T20:20:37.372259] [INFO ] [sig       ] DNA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:37.519874] [INFO ] [LOCAL     ] Saved forecast: DNA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DNA.txt
[2026-02-10T20:20:37.520043] [INFO ] [sig       ] [927/3417] Completed DNA in 0.3s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:37.520086] [INFO ] [sig       ] [928/3417] Forecasting DNLI...
[2026-02-10T20:20:37.520117] [INFO ] [sig       ] Generating forecast for: DNLI
[2026-02-10T20:20:37.520148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2026-02-10T20:20:37.533609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2026-02-10T20:20:37.533990] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2026-02-10T20:20:37.535052] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2026-02-10T20:20:37.535107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:37.535139] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:37.535167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:37.535224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:37.594282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:37.595176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:37.595276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:37.595310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:37.725251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:37.725425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:37.725476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:37.725520] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:37.729705] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2026-02-10T20:20:37.730197] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2026-02-10T20:20:37.730392] [INFO ] [sig       ] DNLI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:37.871115] [INFO ] [LOCAL     ] Saved forecast: DNLI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DNLI.txt
[2026-02-10T20:20:37.871255] [INFO ] [sig       ] [928/3417] Completed DNLI in 0.4s | 2.79 sym/s | Total: 5.5m | ETA: 14.9m
[2026-02-10T20:20:37.871296] [INFO ] [sig       ] [929/3417] Forecasting DNP...
[2026-02-10T20:20:37.871328] [INFO ] [sig       ] Generating forecast for: DNP
[2026-02-10T20:20:37.871364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2026-02-10T20:20:37.886851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2026-02-10T20:20:37.887208] [INFO ] [FORECASTER] Starting predict_future for DNP
[2026-02-10T20:20:37.888017] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2026-02-10T20:20:37.888124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:37.888166] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:37.888200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:37.888269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:37.946142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:37.947034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:37.947129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:37.947163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:38.077332] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:38.077492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:38.077533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:38.077561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:38.081268] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2026-02-10T20:20:38.081779] [INFO ] [FORECASTER] Completed predict_future for DNP
[2026-02-10T20:20:38.081920] [INFO ] [sig       ] DNP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:38.237583] [INFO ] [LOCAL     ] Saved forecast: DNP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DNP.txt
[2026-02-10T20:20:38.237755] [INFO ] [sig       ] [929/3417] Completed DNP in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.9m
[2026-02-10T20:20:38.237799] [INFO ] [sig       ] [930/3417] Forecasting DNTH...
[2026-02-10T20:20:38.237830] [INFO ] [sig       ] Generating forecast for: DNTH
[2026-02-10T20:20:38.237862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2026-02-10T20:20:38.251519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2026-02-10T20:20:38.252000] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2026-02-10T20:20:38.253020] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2026-02-10T20:20:38.253085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:38.253126] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:38.253161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:38.253241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:38.328296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:38.329221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:38.329315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:38.329348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:38.455839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:38.456021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:38.456062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:38.456092] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:38.459715] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-10T20:20:38.460026] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2026-02-10T20:20:38.460167] [INFO ] [sig       ] DNTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:38.599760] [INFO ] [LOCAL     ] Saved forecast: DNTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DNTH.txt
[2026-02-10T20:20:38.599932] [INFO ] [sig       ] [930/3417] Completed DNTH in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.9m
[2026-02-10T20:20:38.599975] [INFO ] [sig       ] [931/3417] Forecasting DOCN...
[2026-02-10T20:20:38.600006] [INFO ] [sig       ] Generating forecast for: DOCN
[2026-02-10T20:20:38.600036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2026-02-10T20:20:38.611892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2026-02-10T20:20:38.612248] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2026-02-10T20:20:38.613055] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2026-02-10T20:20:38.613109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:38.613147] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:38.613180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:38.613249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:38.673970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:38.674929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:38.675034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:38.675079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:38.824174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:38.824366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:38.824422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:38.824462] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:38.829338] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2026-02-10T20:20:38.829769] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2026-02-10T20:20:38.829953] [INFO ] [sig       ] DOCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:38.975380] [INFO ] [LOCAL     ] Saved forecast: DOCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DOCN.txt
[2026-02-10T20:20:38.975544] [INFO ] [sig       ] [931/3417] Completed DOCN in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.9m
[2026-02-10T20:20:38.975613] [INFO ] [sig       ] [932/3417] Forecasting DOCS...
[2026-02-10T20:20:38.975657] [INFO ] [sig       ] Generating forecast for: DOCS
[2026-02-10T20:20:38.975690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2026-02-10T20:20:38.988253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2026-02-10T20:20:38.988661] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2026-02-10T20:20:38.989484] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2026-02-10T20:20:38.989537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:38.989589] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:38.989621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:38.989678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:39.046688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:39.047566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:39.047673] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:39.047707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:39.183765] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:39.183965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:39.184010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:39.184060] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:39.188012] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2026-02-10T20:20:39.188389] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2026-02-10T20:20:39.188545] [INFO ] [sig       ] DOCS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:39.339350] [INFO ] [LOCAL     ] Saved forecast: DOCS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DOCS.txt
[2026-02-10T20:20:39.339517] [INFO ] [sig       ] [932/3417] Completed DOCS in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.9m
[2026-02-10T20:20:39.339560] [INFO ] [sig       ] [933/3417] Forecasting DOGZ...
[2026-02-10T20:20:39.339613] [INFO ] [sig       ] Generating forecast for: DOGZ
[2026-02-10T20:20:39.339645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2026-02-10T20:20:39.351657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2026-02-10T20:20:39.352005] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2026-02-10T20:20:39.352889] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2026-02-10T20:20:39.352946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:39.352981] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:39.353010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:39.353067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:39.411315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:39.412168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:39.412274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:39.412314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:39.538678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:39.538838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:39.538879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:39.538910] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:39.542371] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2026-02-10T20:20:39.542673] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2026-02-10T20:20:39.542808] [INFO ] [sig       ] DOGZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:39.686709] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DOGZ.txt
[2026-02-10T20:20:39.686880] [INFO ] [sig       ] [933/3417] Completed DOGZ in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.9m
[2026-02-10T20:20:39.686920] [INFO ] [sig       ] [934/3417] Forecasting DOLE...
[2026-02-10T20:20:39.686951] [INFO ] [sig       ] Generating forecast for: DOLE
[2026-02-10T20:20:39.686983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2026-02-10T20:20:39.699851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2026-02-10T20:20:39.700233] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2026-02-10T20:20:39.701061] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2026-02-10T20:20:39.701115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:39.701186] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:39.701232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:39.701352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:39.760683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:39.761568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:39.761676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:39.761711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:39.892880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:39.893025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:39.893067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:39.893098] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:39.896627] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2026-02-10T20:20:39.896918] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2026-02-10T20:20:39.897055] [INFO ] [sig       ] DOLE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:40.038376] [INFO ] [LOCAL     ] Saved forecast: DOLE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DOLE.txt
[2026-02-10T20:20:40.038528] [INFO ] [sig       ] [934/3417] Completed DOLE in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:40.038569] [INFO ] [sig       ] [935/3417] Forecasting DOMO...
[2026-02-10T20:20:40.038620] [INFO ] [sig       ] Generating forecast for: DOMO
[2026-02-10T20:20:40.038653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2026-02-10T20:20:40.050165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2026-02-10T20:20:40.050466] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2026-02-10T20:20:40.051274] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2026-02-10T20:20:40.051328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:40.051360] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:40.051386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:40.051442] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:40.108120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:40.108906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:40.108991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:40.109024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:40.229165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:40.229334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:40.229377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:40.229405] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:40.232912] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2026-02-10T20:20:40.233213] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2026-02-10T20:20:40.233350] [INFO ] [sig       ] DOMO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:40.381108] [INFO ] [LOCAL     ] Saved forecast: DOMO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DOMO.txt
[2026-02-10T20:20:40.381249] [INFO ] [sig       ] [935/3417] Completed DOMO in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:40.381288] [INFO ] [sig       ] [936/3417] Forecasting DORM...
[2026-02-10T20:20:40.381318] [INFO ] [sig       ] Generating forecast for: DORM
[2026-02-10T20:20:40.381349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2026-02-10T20:20:40.394785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2026-02-10T20:20:40.395111] [INFO ] [FORECASTER] Starting predict_future for DORM
[2026-02-10T20:20:40.395905] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2026-02-10T20:20:40.395960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:40.395992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:40.396019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:40.396087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:40.454397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:40.455142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:40.455239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:40.455279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:40.580208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:40.580382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:40.580424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:40.580454] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:40.583930] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2026-02-10T20:20:40.584220] [INFO ] [FORECASTER] Completed predict_future for DORM
[2026-02-10T20:20:40.584355] [INFO ] [sig       ] DORM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:40.726883] [INFO ] [LOCAL     ] Saved forecast: DORM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DORM.txt
[2026-02-10T20:20:40.727022] [INFO ] [sig       ] [936/3417] Completed DORM in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:40.727062] [INFO ] [sig       ] [937/3417] Forecasting DOUG...
[2026-02-10T20:20:40.727092] [INFO ] [sig       ] Generating forecast for: DOUG
[2026-02-10T20:20:40.727123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2026-02-10T20:20:40.739547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2026-02-10T20:20:40.739895] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2026-02-10T20:20:40.740752] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2026-02-10T20:20:40.740811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:40.740844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:40.740872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:40.740930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:40.800429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:40.801317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:40.801406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:40.801440] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:40.919168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:40.919353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:40.919405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:40.919471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:40.923098] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2026-02-10T20:20:40.923404] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2026-02-10T20:20:40.923545] [INFO ] [sig       ] DOUG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:41.069044] [INFO ] [LOCAL     ] Saved forecast: DOUG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DOUG.txt
[2026-02-10T20:20:41.069189] [INFO ] [sig       ] [937/3417] Completed DOUG in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:41.069236] [INFO ] [sig       ] [938/3417] Forecasting DOX...
[2026-02-10T20:20:41.069272] [INFO ] [sig       ] Generating forecast for: DOX
[2026-02-10T20:20:41.069310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2026-02-10T20:20:41.080825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2026-02-10T20:20:41.081119] [INFO ] [FORECASTER] Starting predict_future for DOX
[2026-02-10T20:20:41.081914] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2026-02-10T20:20:41.081978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:41.082012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:41.082040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:41.082097] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:41.139713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:41.140419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:41.140502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:41.140535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:41.262100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:41.262269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:41.262312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:41.262343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:41.266078] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2026-02-10T20:20:41.266413] [INFO ] [FORECASTER] Completed predict_future for DOX
[2026-02-10T20:20:41.266561] [INFO ] [sig       ] DOX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:41.410280] [INFO ] [LOCAL     ] Saved forecast: DOX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DOX.txt
[2026-02-10T20:20:41.410438] [INFO ] [sig       ] [938/3417] Completed DOX in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:41.410477] [INFO ] [sig       ] [939/3417] Forecasting DPG...
[2026-02-10T20:20:41.410506] [INFO ] [sig       ] Generating forecast for: DPG
[2026-02-10T20:20:41.410538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2026-02-10T20:20:41.422448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2026-02-10T20:20:41.422791] [INFO ] [FORECASTER] Starting predict_future for DPG
[2026-02-10T20:20:41.423560] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2026-02-10T20:20:41.423632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:41.423664] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:41.423692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:41.423749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:41.482338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:41.483141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:41.483227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:41.483261] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:41.603248] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:41.603418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:41.603460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:41.603491] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:41.607125] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2026-02-10T20:20:41.607419] [INFO ] [FORECASTER] Completed predict_future for DPG
[2026-02-10T20:20:41.607555] [INFO ] [sig       ] DPG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:41.750644] [INFO ] [LOCAL     ] Saved forecast: DPG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DPG.txt
[2026-02-10T20:20:41.750794] [INFO ] [sig       ] [939/3417] Completed DPG in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:41.750835] [INFO ] [sig       ] [940/3417] Forecasting DPRO...
[2026-02-10T20:20:41.750866] [INFO ] [sig       ] Generating forecast for: DPRO
[2026-02-10T20:20:41.750897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2026-02-10T20:20:41.761933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2026-02-10T20:20:41.762252] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2026-02-10T20:20:41.763073] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2026-02-10T20:20:41.763128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:41.763162] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:41.763190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:41.763249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:41.825529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:41.826678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:41.826770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:41.826805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:41.950372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:41.950542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:41.950606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:41.950664] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:41.954422] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2026-02-10T20:20:41.954742] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2026-02-10T20:20:41.954887] [INFO ] [sig       ] DPRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:42.098924] [INFO ] [LOCAL     ] Saved forecast: DPRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DPRO.txt
[2026-02-10T20:20:42.099098] [INFO ] [sig       ] [940/3417] Completed DPRO in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:42.099148] [INFO ] [sig       ] [941/3417] Forecasting DPZ...
[2026-02-10T20:20:42.099183] [INFO ] [sig       ] Generating forecast for: DPZ
[2026-02-10T20:20:42.099215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2026-02-10T20:20:42.111547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2026-02-10T20:20:42.111955] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2026-02-10T20:20:42.112794] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2026-02-10T20:20:42.112850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:42.112884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:42.112912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:42.112969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:42.172845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:42.173743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:42.173832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:42.173868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:42.312785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:42.312952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:42.313007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:42.313048] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:42.317839] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2026-02-10T20:20:42.318278] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2026-02-10T20:20:42.318443] [INFO ] [sig       ] DPZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:42.471601] [INFO ] [LOCAL     ] Saved forecast: DPZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DPZ.txt
[2026-02-10T20:20:42.471802] [INFO ] [sig       ] [941/3417] Completed DPZ in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:42.471846] [INFO ] [sig       ] [942/3417] Forecasting DQ...
[2026-02-10T20:20:42.471881] [INFO ] [sig       ] Generating forecast for: DQ
[2026-02-10T20:20:42.471953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2026-02-10T20:20:42.485469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2026-02-10T20:20:42.485915] [INFO ] [FORECASTER] Starting predict_future for DQ
[2026-02-10T20:20:42.486840] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2026-02-10T20:20:42.486897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:42.486930] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:42.486958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:42.487016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:42.547791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:42.548808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:42.548921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:42.548959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:42.689333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:42.689501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:42.689545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:42.689595] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:42.693110] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2026-02-10T20:20:42.693454] [INFO ] [FORECASTER] Completed predict_future for DQ
[2026-02-10T20:20:42.693615] [INFO ] [sig       ] DQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:42.847738] [INFO ] [LOCAL     ] Saved forecast: DQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DQ.txt
[2026-02-10T20:20:42.847899] [INFO ] [sig       ] [942/3417] Completed DQ in 0.4s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:42.847941] [INFO ] [sig       ] [943/3417] Forecasting DRD...
[2026-02-10T20:20:42.847972] [INFO ] [sig       ] Generating forecast for: DRD
[2026-02-10T20:20:42.848002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2026-02-10T20:20:42.860259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2026-02-10T20:20:42.860783] [INFO ] [FORECASTER] Starting predict_future for DRD
[2026-02-10T20:20:42.861604] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2026-02-10T20:20:42.861657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:42.861689] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:42.861716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:42.861773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:42.919771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:42.920377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:42.920456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:42.920488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:43.041743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:43.041893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:43.041933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:43.041962] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:43.045364] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2026-02-10T20:20:43.045686] [INFO ] [FORECASTER] Completed predict_future for DRD
[2026-02-10T20:20:43.045820] [INFO ] [sig       ] DRD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:43.185859] [INFO ] [LOCAL     ] Saved forecast: DRD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DRD.txt
[2026-02-10T20:20:43.186014] [INFO ] [sig       ] [943/3417] Completed DRD in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:43.186054] [INFO ] [sig       ] [944/3417] Forecasting DRH...
[2026-02-10T20:20:43.186085] [INFO ] [sig       ] Generating forecast for: DRH
[2026-02-10T20:20:43.186116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2026-02-10T20:20:43.200741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2026-02-10T20:20:43.201256] [INFO ] [FORECASTER] Starting predict_future for DRH
[2026-02-10T20:20:43.202168] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2026-02-10T20:20:43.202226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:43.202265] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:43.202298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:43.202367] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:43.260102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:43.261089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:43.261181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:43.261249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:43.382342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:43.382505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:43.382547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:43.382596] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:43.386122] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=64.14%)
[2026-02-10T20:20:43.386404] [INFO ] [FORECASTER] Completed predict_future for DRH
[2026-02-10T20:20:43.386535] [INFO ] [sig       ] DRH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:43.526556] [INFO ] [LOCAL     ] Saved forecast: DRH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DRH.txt
[2026-02-10T20:20:43.526703] [INFO ] [sig       ] [944/3417] Completed DRH in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:43.526742] [INFO ] [sig       ] [945/3417] Forecasting DRI...
[2026-02-10T20:20:43.526773] [INFO ] [sig       ] Generating forecast for: DRI
[2026-02-10T20:20:43.526804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2026-02-10T20:20:43.539041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2026-02-10T20:20:43.539360] [INFO ] [FORECASTER] Starting predict_future for DRI
[2026-02-10T20:20:43.540153] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2026-02-10T20:20:43.540207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:43.540240] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:43.540267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:43.540324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:43.597468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:43.598332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:43.598419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:43.598451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:43.723599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:43.723762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:43.723821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:43.723851] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:43.727402] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2026-02-10T20:20:43.727734] [INFO ] [FORECASTER] Completed predict_future for DRI
[2026-02-10T20:20:43.727876] [INFO ] [sig       ] DRI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:43.867701] [INFO ] [LOCAL     ] Saved forecast: DRI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DRI.txt
[2026-02-10T20:20:43.867874] [INFO ] [sig       ] [945/3417] Completed DRI in 0.3s | 2.79 sym/s | Total: 5.6m | ETA: 14.8m
[2026-02-10T20:20:43.867922] [INFO ] [sig       ] [946/3417] Forecasting DRIO...
[2026-02-10T20:20:43.867960] [INFO ] [sig       ] Generating forecast for: DRIO
[2026-02-10T20:20:43.867996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2026-02-10T20:20:43.879466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2026-02-10T20:20:43.879813] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2026-02-10T20:20:43.880620] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2026-02-10T20:20:43.880675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:43.880709] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:43.880737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:43.880795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:43.942125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:43.942994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:43.943079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:43.943114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:44.059697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:44.059859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:44.059901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:44.059929] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:44.063508] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2026-02-10T20:20:44.063811] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2026-02-10T20:20:44.063947] [INFO ] [sig       ] DRIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:44.204881] [INFO ] [LOCAL     ] Saved forecast: DRIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DRIO.txt
[2026-02-10T20:20:44.205035] [INFO ] [sig       ] [946/3417] Completed DRIO in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.8m
[2026-02-10T20:20:44.205077] [INFO ] [sig       ] [947/3417] Forecasting DRLL...
[2026-02-10T20:20:44.205108] [INFO ] [sig       ] Generating forecast for: DRLL
[2026-02-10T20:20:44.205141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2026-02-10T20:20:44.217006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2026-02-10T20:20:44.217370] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2026-02-10T20:20:44.218336] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2026-02-10T20:20:44.218393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:44.218426] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:44.218455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:44.218513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:44.276567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:44.277332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:44.277415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:44.277447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:44.396930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:44.397093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:44.397133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:44.397162] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:44.400753] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2026-02-10T20:20:44.401048] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2026-02-10T20:20:44.401185] [INFO ] [sig       ] DRLL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:44.543850] [INFO ] [LOCAL     ] Saved forecast: DRLL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DRLL.txt
[2026-02-10T20:20:44.544054] [INFO ] [sig       ] [947/3417] Completed DRLL in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.8m
[2026-02-10T20:20:44.544098] [INFO ] [sig       ] [948/3417] Forecasting DRMA...
[2026-02-10T20:20:44.544129] [INFO ] [sig       ] Generating forecast for: DRMA
[2026-02-10T20:20:44.544161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2026-02-10T20:20:44.556079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2026-02-10T20:20:44.556429] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2026-02-10T20:20:44.557296] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2026-02-10T20:20:44.557352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:44.557386] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:44.557415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:44.557474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:44.616068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:44.617057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:44.617148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:44.617181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:44.737999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:44.738190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:44.738233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:44.738264] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:44.741901] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2026-02-10T20:20:44.742243] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2026-02-10T20:20:44.742397] [INFO ] [sig       ] DRMA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:44.885858] [INFO ] [LOCAL     ] Saved forecast: DRMA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DRMA.txt
[2026-02-10T20:20:44.886010] [INFO ] [sig       ] [948/3417] Completed DRMA in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.8m
[2026-02-10T20:20:44.886052] [INFO ] [sig       ] [949/3417] Forecasting DRS...
[2026-02-10T20:20:44.886082] [INFO ] [sig       ] Generating forecast for: DRS
[2026-02-10T20:20:44.886113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2026-02-10T20:20:44.898377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2026-02-10T20:20:44.898787] [INFO ] [FORECASTER] Starting predict_future for DRS
[2026-02-10T20:20:44.899650] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2026-02-10T20:20:44.899706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:44.899764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:44.899793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:44.899851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:44.959191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:44.960123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:44.960214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:44.960247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:45.078647] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:45.078816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:45.078859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:45.078889] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:45.082502] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2026-02-10T20:20:45.082813] [INFO ] [FORECASTER] Completed predict_future for DRS
[2026-02-10T20:20:45.082956] [INFO ] [sig       ] DRS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:45.226310] [INFO ] [LOCAL     ] Saved forecast: DRS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DRS.txt
[2026-02-10T20:20:45.226452] [INFO ] [sig       ] [949/3417] Completed DRS in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.8m
[2026-02-10T20:20:45.226492] [INFO ] [sig       ] [950/3417] Forecasting DRTS...
[2026-02-10T20:20:45.226523] [INFO ] [sig       ] Generating forecast for: DRTS
[2026-02-10T20:20:45.226553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2026-02-10T20:20:45.238349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2026-02-10T20:20:45.238708] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2026-02-10T20:20:45.239548] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2026-02-10T20:20:45.239622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:45.239656] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:45.239684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:45.239743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:45.298816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:45.299544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:45.299644] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:45.299678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:45.424641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:45.424828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:45.424868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:45.424897] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:45.428390] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2026-02-10T20:20:45.428714] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2026-02-10T20:20:45.428847] [INFO ] [sig       ] DRTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:45.577599] [INFO ] [LOCAL     ] Saved forecast: DRTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DRTS.txt
[2026-02-10T20:20:45.577738] [INFO ] [sig       ] [950/3417] Completed DRTS in 0.4s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:45.577778] [INFO ] [sig       ] [951/3417] Forecasting DRUG...
[2026-02-10T20:20:45.577808] [INFO ] [sig       ] Generating forecast for: DRUG
[2026-02-10T20:20:45.577837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2026-02-10T20:20:45.589123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2026-02-10T20:20:45.589473] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2026-02-10T20:20:45.590315] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2026-02-10T20:20:45.590383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:45.590453] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:45.590484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:45.590542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:45.651039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:45.651971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:45.652059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:45.652093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:45.774128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:45.774285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:45.774325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:45.774354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:45.777824] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2026-02-10T20:20:45.778131] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2026-02-10T20:20:45.778268] [INFO ] [sig       ] DRUG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:45.921586] [INFO ] [LOCAL     ] Saved forecast: DRUG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DRUG.txt
[2026-02-10T20:20:45.921726] [INFO ] [sig       ] [951/3417] Completed DRUG in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:45.921766] [INFO ] [sig       ] [952/3417] Forecasting DRVN...
[2026-02-10T20:20:45.921797] [INFO ] [sig       ] Generating forecast for: DRVN
[2026-02-10T20:20:45.921827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2026-02-10T20:20:45.933880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2026-02-10T20:20:45.934211] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2026-02-10T20:20:45.935088] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2026-02-10T20:20:45.935143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:45.935176] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:45.935204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:45.935265] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:45.993031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:45.993815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:45.993900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:45.993934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:46.114839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:46.114990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:46.115030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:46.115060] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:46.118613] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2026-02-10T20:20:46.118899] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2026-02-10T20:20:46.119032] [INFO ] [sig       ] DRVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:46.259980] [INFO ] [LOCAL     ] Saved forecast: DRVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DRVN.txt
[2026-02-10T20:20:46.260132] [INFO ] [sig       ] [952/3417] Completed DRVN in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:46.260173] [INFO ] [sig       ] [953/3417] Forecasting DSGX...
[2026-02-10T20:20:46.260211] [INFO ] [sig       ] Generating forecast for: DSGX
[2026-02-10T20:20:46.260242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2026-02-10T20:20:46.271920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2026-02-10T20:20:46.272240] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2026-02-10T20:20:46.273042] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2026-02-10T20:20:46.273094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:46.273127] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:46.273154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:46.273210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:46.329698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:46.330346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:46.330426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:46.330458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:46.449260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:46.449424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:46.449471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:46.449506] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:46.452954] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2026-02-10T20:20:46.453238] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2026-02-10T20:20:46.453367] [INFO ] [sig       ] DSGX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:46.594515] [INFO ] [LOCAL     ] Saved forecast: DSGX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DSGX.txt
[2026-02-10T20:20:46.594658] [INFO ] [sig       ] [953/3417] Completed DSGX in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:46.594701] [INFO ] [sig       ] [954/3417] Forecasting DSL...
[2026-02-10T20:20:46.594741] [INFO ] [sig       ] Generating forecast for: DSL
[2026-02-10T20:20:46.594781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2026-02-10T20:20:46.607010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2026-02-10T20:20:46.607327] [INFO ] [FORECASTER] Starting predict_future for DSL
[2026-02-10T20:20:46.608165] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2026-02-10T20:20:46.608220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:46.608253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:46.608280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:46.608338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:46.667272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:46.667941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:46.668024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:46.668107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:46.793006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:46.793177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:46.793227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:46.793293] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:46.797079] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2026-02-10T20:20:46.797404] [INFO ] [FORECASTER] Completed predict_future for DSL
[2026-02-10T20:20:46.797546] [INFO ] [sig       ] DSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:46.940335] [INFO ] [LOCAL     ] Saved forecast: DSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DSL.txt
[2026-02-10T20:20:46.940523] [INFO ] [sig       ] [954/3417] Completed DSL in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:46.940564] [INFO ] [sig       ] [955/3417] Forecasting DSM...
[2026-02-10T20:20:46.940618] [INFO ] [sig       ] Generating forecast for: DSM
[2026-02-10T20:20:46.940649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2026-02-10T20:20:46.952105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2026-02-10T20:20:46.952510] [INFO ] [FORECASTER] Starting predict_future for DSM
[2026-02-10T20:20:46.953331] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2026-02-10T20:20:46.953388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:46.953421] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:46.953448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:46.953505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:47.012771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:47.013721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:47.013806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:47.013839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:47.132770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:47.132936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:47.132978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:47.133006] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:47.136480] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2026-02-10T20:20:47.136790] [INFO ] [FORECASTER] Completed predict_future for DSM
[2026-02-10T20:20:47.136922] [INFO ] [sig       ] DSM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:47.281955] [INFO ] [LOCAL     ] Saved forecast: DSM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DSM.txt
[2026-02-10T20:20:47.282111] [INFO ] [sig       ] [955/3417] Completed DSM in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:47.282151] [INFO ] [sig       ] [956/3417] Forecasting DSP...
[2026-02-10T20:20:47.282183] [INFO ] [sig       ] Generating forecast for: DSP
[2026-02-10T20:20:47.282213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2026-02-10T20:20:47.294367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2026-02-10T20:20:47.294756] [INFO ] [FORECASTER] Starting predict_future for DSP
[2026-02-10T20:20:47.295566] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2026-02-10T20:20:47.295662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:47.295695] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:47.295722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:47.295780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:47.353650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:47.354506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:47.354615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:47.354651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:47.485067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:47.485231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:47.485272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:47.485319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:47.489156] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=40.83%)
[2026-02-10T20:20:47.489445] [INFO ] [FORECASTER] Completed predict_future for DSP
[2026-02-10T20:20:47.489593] [INFO ] [sig       ] DSP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:47.630566] [INFO ] [LOCAL     ] Saved forecast: DSP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DSP.txt
[2026-02-10T20:20:47.630731] [INFO ] [sig       ] [956/3417] Completed DSP in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:47.630772] [INFO ] [sig       ] [957/3417] Forecasting DSX...
[2026-02-10T20:20:47.630803] [INFO ] [sig       ] Generating forecast for: DSX
[2026-02-10T20:20:47.630834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2026-02-10T20:20:47.642981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2026-02-10T20:20:47.643308] [INFO ] [FORECASTER] Starting predict_future for DSX
[2026-02-10T20:20:47.644111] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2026-02-10T20:20:47.644164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:47.644196] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:47.644222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:47.644278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:47.701413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:47.702284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:47.702377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:47.702417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:47.822163] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:47.822332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:47.822372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:47.822405] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:47.826170] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2026-02-10T20:20:47.826461] [INFO ] [FORECASTER] Completed predict_future for DSX
[2026-02-10T20:20:47.826621] [INFO ] [sig       ] DSX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:47.974138] [INFO ] [LOCAL     ] Saved forecast: DSX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DSX.txt
[2026-02-10T20:20:47.974298] [INFO ] [sig       ] [957/3417] Completed DSX in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:47.974338] [INFO ] [sig       ] [958/3417] Forecasting DTB...
[2026-02-10T20:20:47.974369] [INFO ] [sig       ] Generating forecast for: DTB
[2026-02-10T20:20:47.974400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2026-02-10T20:20:47.987546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2026-02-10T20:20:47.987921] [INFO ] [FORECASTER] Starting predict_future for DTB
[2026-02-10T20:20:47.988781] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2026-02-10T20:20:47.988836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:47.988869] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:47.988898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:47.988968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:48.052691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:48.053628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:48.053906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:48.053938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:48.175278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:48.175462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:48.175517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:48.175552] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:48.179964] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2026-02-10T20:20:48.180248] [INFO ] [FORECASTER] Completed predict_future for DTB
[2026-02-10T20:20:48.180393] [INFO ] [sig       ] DTB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:48.328766] [INFO ] [LOCAL     ] Saved forecast: DTB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DTB.txt
[2026-02-10T20:20:48.328934] [INFO ] [sig       ] [958/3417] Completed DTB in 0.4s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:48.328977] [INFO ] [sig       ] [959/3417] Forecasting DTE...
[2026-02-10T20:20:48.329008] [INFO ] [sig       ] Generating forecast for: DTE
[2026-02-10T20:20:48.329039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2026-02-10T20:20:48.344075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2026-02-10T20:20:48.344530] [INFO ] [FORECASTER] Starting predict_future for DTE
[2026-02-10T20:20:48.345495] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2026-02-10T20:20:48.345560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:48.345624] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:48.345659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:48.345734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:48.410561] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:48.411552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:48.411664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:48.411700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:48.528386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:48.528561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:48.528624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:48.528656] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:48.532234] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2026-02-10T20:20:48.532616] [INFO ] [FORECASTER] Completed predict_future for DTE
[2026-02-10T20:20:48.532763] [INFO ] [sig       ] DTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:48.678931] [INFO ] [LOCAL     ] Saved forecast: DTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DTE.txt
[2026-02-10T20:20:48.679098] [INFO ] [sig       ] [959/3417] Completed DTE in 0.4s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:48.679141] [INFO ] [sig       ] [960/3417] Forecasting DTG...
[2026-02-10T20:20:48.679171] [INFO ] [sig       ] Generating forecast for: DTG
[2026-02-10T20:20:48.679202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2026-02-10T20:20:48.691102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2026-02-10T20:20:48.691467] [INFO ] [FORECASTER] Starting predict_future for DTG
[2026-02-10T20:20:48.692278] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2026-02-10T20:20:48.692331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:48.692363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:48.692391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:48.692465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:48.751073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:48.752190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:48.752296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:48.752332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:48.885168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:48.885353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:48.885411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:48.885449] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:48.890253] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2026-02-10T20:20:48.890656] [INFO ] [FORECASTER] Completed predict_future for DTG
[2026-02-10T20:20:48.890810] [INFO ] [sig       ] DTG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:49.046728] [INFO ] [LOCAL     ] Saved forecast: DTG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DTG.txt
[2026-02-10T20:20:49.046901] [INFO ] [sig       ] [960/3417] Completed DTG in 0.4s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:49.046946] [INFO ] [sig       ] [961/3417] Forecasting DTIL...
[2026-02-10T20:20:49.046978] [INFO ] [sig       ] Generating forecast for: DTIL
[2026-02-10T20:20:49.047009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2026-02-10T20:20:49.058696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2026-02-10T20:20:49.059257] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2026-02-10T20:20:49.060308] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2026-02-10T20:20:49.060362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:49.060394] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:49.060422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:49.060479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:49.119596] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:49.120533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:49.120699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:49.120736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:49.242484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:49.242664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:49.242709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:49.242741] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:49.246309] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2026-02-10T20:20:49.246652] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2026-02-10T20:20:49.246797] [INFO ] [sig       ] DTIL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:49.392474] [INFO ] [LOCAL     ] Saved forecast: DTIL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DTIL.txt
[2026-02-10T20:20:49.392663] [INFO ] [sig       ] [961/3417] Completed DTIL in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:49.392710] [INFO ] [sig       ] [962/3417] Forecasting DTM...
[2026-02-10T20:20:49.392742] [INFO ] [sig       ] Generating forecast for: DTM
[2026-02-10T20:20:49.392773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2026-02-10T20:20:49.406056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2026-02-10T20:20:49.406462] [INFO ] [FORECASTER] Starting predict_future for DTM
[2026-02-10T20:20:49.407512] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2026-02-10T20:20:49.407606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:49.407644] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:49.407673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:49.407732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:49.466704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:49.467595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:49.467682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:49.467715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:49.594108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:49.594297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:49.594341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:49.594370] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:49.598109] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2026-02-10T20:20:49.598400] [INFO ] [FORECASTER] Completed predict_future for DTM
[2026-02-10T20:20:49.598536] [INFO ] [sig       ] DTM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:49.742129] [INFO ] [LOCAL     ] Saved forecast: DTM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DTM.txt
[2026-02-10T20:20:49.742290] [INFO ] [sig       ] [962/3417] Completed DTM in 0.3s | 2.79 sym/s | Total: 5.7m | ETA: 14.7m
[2026-02-10T20:20:49.742330] [INFO ] [sig       ] [963/3417] Forecasting DUK...
[2026-02-10T20:20:49.742360] [INFO ] [sig       ] Generating forecast for: DUK
[2026-02-10T20:20:49.742392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2026-02-10T20:20:49.754757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2026-02-10T20:20:49.755133] [INFO ] [FORECASTER] Starting predict_future for DUK
[2026-02-10T20:20:49.755977] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2026-02-10T20:20:49.756032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:49.756065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:49.756094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:49.756152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:49.827547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:49.829009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:49.829126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:49.829179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:49.954752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:49.954923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:49.954965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:49.954994] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:49.958895] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-10T20:20:49.959179] [INFO ] [FORECASTER] Completed predict_future for DUK
[2026-02-10T20:20:49.959311] [INFO ] [sig       ] DUK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:50.102932] [INFO ] [LOCAL     ] Saved forecast: DUK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DUK.txt
[2026-02-10T20:20:50.103095] [INFO ] [sig       ] [963/3417] Completed DUK in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.7m
[2026-02-10T20:20:50.103138] [INFO ] [sig       ] [964/3417] Forecasting DUKB...
[2026-02-10T20:20:50.103168] [INFO ] [sig       ] Generating forecast for: DUKB
[2026-02-10T20:20:50.103199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2026-02-10T20:20:50.115804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2026-02-10T20:20:50.116177] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2026-02-10T20:20:50.117211] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2026-02-10T20:20:50.117265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:50.117297] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:50.117323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:50.117379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:50.175238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:50.176315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:50.176399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:50.176432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:50.304599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:50.304765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:50.304807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:50.304836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:50.308274] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2026-02-10T20:20:50.308554] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2026-02-10T20:20:50.308703] [INFO ] [sig       ] DUKB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:50.458378] [INFO ] [LOCAL     ] Saved forecast: DUKB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DUKB.txt
[2026-02-10T20:20:50.458594] [INFO ] [sig       ] [964/3417] Completed DUKB in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.7m
[2026-02-10T20:20:50.458639] [INFO ] [sig       ] [965/3417] Forecasting DUOL...
[2026-02-10T20:20:50.458670] [INFO ] [sig       ] Generating forecast for: DUOL
[2026-02-10T20:20:50.458701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2026-02-10T20:20:50.472195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2026-02-10T20:20:50.472545] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2026-02-10T20:20:50.473345] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2026-02-10T20:20:50.473398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:50.473432] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:50.473459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:50.473517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:50.532258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:50.533164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:50.533246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:50.533279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:50.659346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:50.659512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:50.659553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:50.659600] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:50.663075] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2026-02-10T20:20:50.663356] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2026-02-10T20:20:50.663491] [INFO ] [sig       ] DUOL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:50.815408] [INFO ] [LOCAL     ] Saved forecast: DUOL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DUOL.txt
[2026-02-10T20:20:50.815613] [INFO ] [sig       ] [965/3417] Completed DUOL in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:50.815668] [INFO ] [sig       ] [966/3417] Forecasting DVA...
[2026-02-10T20:20:50.815699] [INFO ] [sig       ] Generating forecast for: DVA
[2026-02-10T20:20:50.815731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2026-02-10T20:20:50.828210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2026-02-10T20:20:50.828633] [INFO ] [FORECASTER] Starting predict_future for DVA
[2026-02-10T20:20:50.829463] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2026-02-10T20:20:50.829519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:50.829552] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:50.829607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:50.829683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:50.890788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:50.891760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:50.891848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:50.891883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:51.022461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:51.022641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:51.022683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:51.022712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:51.026305] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2026-02-10T20:20:51.026635] [INFO ] [FORECASTER] Completed predict_future for DVA
[2026-02-10T20:20:51.026774] [INFO ] [sig       ] DVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:51.201699] [INFO ] [LOCAL     ] Saved forecast: DVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DVA.txt
[2026-02-10T20:20:51.201866] [INFO ] [sig       ] [966/3417] Completed DVA in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:51.201908] [INFO ] [sig       ] [967/3417] Forecasting DVN...
[2026-02-10T20:20:51.201937] [INFO ] [sig       ] Generating forecast for: DVN
[2026-02-10T20:20:51.201966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2026-02-10T20:20:51.214718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2026-02-10T20:20:51.215158] [INFO ] [FORECASTER] Starting predict_future for DVN
[2026-02-10T20:20:51.216010] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2026-02-10T20:20:51.216065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:51.216100] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:51.216127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:51.216185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:51.274488] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:51.275419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:51.275507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:51.275541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:51.413744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:51.413909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:51.413950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:51.413980] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:51.418205] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2026-02-10T20:20:51.418635] [INFO ] [FORECASTER] Completed predict_future for DVN
[2026-02-10T20:20:51.418793] [INFO ] [sig       ] DVN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:51.572630] [INFO ] [LOCAL     ] Saved forecast: DVN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DVN.txt
[2026-02-10T20:20:51.572782] [INFO ] [sig       ] [967/3417] Completed DVN in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:51.572825] [INFO ] [sig       ] [968/3417] Forecasting DWAS...
[2026-02-10T20:20:51.572856] [INFO ] [sig       ] Generating forecast for: DWAS
[2026-02-10T20:20:51.572887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2026-02-10T20:20:51.586724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2026-02-10T20:20:51.587109] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2026-02-10T20:20:51.588135] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2026-02-10T20:20:51.588191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:51.588249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:51.588279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:51.588336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:51.651118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:51.652063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:51.652151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:51.652185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:51.781322] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:51.781489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:51.781532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:51.781561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:51.785106] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2026-02-10T20:20:51.785400] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2026-02-10T20:20:51.785561] [INFO ] [sig       ] DWAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:51.934511] [INFO ] [LOCAL     ] Saved forecast: DWAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DWAS.txt
[2026-02-10T20:20:51.934680] [INFO ] [sig       ] [968/3417] Completed DWAS in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:51.934912] [INFO ] [sig       ] [969/3417] Forecasting DWSH...
[2026-02-10T20:20:51.934942] [INFO ] [sig       ] Generating forecast for: DWSH
[2026-02-10T20:20:51.934973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2026-02-10T20:20:51.947000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2026-02-10T20:20:51.947320] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2026-02-10T20:20:51.948371] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2026-02-10T20:20:51.948425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:51.948459] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:51.948514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:51.948605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:52.007861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:52.008952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:52.009038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:52.009071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:52.119499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:52.119679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:52.119740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:52.119771] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:52.123262] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2026-02-10T20:20:52.123551] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2026-02-10T20:20:52.123702] [INFO ] [sig       ] DWSH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:52.278280] [INFO ] [LOCAL     ] Saved forecast: DWSH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DWSH.txt
[2026-02-10T20:20:52.278473] [INFO ] [sig       ] [969/3417] Completed DWSH in 0.3s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:52.278524] [INFO ] [sig       ] [970/3417] Forecasting DX...
[2026-02-10T20:20:52.278563] [INFO ] [sig       ] Generating forecast for: DX
[2026-02-10T20:20:52.278640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2026-02-10T20:20:52.292361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2026-02-10T20:20:52.292948] [INFO ] [FORECASTER] Starting predict_future for DX
[2026-02-10T20:20:52.293994] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2026-02-10T20:20:52.294047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:52.294080] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:52.294107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:52.294170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:52.357129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:52.357911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:52.358005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:52.358066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:52.483479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:52.483854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:52.483896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:52.483925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:52.487823] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2026-02-10T20:20:52.488196] [INFO ] [FORECASTER] Completed predict_future for DX
[2026-02-10T20:20:52.488347] [INFO ] [sig       ] DX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:52.650519] [INFO ] [LOCAL     ] Saved forecast: DX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DX.txt
[2026-02-10T20:20:52.650714] [INFO ] [sig       ] [970/3417] Completed DX in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:52.650761] [INFO ] [sig       ] [971/3417] Forecasting DXC...
[2026-02-10T20:20:52.650793] [INFO ] [sig       ] Generating forecast for: DXC
[2026-02-10T20:20:52.650826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2026-02-10T20:20:52.663983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2026-02-10T20:20:52.664400] [INFO ] [FORECASTER] Starting predict_future for DXC
[2026-02-10T20:20:52.665350] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2026-02-10T20:20:52.665409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:52.665443] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:52.665475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:52.665547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:52.728896] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:52.729809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:52.729913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:52.729949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:52.858315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:52.858478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:52.858526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:52.858563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:52.864059] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2026-02-10T20:20:52.864359] [INFO ] [FORECASTER] Completed predict_future for DXC
[2026-02-10T20:20:52.864507] [INFO ] [sig       ] DXC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:53.011278] [INFO ] [LOCAL     ] Saved forecast: DXC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DXC.txt
[2026-02-10T20:20:53.011439] [INFO ] [sig       ] [971/3417] Completed DXC in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:53.011482] [INFO ] [sig       ] [972/3417] Forecasting DXCM...
[2026-02-10T20:20:53.011515] [INFO ] [sig       ] Generating forecast for: DXCM
[2026-02-10T20:20:53.011548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2026-02-10T20:20:53.022987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2026-02-10T20:20:53.023302] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2026-02-10T20:20:53.024098] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2026-02-10T20:20:53.024152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:53.024184] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:53.024211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:53.024272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:53.082035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:53.082850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:53.082934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:53.082967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:53.203485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:53.203663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:53.203706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:53.203733] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:53.207320] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2026-02-10T20:20:53.207825] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2026-02-10T20:20:53.207960] [INFO ] [sig       ] DXCM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:53.353235] [INFO ] [LOCAL     ] Saved forecast: DXCM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DXCM.txt
[2026-02-10T20:20:53.353393] [INFO ] [sig       ] [972/3417] Completed DXCM in 0.3s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:53.353439] [INFO ] [sig       ] [973/3417] Forecasting DXPE...
[2026-02-10T20:20:53.353471] [INFO ] [sig       ] Generating forecast for: DXPE
[2026-02-10T20:20:53.353503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2026-02-10T20:20:53.369408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2026-02-10T20:20:53.369991] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2026-02-10T20:20:53.371127] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2026-02-10T20:20:53.371185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:53.371232] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:53.371262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:53.371324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:53.440689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:53.441541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:53.441663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:53.441698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:53.577556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:53.577732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:53.577774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:53.577803] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:53.581525] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=99.20%)
[2026-02-10T20:20:53.581840] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2026-02-10T20:20:53.581976] [INFO ] [sig       ] DXPE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:53.738841] [INFO ] [LOCAL     ] Saved forecast: DXPE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/DXPE.txt
[2026-02-10T20:20:53.738992] [INFO ] [sig       ] [973/3417] Completed DXPE in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:53.739034] [INFO ] [sig       ] [974/3417] Forecasting DY...
[2026-02-10T20:20:53.739066] [INFO ] [sig       ] Generating forecast for: DY
[2026-02-10T20:20:53.739100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2026-02-10T20:20:53.752402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2026-02-10T20:20:53.752802] [INFO ] [FORECASTER] Starting predict_future for DY
[2026-02-10T20:20:53.753682] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2026-02-10T20:20:53.753744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:53.753780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:53.753808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:53.753866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:53.819254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:53.820219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:53.820324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:53.820371] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:53.951670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:53.951857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:53.951904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:53.951934] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:53.955608] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2026-02-10T20:20:53.955908] [INFO ] [FORECASTER] Completed predict_future for DY
[2026-02-10T20:20:53.956058] [INFO ] [sig       ] DY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:54.109106] [INFO ] [LOCAL     ] Saved forecast: DY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DY.txt
[2026-02-10T20:20:54.109261] [INFO ] [sig       ] [974/3417] Completed DY in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:54.109307] [INFO ] [sig       ] [975/3417] Forecasting DYN...
[2026-02-10T20:20:54.109339] [INFO ] [sig       ] Generating forecast for: DYN
[2026-02-10T20:20:54.109371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2026-02-10T20:20:54.122692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2026-02-10T20:20:54.123093] [INFO ] [FORECASTER] Starting predict_future for DYN
[2026-02-10T20:20:54.124009] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2026-02-10T20:20:54.124064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:54.124098] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:54.124127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:54.124186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:54.184854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:54.185690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:54.185778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:54.185812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:54.309953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:54.310114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:54.310157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:54.310187] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:54.313731] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2026-02-10T20:20:54.314015] [INFO ] [FORECASTER] Completed predict_future for DYN
[2026-02-10T20:20:54.314148] [INFO ] [sig       ] DYN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:54.456301] [INFO ] [LOCAL     ] Saved forecast: DYN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/DYN.txt
[2026-02-10T20:20:54.456445] [INFO ] [sig       ] [975/3417] Completed DYN in 0.3s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:54.456488] [INFO ] [sig       ] [976/3417] Forecasting E...
[2026-02-10T20:20:54.456521] [INFO ] [sig       ] Generating forecast for: E
[2026-02-10T20:20:54.456556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2026-02-10T20:20:54.472704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2026-02-10T20:20:54.473083] [INFO ] [FORECASTER] Starting predict_future for E
[2026-02-10T20:20:54.473970] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2026-02-10T20:20:54.474025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:54.474058] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:54.474086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:54.474145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:54.534088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:54.534908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:54.534997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:54.535031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:54.657091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:54.657250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:54.657291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:54.657320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:54.660839] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2026-02-10T20:20:54.661115] [INFO ] [FORECASTER] Completed predict_future for E
[2026-02-10T20:20:54.661245] [INFO ] [sig       ] E: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:54.801767] [INFO ] [LOCAL     ] Saved forecast: E	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/E.txt
[2026-02-10T20:20:54.801914] [INFO ] [sig       ] [976/3417] Completed E in 0.3s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:54.801955] [INFO ] [sig       ] [977/3417] Forecasting EA...
[2026-02-10T20:20:54.801986] [INFO ] [sig       ] Generating forecast for: EA
[2026-02-10T20:20:54.802022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2026-02-10T20:20:54.813941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2026-02-10T20:20:54.814277] [INFO ] [FORECASTER] Starting predict_future for EA
[2026-02-10T20:20:54.815110] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2026-02-10T20:20:54.815162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:54.815195] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:54.815221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:54.815277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:54.875382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:54.876139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:54.876223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:54.876256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:55.012609] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:55.012971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:55.013015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:55.013044] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:55.016640] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2026-02-10T20:20:55.016944] [INFO ] [FORECASTER] Completed predict_future for EA
[2026-02-10T20:20:55.017085] [INFO ] [sig       ] EA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:55.171242] [INFO ] [LOCAL     ] Saved forecast: EA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EA.txt
[2026-02-10T20:20:55.171415] [INFO ] [sig       ] [977/3417] Completed EA in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:55.171456] [INFO ] [sig       ] [978/3417] Forecasting EAF...
[2026-02-10T20:20:55.171489] [INFO ] [sig       ] Generating forecast for: EAF
[2026-02-10T20:20:55.171524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2026-02-10T20:20:55.184132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2026-02-10T20:20:55.184537] [INFO ] [FORECASTER] Starting predict_future for EAF
[2026-02-10T20:20:55.185411] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2026-02-10T20:20:55.185467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:55.185500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:55.185535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:55.185638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:55.250043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:55.251168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:55.251280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:55.251370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:55.394869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:55.395039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:55.395083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:55.395113] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:55.399273] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=62.45%)
[2026-02-10T20:20:55.399658] [INFO ] [FORECASTER] Completed predict_future for EAF
[2026-02-10T20:20:55.399818] [INFO ] [sig       ] EAF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:55.555389] [INFO ] [LOCAL     ] Saved forecast: EAF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EAF.txt
[2026-02-10T20:20:55.555603] [INFO ] [sig       ] [978/3417] Completed EAF in 0.4s | 2.79 sym/s | Total: 5.8m | ETA: 14.6m
[2026-02-10T20:20:55.555649] [INFO ] [sig       ] [979/3417] Forecasting EAI...
[2026-02-10T20:20:55.555684] [INFO ] [sig       ] Generating forecast for: EAI
[2026-02-10T20:20:55.555716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2026-02-10T20:20:55.568849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2026-02-10T20:20:55.569267] [INFO ] [FORECASTER] Starting predict_future for EAI
[2026-02-10T20:20:55.570181] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2026-02-10T20:20:55.570237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:55.570271] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:55.570301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:55.570368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:55.636064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:55.637066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:55.637168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:55.637212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:55.768805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:55.768990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:55.769043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:55.769082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:55.773265] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-10T20:20:55.773640] [INFO ] [FORECASTER] Completed predict_future for EAI
[2026-02-10T20:20:55.773797] [INFO ] [sig       ] EAI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:55.932800] [INFO ] [LOCAL     ] Saved forecast: EAI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EAI.txt
[2026-02-10T20:20:55.932971] [INFO ] [sig       ] [979/3417] Completed EAI in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.6m
[2026-02-10T20:20:55.933014] [INFO ] [sig       ] [980/3417] Forecasting EARN...
[2026-02-10T20:20:55.933043] [INFO ] [sig       ] Generating forecast for: EARN
[2026-02-10T20:20:55.933072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2026-02-10T20:20:55.946208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2026-02-10T20:20:55.946632] [INFO ] [FORECASTER] Starting predict_future for EARN
[2026-02-10T20:20:55.947489] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2026-02-10T20:20:55.947551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:55.947630] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:55.947670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:55.947736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:56.007818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:56.008731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:56.008820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:56.008854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:56.134076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:56.134233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:56.134274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:56.134303] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:56.137759] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2026-02-10T20:20:56.138080] [INFO ] [FORECASTER] Completed predict_future for EARN
[2026-02-10T20:20:56.138217] [INFO ] [sig       ] EARN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:56.285279] [INFO ] [LOCAL     ] Saved forecast: EARN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EARN.txt
[2026-02-10T20:20:56.285483] [INFO ] [sig       ] [980/3417] Completed EARN in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.6m
[2026-02-10T20:20:56.285534] [INFO ] [sig       ] [981/3417] Forecasting EB...
[2026-02-10T20:20:56.285606] [INFO ] [sig       ] Generating forecast for: EB
[2026-02-10T20:20:56.285664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2026-02-10T20:20:56.298303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2026-02-10T20:20:56.298680] [INFO ] [FORECASTER] Starting predict_future for EB
[2026-02-10T20:20:56.299493] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2026-02-10T20:20:56.299550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:56.299617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:56.299654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:56.299714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:56.365562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:56.366466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:56.366555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:56.366623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:56.496450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:56.496642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:56.496694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:56.496725] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:56.500465] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2026-02-10T20:20:56.500828] [INFO ] [FORECASTER] Completed predict_future for EB
[2026-02-10T20:20:56.500964] [INFO ] [sig       ] EB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:56.650786] [INFO ] [LOCAL     ] Saved forecast: EB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EB.txt
[2026-02-10T20:20:56.650978] [INFO ] [sig       ] [981/3417] Completed EB in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.6m
[2026-02-10T20:20:56.651038] [INFO ] [sig       ] [982/3417] Forecasting EBAY...
[2026-02-10T20:20:56.651074] [INFO ] [sig       ] Generating forecast for: EBAY
[2026-02-10T20:20:56.651107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2026-02-10T20:20:56.664288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2026-02-10T20:20:56.664700] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2026-02-10T20:20:56.665805] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2026-02-10T20:20:56.665863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:56.665905] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:56.665940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:56.666013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:56.732481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:56.733437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:56.733526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:56.733561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:56.862295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:56.862478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:56.862522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:56.862552] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:56.866245] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2026-02-10T20:20:56.866557] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2026-02-10T20:20:56.866925] [INFO ] [sig       ] EBAY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:57.018415] [INFO ] [LOCAL     ] Saved forecast: EBAY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EBAY.txt
[2026-02-10T20:20:57.018607] [INFO ] [sig       ] [982/3417] Completed EBAY in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.6m
[2026-02-10T20:20:57.018649] [INFO ] [sig       ] [983/3417] Forecasting EBC...
[2026-02-10T20:20:57.018681] [INFO ] [sig       ] Generating forecast for: EBC
[2026-02-10T20:20:57.018712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2026-02-10T20:20:57.031155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2026-02-10T20:20:57.031479] [INFO ] [FORECASTER] Starting predict_future for EBC
[2026-02-10T20:20:57.032268] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2026-02-10T20:20:57.032321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:57.032353] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:57.032381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:57.032437] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:57.089146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:57.089921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:57.090004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:57.090037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:57.213228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:57.213388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:57.213428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:57.213457] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:57.217235] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2026-02-10T20:20:57.217521] [INFO ] [FORECASTER] Completed predict_future for EBC
[2026-02-10T20:20:57.217678] [INFO ] [sig       ] EBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:57.365725] [INFO ] [LOCAL     ] Saved forecast: EBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EBC.txt
[2026-02-10T20:20:57.366065] [INFO ] [sig       ] [983/3417] Completed EBC in 0.3s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:57.366106] [INFO ] [sig       ] [984/3417] Forecasting EBF...
[2026-02-10T20:20:57.366136] [INFO ] [sig       ] Generating forecast for: EBF
[2026-02-10T20:20:57.366165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2026-02-10T20:20:57.379952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2026-02-10T20:20:57.380336] [INFO ] [FORECASTER] Starting predict_future for EBF
[2026-02-10T20:20:57.381201] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2026-02-10T20:20:57.381255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:57.381288] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:57.381316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:57.381372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:57.443420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:57.444335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:57.444426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:57.444461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:57.570020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:57.570186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:57.570228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:57.570269] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:57.573868] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2026-02-10T20:20:57.574157] [INFO ] [FORECASTER] Completed predict_future for EBF
[2026-02-10T20:20:57.574295] [INFO ] [sig       ] EBF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:57.721911] [INFO ] [LOCAL     ] Saved forecast: EBF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EBF.txt
[2026-02-10T20:20:57.722060] [INFO ] [sig       ] [984/3417] Completed EBF in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:57.722101] [INFO ] [sig       ] [985/3417] Forecasting EBON...
[2026-02-10T20:20:57.722132] [INFO ] [sig       ] Generating forecast for: EBON
[2026-02-10T20:20:57.722162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2026-02-10T20:20:57.732444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2026-02-10T20:20:57.732829] [INFO ] [FORECASTER] Starting predict_future for EBON
[2026-02-10T20:20:57.733662] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2026-02-10T20:20:57.733727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:57.733790] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:57.733820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:57.733879] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:57.794487] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:57.795445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:57.795534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:57.795567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:57.899657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:57.899848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:57.899904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:57.900123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:57.905064] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2026-02-10T20:20:57.905421] [INFO ] [FORECASTER] Completed predict_future for EBON
[2026-02-10T20:20:57.905618] [INFO ] [sig       ] EBON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:58.059955] [INFO ] [LOCAL     ] Saved forecast: EBON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EBON.txt
[2026-02-10T20:20:58.060119] [INFO ] [sig       ] [985/3417] Completed EBON in 0.3s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:58.060160] [INFO ] [sig       ] [986/3417] Forecasting EBS...
[2026-02-10T20:20:58.060194] [INFO ] [sig       ] Generating forecast for: EBS
[2026-02-10T20:20:58.060225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2026-02-10T20:20:58.071987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2026-02-10T20:20:58.072368] [INFO ] [FORECASTER] Starting predict_future for EBS
[2026-02-10T20:20:58.073213] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2026-02-10T20:20:58.073266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:58.073318] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:58.073347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:58.073403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:58.132154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:58.133104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:58.133194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:58.133228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:58.264179] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:58.264339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:58.264379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:58.264408] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:58.267990] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2026-02-10T20:20:58.268304] [INFO ] [FORECASTER] Completed predict_future for EBS
[2026-02-10T20:20:58.268450] [INFO ] [sig       ] EBS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:58.415941] [INFO ] [LOCAL     ] Saved forecast: EBS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EBS.txt
[2026-02-10T20:20:58.416105] [INFO ] [sig       ] [986/3417] Completed EBS in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:58.416147] [INFO ] [sig       ] [987/3417] Forecasting EC...
[2026-02-10T20:20:58.416178] [INFO ] [sig       ] Generating forecast for: EC
[2026-02-10T20:20:58.416208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2026-02-10T20:20:58.428632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2026-02-10T20:20:58.429038] [INFO ] [FORECASTER] Starting predict_future for EC
[2026-02-10T20:20:58.429877] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2026-02-10T20:20:58.429932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:58.429966] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:58.429994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:58.430051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:58.489977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:58.490889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:58.490976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:58.491010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:58.617737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:58.617896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:58.617936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:58.617965] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:58.621587] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=62.47%)
[2026-02-10T20:20:58.621864] [INFO ] [FORECASTER] Completed predict_future for EC
[2026-02-10T20:20:58.621996] [INFO ] [sig       ] EC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:58.763279] [INFO ] [LOCAL     ] Saved forecast: EC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EC.txt
[2026-02-10T20:20:58.763441] [INFO ] [sig       ] [987/3417] Completed EC in 0.3s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:58.763485] [INFO ] [sig       ] [988/3417] Forecasting ECC...
[2026-02-10T20:20:58.763524] [INFO ] [sig       ] Generating forecast for: ECC
[2026-02-10T20:20:58.763590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2026-02-10T20:20:58.775331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2026-02-10T20:20:58.775697] [INFO ] [FORECASTER] Starting predict_future for ECC
[2026-02-10T20:20:58.776470] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2026-02-10T20:20:58.776523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:58.776555] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:58.776603] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:58.776662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:58.836284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:58.837202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:58.837292] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:58.837327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:58.959907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:58.960068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:58.960110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:58.960140] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:58.964036] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2026-02-10T20:20:58.964341] [INFO ] [FORECASTER] Completed predict_future for ECC
[2026-02-10T20:20:58.964483] [INFO ] [sig       ] ECC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:20:59.112347] [INFO ] [LOCAL     ] Saved forecast: ECC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ECC.txt
[2026-02-10T20:20:59.112497] [INFO ] [sig       ] [988/3417] Completed ECC in 0.3s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:59.112539] [INFO ] [sig       ] [989/3417] Forecasting ECL...
[2026-02-10T20:20:59.112586] [INFO ] [sig       ] Generating forecast for: ECL
[2026-02-10T20:20:59.112622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2026-02-10T20:20:59.125226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2026-02-10T20:20:59.125599] [INFO ] [FORECASTER] Starting predict_future for ECL
[2026-02-10T20:20:59.126625] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2026-02-10T20:20:59.126678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:59.126711] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:59.126738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:59.126795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:59.188994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:59.190091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:59.190193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:59.190228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:59.318547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:59.318733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:59.318783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:59.318818] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:59.322672] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2026-02-10T20:20:59.322972] [INFO ] [FORECASTER] Completed predict_future for ECL
[2026-02-10T20:20:59.323108] [INFO ] [sig       ] ECL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:59.471557] [INFO ] [LOCAL     ] Saved forecast: ECL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ECL.txt
[2026-02-10T20:20:59.471741] [INFO ] [sig       ] [989/3417] Completed ECL in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:59.471793] [INFO ] [sig       ] [990/3417] Forecasting ECPG...
[2026-02-10T20:20:59.471845] [INFO ] [sig       ] Generating forecast for: ECPG
[2026-02-10T20:20:59.471880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2026-02-10T20:20:59.484174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2026-02-10T20:20:59.484551] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2026-02-10T20:20:59.485372] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2026-02-10T20:20:59.485427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:59.485459] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:59.485485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:59.485542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:59.545496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:59.546245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:59.546331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:59.546365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:20:59.665409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:20:59.665563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:20:59.665626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:20:59.665661] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:20:59.669265] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=16.53%)
[2026-02-10T20:20:59.669556] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2026-02-10T20:20:59.669713] [INFO ] [sig       ] ECPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:20:59.819821] [INFO ] [LOCAL     ] Saved forecast: ECPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ECPG.txt
[2026-02-10T20:20:59.819966] [INFO ] [sig       ] [990/3417] Completed ECPG in 0.3s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:20:59.820007] [INFO ] [sig       ] [991/3417] Forecasting ECX...
[2026-02-10T20:20:59.820037] [INFO ] [sig       ] Generating forecast for: ECX
[2026-02-10T20:20:59.820068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2026-02-10T20:20:59.832453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2026-02-10T20:20:59.833035] [INFO ] [FORECASTER] Starting predict_future for ECX
[2026-02-10T20:20:59.834077] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2026-02-10T20:20:59.834131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:20:59.834165] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:20:59.834193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:20:59.834256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:20:59.898842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:20:59.899750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:20:59.899837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:20:59.899873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:00.045281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:00.045483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:00.045552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:00.045628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:00.052224] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=26.20%)
[2026-02-10T20:21:00.052760] [INFO ] [FORECASTER] Completed predict_future for ECX
[2026-02-10T20:21:00.053174] [INFO ] [sig       ] ECX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:00.237296] [INFO ] [LOCAL     ] Saved forecast: ECX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ECX.txt
[2026-02-10T20:21:00.237443] [INFO ] [sig       ] [991/3417] Completed ECX in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:21:00.237485] [INFO ] [sig       ] [992/3417] Forecasting ED...
[2026-02-10T20:21:00.237515] [INFO ] [sig       ] Generating forecast for: ED
[2026-02-10T20:21:00.237545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2026-02-10T20:21:00.254854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2026-02-10T20:21:00.255187] [INFO ] [FORECASTER] Starting predict_future for ED
[2026-02-10T20:21:00.255984] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2026-02-10T20:21:00.256037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:00.256069] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:00.256096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:00.256153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:00.315440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:00.316245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:00.316328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:00.316362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:00.442798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:00.442963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:00.443005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:00.443035] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:00.446917] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2026-02-10T20:21:00.447286] [INFO ] [FORECASTER] Completed predict_future for ED
[2026-02-10T20:21:00.447434] [INFO ] [sig       ] ED: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:00.593284] [INFO ] [LOCAL     ] Saved forecast: ED	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ED.txt
[2026-02-10T20:21:00.593495] [INFO ] [sig       ] [992/3417] Completed ED in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:21:00.593539] [INFO ] [sig       ] [993/3417] Forecasting EDAP...
[2026-02-10T20:21:00.593588] [INFO ] [sig       ] Generating forecast for: EDAP
[2026-02-10T20:21:00.593636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2026-02-10T20:21:00.605941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2026-02-10T20:21:00.606264] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2026-02-10T20:21:00.607114] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2026-02-10T20:21:00.607169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:00.607202] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:00.607229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:00.607292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:00.665543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:00.666373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:00.666468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:00.666504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:00.787503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:00.787701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:00.787754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:00.787809] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:00.792116] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2026-02-10T20:21:00.792511] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2026-02-10T20:21:00.792707] [INFO ] [sig       ] EDAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:00.936885] [INFO ] [LOCAL     ] Saved forecast: EDAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EDAP.txt
[2026-02-10T20:21:00.937023] [INFO ] [sig       ] [993/3417] Completed EDAP in 0.3s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:21:00.937062] [INFO ] [sig       ] [994/3417] Forecasting EDD...
[2026-02-10T20:21:00.937091] [INFO ] [sig       ] Generating forecast for: EDD
[2026-02-10T20:21:00.937123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2026-02-10T20:21:00.948348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2026-02-10T20:21:00.948689] [INFO ] [FORECASTER] Starting predict_future for EDD
[2026-02-10T20:21:00.949491] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2026-02-10T20:21:00.949545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:00.949601] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:00.949632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:00.949689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:01.023070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:01.023973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:01.024061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:01.024096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:01.150281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:01.150439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:01.150480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:01.150508] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:01.154004] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2026-02-10T20:21:01.154290] [INFO ] [FORECASTER] Completed predict_future for EDD
[2026-02-10T20:21:01.154419] [INFO ] [sig       ] EDD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:01.297252] [INFO ] [LOCAL     ] Saved forecast: EDD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EDD.txt
[2026-02-10T20:21:01.297396] [INFO ] [sig       ] [994/3417] Completed EDD in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:21:01.297438] [INFO ] [sig       ] [995/3417] Forecasting EDF...
[2026-02-10T20:21:01.297470] [INFO ] [sig       ] Generating forecast for: EDF
[2026-02-10T20:21:01.297501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2026-02-10T20:21:01.309455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2026-02-10T20:21:01.309767] [INFO ] [FORECASTER] Starting predict_future for EDF
[2026-02-10T20:21:01.310788] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2026-02-10T20:21:01.311030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:01.311063] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:01.311092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:01.311151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:01.373163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:01.373949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:01.374063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:01.374112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:01.502517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:01.502701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:01.502744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:01.502775] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:01.506279] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2026-02-10T20:21:01.506587] [INFO ] [FORECASTER] Completed predict_future for EDF
[2026-02-10T20:21:01.506722] [INFO ] [sig       ] EDF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:01.653171] [INFO ] [LOCAL     ] Saved forecast: EDF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EDF.txt
[2026-02-10T20:21:01.653311] [INFO ] [sig       ] [995/3417] Completed EDF in 0.4s | 2.79 sym/s | Total: 5.9m | ETA: 14.5m
[2026-02-10T20:21:01.653354] [INFO ] [sig       ] [996/3417] Forecasting EDN...
[2026-02-10T20:21:01.653387] [INFO ] [sig       ] Generating forecast for: EDN
[2026-02-10T20:21:01.653419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2026-02-10T20:21:01.666711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2026-02-10T20:21:01.667003] [INFO ] [FORECASTER] Starting predict_future for EDN
[2026-02-10T20:21:01.667822] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2026-02-10T20:21:01.667887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:01.667923] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:01.667951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:01.668007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:01.726786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:01.727462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:01.727545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:01.727597] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:01.849270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:01.849430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:01.849472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:01.849502] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:01.853075] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2026-02-10T20:21:01.853378] [INFO ] [FORECASTER] Completed predict_future for EDN
[2026-02-10T20:21:01.853514] [INFO ] [sig       ] EDN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:02.006079] [INFO ] [LOCAL     ] Saved forecast: EDN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EDN.txt
[2026-02-10T20:21:02.006258] [INFO ] [sig       ] [996/3417] Completed EDN in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.5m
[2026-02-10T20:21:02.006312] [INFO ] [sig       ] [997/3417] Forecasting EE...
[2026-02-10T20:21:02.006345] [INFO ] [sig       ] Generating forecast for: EE
[2026-02-10T20:21:02.006383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2026-02-10T20:21:02.019481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2026-02-10T20:21:02.019901] [INFO ] [FORECASTER] Starting predict_future for EE
[2026-02-10T20:21:02.020711] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2026-02-10T20:21:02.020763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:02.020795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:02.020822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:02.020891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:02.077649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:02.078472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:02.078589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:02.078627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:02.200276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:02.200435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:02.200475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:02.200503] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:02.203951] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2026-02-10T20:21:02.204234] [INFO ] [FORECASTER] Completed predict_future for EE
[2026-02-10T20:21:02.204366] [INFO ] [sig       ] EE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:02.351424] [INFO ] [LOCAL     ] Saved forecast: EE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EE.txt
[2026-02-10T20:21:02.351564] [INFO ] [sig       ] [997/3417] Completed EE in 0.3s | 2.79 sym/s | Total: 6.0m | ETA: 14.5m
[2026-02-10T20:21:02.351626] [INFO ] [sig       ] [998/3417] Forecasting EEMA...
[2026-02-10T20:21:02.351658] [INFO ] [sig       ] Generating forecast for: EEMA
[2026-02-10T20:21:02.351688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2026-02-10T20:21:02.362936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2026-02-10T20:21:02.363272] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2026-02-10T20:21:02.364128] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2026-02-10T20:21:02.364183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:02.364217] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:02.364244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:02.364301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:02.428451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:02.429528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:02.429664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:02.429716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:02.553563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:02.553748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:02.553798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:02.553834] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:02.557697] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2026-02-10T20:21:02.558004] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2026-02-10T20:21:02.558166] [INFO ] [sig       ] EEMA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:02.705945] [INFO ] [LOCAL     ] Saved forecast: EEMA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EEMA.txt
[2026-02-10T20:21:02.706116] [INFO ] [sig       ] [998/3417] Completed EEMA in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.5m
[2026-02-10T20:21:02.706158] [INFO ] [sig       ] [999/3417] Forecasting EEX...
[2026-02-10T20:21:02.706188] [INFO ] [sig       ] Generating forecast for: EEX
[2026-02-10T20:21:02.706219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2026-02-10T20:21:02.717806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2026-02-10T20:21:02.718335] [INFO ] [FORECASTER] Starting predict_future for EEX
[2026-02-10T20:21:02.719347] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2026-02-10T20:21:02.719411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:02.719445] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:02.719472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:02.719528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:02.779515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:02.780395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:02.780480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:02.780513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:02.914015] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:02.914382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:02.914423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:02.914453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:02.918663] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2026-02-10T20:21:02.918949] [INFO ] [FORECASTER] Completed predict_future for EEX
[2026-02-10T20:21:02.919273] [INFO ] [sig       ] EEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:03.071878] [INFO ] [LOCAL     ] Saved forecast: EEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EEX.txt
[2026-02-10T20:21:03.072019] [INFO ] [sig       ] [999/3417] Completed EEX in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:03.072059] [INFO ] [sig       ] [1000/3417] Forecasting EFC...
[2026-02-10T20:21:03.072088] [INFO ] [sig       ] Generating forecast for: EFC
[2026-02-10T20:21:03.072120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2026-02-10T20:21:03.085930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2026-02-10T20:21:03.086279] [INFO ] [FORECASTER] Starting predict_future for EFC
[2026-02-10T20:21:03.087278] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2026-02-10T20:21:03.087330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:03.087362] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:03.087389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:03.087450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:03.148603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:03.149409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:03.149497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:03.149530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:03.270847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:03.271010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:03.271051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:03.271081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:03.274620] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2026-02-10T20:21:03.274909] [INFO ] [FORECASTER] Completed predict_future for EFC
[2026-02-10T20:21:03.275043] [INFO ] [sig       ] EFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:03.433692] [INFO ] [LOCAL     ] Saved forecast: EFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EFC.txt
[2026-02-10T20:21:03.433883] [INFO ] [sig       ] [1000/3417] Completed EFC in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:03.433926] [INFO ] [sig       ] [1001/3417] Forecasting EFSC...
[2026-02-10T20:21:03.434151] [INFO ] [sig       ] Generating forecast for: EFSC
[2026-02-10T20:21:03.434192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2026-02-10T20:21:03.449536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2026-02-10T20:21:03.449931] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2026-02-10T20:21:03.450789] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2026-02-10T20:21:03.450843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:03.450885] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:03.450915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:03.450980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:03.511562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:03.512312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:03.512396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:03.512430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:03.638329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:03.638503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:03.638553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:03.638616] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:03.642477] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2026-02-10T20:21:03.642786] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2026-02-10T20:21:03.642923] [INFO ] [sig       ] EFSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:03.793929] [INFO ] [LOCAL     ] Saved forecast: EFSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EFSC.txt
[2026-02-10T20:21:03.794073] [INFO ] [sig       ] [1001/3417] Completed EFSC in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:03.794113] [INFO ] [sig       ] [1002/3417] Forecasting EFX...
[2026-02-10T20:21:03.794143] [INFO ] [sig       ] Generating forecast for: EFX
[2026-02-10T20:21:03.794175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2026-02-10T20:21:03.806625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2026-02-10T20:21:03.806974] [INFO ] [FORECASTER] Starting predict_future for EFX
[2026-02-10T20:21:03.807766] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2026-02-10T20:21:03.807822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:03.807880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:03.807910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:03.807971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:03.871715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:03.872773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:03.872863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:03.872898] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:03.998818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:03.998983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:03.999025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:03.999054] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:04.002693] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=75.78%)
[2026-02-10T20:21:04.003016] [INFO ] [FORECASTER] Completed predict_future for EFX
[2026-02-10T20:21:04.003165] [INFO ] [sig       ] EFX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:04.145631] [INFO ] [LOCAL     ] Saved forecast: EFX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EFX.txt
[2026-02-10T20:21:04.145774] [INFO ] [sig       ] [1002/3417] Completed EFX in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:04.145830] [INFO ] [sig       ] [1003/3417] Forecasting EG...
[2026-02-10T20:21:04.145893] [INFO ] [sig       ] Generating forecast for: EG
[2026-02-10T20:21:04.145931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2026-02-10T20:21:04.159398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2026-02-10T20:21:04.159742] [INFO ] [FORECASTER] Starting predict_future for EG
[2026-02-10T20:21:04.160536] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2026-02-10T20:21:04.160611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:04.160645] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:04.160673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:04.160731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:04.223386] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:04.224310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:04.224395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:04.224430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:04.348983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:04.349146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:04.349189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:04.349219] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:04.352867] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=36.95%)
[2026-02-10T20:21:04.353162] [INFO ] [FORECASTER] Completed predict_future for EG
[2026-02-10T20:21:04.353300] [INFO ] [sig       ] EG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:04.499846] [INFO ] [LOCAL     ] Saved forecast: EG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EG.txt
[2026-02-10T20:21:04.499989] [INFO ] [sig       ] [1003/3417] Completed EG in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:04.500030] [INFO ] [sig       ] [1004/3417] Forecasting EGAN...
[2026-02-10T20:21:04.500061] [INFO ] [sig       ] Generating forecast for: EGAN
[2026-02-10T20:21:04.500092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2026-02-10T20:21:04.511477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2026-02-10T20:21:04.511851] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2026-02-10T20:21:04.512685] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2026-02-10T20:21:04.512738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:04.512770] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:04.512797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:04.512854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:04.570503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:04.571295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:04.571382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:04.571416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:04.694535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:04.694712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:04.694753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:04.694782] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:04.698250] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2026-02-10T20:21:04.698529] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2026-02-10T20:21:04.698715] [INFO ] [sig       ] EGAN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:04.843837] [INFO ] [LOCAL     ] Saved forecast: EGAN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EGAN.txt
[2026-02-10T20:21:04.844024] [INFO ] [sig       ] [1004/3417] Completed EGAN in 0.3s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:04.844067] [INFO ] [sig       ] [1005/3417] Forecasting EGBN...
[2026-02-10T20:21:04.844099] [INFO ] [sig       ] Generating forecast for: EGBN
[2026-02-10T20:21:04.844130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2026-02-10T20:21:04.856627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2026-02-10T20:21:04.857008] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2026-02-10T20:21:04.857848] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2026-02-10T20:21:04.857900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:04.857933] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:04.857959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:04.858016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:04.918425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:04.919421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:04.919510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:04.919545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:05.042208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:05.042395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:05.042436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:05.042500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:05.046189] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2026-02-10T20:21:05.046489] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2026-02-10T20:21:05.046646] [INFO ] [sig       ] EGBN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:05.191187] [INFO ] [LOCAL     ] Saved forecast: EGBN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EGBN.txt
[2026-02-10T20:21:05.191333] [INFO ] [sig       ] [1005/3417] Completed EGBN in 0.3s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:05.191373] [INFO ] [sig       ] [1006/3417] Forecasting EGP...
[2026-02-10T20:21:05.191404] [INFO ] [sig       ] Generating forecast for: EGP
[2026-02-10T20:21:05.191434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2026-02-10T20:21:05.204866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2026-02-10T20:21:05.205225] [INFO ] [FORECASTER] Starting predict_future for EGP
[2026-02-10T20:21:05.206213] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2026-02-10T20:21:05.206266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:05.206298] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:05.206325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:05.206381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:05.268699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:05.269445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:05.269530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:05.269564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:05.408092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:05.408256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:05.408316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:05.408348] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:05.412133] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=81.70%)
[2026-02-10T20:21:05.412443] [INFO ] [FORECASTER] Completed predict_future for EGP
[2026-02-10T20:21:05.412605] [INFO ] [sig       ] EGP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:05.568313] [INFO ] [LOCAL     ] Saved forecast: EGP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EGP.txt
[2026-02-10T20:21:05.568464] [INFO ] [sig       ] [1006/3417] Completed EGP in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:05.568506] [INFO ] [sig       ] [1007/3417] Forecasting EGY...
[2026-02-10T20:21:05.568536] [INFO ] [sig       ] Generating forecast for: EGY
[2026-02-10T20:21:05.568566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2026-02-10T20:21:05.582098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2026-02-10T20:21:05.582417] [INFO ] [FORECASTER] Starting predict_future for EGY
[2026-02-10T20:21:05.583283] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2026-02-10T20:21:05.583338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:05.583377] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:05.583419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:05.583497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:05.648272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:05.649095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:05.649181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:05.649215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:05.784031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:05.784193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:05.784244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:05.784280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:05.788076] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=40.67%)
[2026-02-10T20:21:05.788367] [INFO ] [FORECASTER] Completed predict_future for EGY
[2026-02-10T20:21:05.788501] [INFO ] [sig       ] EGY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:05.953109] [INFO ] [LOCAL     ] Saved forecast: EGY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EGY.txt
[2026-02-10T20:21:05.953267] [INFO ] [sig       ] [1007/3417] Completed EGY in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:05.953309] [INFO ] [sig       ] [1008/3417] Forecasting EH...
[2026-02-10T20:21:05.953339] [INFO ] [sig       ] Generating forecast for: EH
[2026-02-10T20:21:05.953371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2026-02-10T20:21:05.965415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2026-02-10T20:21:05.965796] [INFO ] [FORECASTER] Starting predict_future for EH
[2026-02-10T20:21:05.966597] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2026-02-10T20:21:05.966651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:05.966684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:05.966712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:05.966769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:06.023024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:06.023977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:06.024089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:06.024122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:06.146126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:06.146444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:06.146486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:06.146514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:06.150132] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2026-02-10T20:21:06.150460] [INFO ] [FORECASTER] Completed predict_future for EH
[2026-02-10T20:21:06.150625] [INFO ] [sig       ] EH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:06.292685] [INFO ] [LOCAL     ] Saved forecast: EH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EH.txt
[2026-02-10T20:21:06.292855] [INFO ] [sig       ] [1008/3417] Completed EH in 0.3s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:06.292895] [INFO ] [sig       ] [1009/3417] Forecasting EHAB...
[2026-02-10T20:21:06.292926] [INFO ] [sig       ] Generating forecast for: EHAB
[2026-02-10T20:21:06.292960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2026-02-10T20:21:06.305906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2026-02-10T20:21:06.306277] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2026-02-10T20:21:06.307289] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2026-02-10T20:21:06.307341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:06.307374] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:06.307401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:06.307458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:06.365165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:06.366092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:06.366179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:06.366213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:06.504744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:06.504940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:06.505004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:06.505053] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:06.510056] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=29.33%)
[2026-02-10T20:21:06.510490] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2026-02-10T20:21:06.510701] [INFO ] [sig       ] EHAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:06.653424] [INFO ] [LOCAL     ] Saved forecast: EHAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EHAB.txt
[2026-02-10T20:21:06.653609] [INFO ] [sig       ] [1009/3417] Completed EHAB in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:06.653654] [INFO ] [sig       ] [1010/3417] Forecasting EHC...
[2026-02-10T20:21:06.653686] [INFO ] [sig       ] Generating forecast for: EHC
[2026-02-10T20:21:06.653717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2026-02-10T20:21:06.666196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2026-02-10T20:21:06.666595] [INFO ] [FORECASTER] Starting predict_future for EHC
[2026-02-10T20:21:06.667379] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2026-02-10T20:21:06.667432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:06.667474] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:06.667501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:06.667557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:06.725895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:06.726789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:06.726877] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:06.726910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:06.853739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:06.853905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:06.853949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:06.853979] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:06.857911] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2026-02-10T20:21:06.858248] [INFO ] [FORECASTER] Completed predict_future for EHC
[2026-02-10T20:21:06.858388] [INFO ] [sig       ] EHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:07.005447] [INFO ] [LOCAL     ] Saved forecast: EHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EHC.txt
[2026-02-10T20:21:07.005627] [INFO ] [sig       ] [1010/3417] Completed EHC in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:07.005672] [INFO ] [sig       ] [1011/3417] Forecasting EHI...
[2026-02-10T20:21:07.005704] [INFO ] [sig       ] Generating forecast for: EHI
[2026-02-10T20:21:07.005735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2026-02-10T20:21:07.018001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2026-02-10T20:21:07.018617] [INFO ] [FORECASTER] Starting predict_future for EHI
[2026-02-10T20:21:07.019642] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2026-02-10T20:21:07.019696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:07.019729] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:07.019756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:07.019813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:07.081350] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:07.082475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:07.082568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:07.082623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:07.206993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:07.207165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:07.207208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:07.207238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:07.210852] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2026-02-10T20:21:07.211138] [INFO ] [FORECASTER] Completed predict_future for EHI
[2026-02-10T20:21:07.211276] [INFO ] [sig       ] EHI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:07.356127] [INFO ] [LOCAL     ] Saved forecast: EHI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EHI.txt
[2026-02-10T20:21:07.356292] [INFO ] [sig       ] [1011/3417] Completed EHI in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:07.356334] [INFO ] [sig       ] [1012/3417] Forecasting EHTH...
[2026-02-10T20:21:07.356365] [INFO ] [sig       ] Generating forecast for: EHTH
[2026-02-10T20:21:07.356395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2026-02-10T20:21:07.368319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2026-02-10T20:21:07.368757] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2026-02-10T20:21:07.369650] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2026-02-10T20:21:07.369704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:07.369735] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:07.369762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:07.369822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:07.427512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:07.428462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:07.428602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:07.428652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:07.561563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:07.561773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:07.561823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:07.561858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:07.565939] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2026-02-10T20:21:07.566244] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2026-02-10T20:21:07.566376] [INFO ] [sig       ] EHTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:07.722421] [INFO ] [LOCAL     ] Saved forecast: EHTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EHTH.txt
[2026-02-10T20:21:07.722616] [INFO ] [sig       ] [1012/3417] Completed EHTH in 0.4s | 2.79 sym/s | Total: 6.0m | ETA: 14.4m
[2026-02-10T20:21:07.722663] [INFO ] [sig       ] [1013/3417] Forecasting EIC...
[2026-02-10T20:21:07.722694] [INFO ] [sig       ] Generating forecast for: EIC
[2026-02-10T20:21:07.722725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2026-02-10T20:21:07.736698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2026-02-10T20:21:07.737298] [INFO ] [FORECASTER] Starting predict_future for EIC
[2026-02-10T20:21:07.738276] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2026-02-10T20:21:07.738331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:07.738363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:07.738391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:07.738449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:07.798392] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:07.799341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:07.799429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:07.799463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:07.929628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:07.929791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:07.929834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:07.929879] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:07.934398] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2026-02-10T20:21:07.934787] [INFO ] [FORECASTER] Completed predict_future for EIC
[2026-02-10T20:21:07.934968] [INFO ] [sig       ] EIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:08.096919] [INFO ] [LOCAL     ] Saved forecast: EIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EIC.txt
[2026-02-10T20:21:08.097148] [INFO ] [sig       ] [1013/3417] Completed EIC in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.4m
[2026-02-10T20:21:08.097214] [INFO ] [sig       ] [1014/3417] Forecasting EIG...
[2026-02-10T20:21:08.097275] [INFO ] [sig       ] Generating forecast for: EIG
[2026-02-10T20:21:08.097326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2026-02-10T20:21:08.205196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2026-02-10T20:21:08.205785] [INFO ] [FORECASTER] Starting predict_future for EIG
[2026-02-10T20:21:08.206821] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2026-02-10T20:21:08.206881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:08.206916] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:08.206945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:08.207005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:08.268560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:08.269868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:08.269983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:08.270018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:08.402539] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:08.402847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:08.402897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:08.402928] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:08.408122] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2026-02-10T20:21:08.408667] [INFO ] [FORECASTER] Completed predict_future for EIG
[2026-02-10T20:21:08.408866] [INFO ] [sig       ] EIG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:08.560875] [INFO ] [LOCAL     ] Saved forecast: EIG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EIG.txt
[2026-02-10T20:21:08.561075] [INFO ] [sig       ] [1014/3417] Completed EIG in 0.5s | 2.79 sym/s | Total: 6.1m | ETA: 14.4m
[2026-02-10T20:21:08.561120] [INFO ] [sig       ] [1015/3417] Forecasting EIX...
[2026-02-10T20:21:08.561150] [INFO ] [sig       ] Generating forecast for: EIX
[2026-02-10T20:21:08.561181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2026-02-10T20:21:08.573887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2026-02-10T20:21:08.574286] [INFO ] [FORECASTER] Starting predict_future for EIX
[2026-02-10T20:21:08.575136] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2026-02-10T20:21:08.575190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:08.575223] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:08.575251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:08.575310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:08.636808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:08.637992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:08.638099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:08.638147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:08.769686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:08.769873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:08.769941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:08.769985] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:08.774038] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2026-02-10T20:21:08.774418] [INFO ] [FORECASTER] Completed predict_future for EIX
[2026-02-10T20:21:08.774595] [INFO ] [sig       ] EIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:08.934840] [INFO ] [LOCAL     ] Saved forecast: EIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EIX.txt
[2026-02-10T20:21:08.935072] [INFO ] [sig       ] [1015/3417] Completed EIX in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.4m
[2026-02-10T20:21:08.935116] [INFO ] [sig       ] [1016/3417] Forecasting EL...
[2026-02-10T20:21:08.935148] [INFO ] [sig       ] Generating forecast for: EL
[2026-02-10T20:21:08.935181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2026-02-10T20:21:08.952677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2026-02-10T20:21:08.953358] [INFO ] [FORECASTER] Starting predict_future for EL
[2026-02-10T20:21:08.954422] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2026-02-10T20:21:08.954489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:08.954533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:08.954592] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:08.954678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:09.024305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:09.025434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:09.025521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:09.025555] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:09.156065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:09.156236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:09.156278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:09.156308] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:09.159832] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2026-02-10T20:21:09.160129] [INFO ] [FORECASTER] Completed predict_future for EL
[2026-02-10T20:21:09.160265] [INFO ] [sig       ] EL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:09.307178] [INFO ] [LOCAL     ] Saved forecast: EL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EL.txt
[2026-02-10T20:21:09.307355] [INFO ] [sig       ] [1016/3417] Completed EL in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.4m
[2026-02-10T20:21:09.307398] [INFO ] [sig       ] [1017/3417] Forecasting ELAB...
[2026-02-10T20:21:09.307430] [INFO ] [sig       ] Generating forecast for: ELAB
[2026-02-10T20:21:09.307461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2026-02-10T20:21:09.319214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2026-02-10T20:21:09.319662] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2026-02-10T20:21:09.320496] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2026-02-10T20:21:09.320550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:09.320603] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:09.320632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:09.320689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:09.378926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:09.379853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:09.379956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:09.379996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:09.509704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:09.509890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:09.509944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:09.509980] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:09.513817] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2026-02-10T20:21:09.514124] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2026-02-10T20:21:09.514272] [INFO ] [sig       ] ELAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:09.668062] [INFO ] [LOCAL     ] Saved forecast: ELAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ELAB.txt
[2026-02-10T20:21:09.668222] [INFO ] [sig       ] [1017/3417] Completed ELAB in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:09.668264] [INFO ] [sig       ] [1018/3417] Forecasting ELAN...
[2026-02-10T20:21:09.668294] [INFO ] [sig       ] Generating forecast for: ELAN
[2026-02-10T20:21:09.668323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2026-02-10T20:21:09.681930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2026-02-10T20:21:09.682284] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2026-02-10T20:21:09.683106] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2026-02-10T20:21:09.683159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:09.683192] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:09.683219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:09.683276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:09.741085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:09.741883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:09.741970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:09.742003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:09.873342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:09.873500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:09.873544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:09.873594] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:09.877101] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=72.97%)
[2026-02-10T20:21:09.877379] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2026-02-10T20:21:09.877509] [INFO ] [sig       ] ELAN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:10.022417] [INFO ] [LOCAL     ] Saved forecast: ELAN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ELAN.txt
[2026-02-10T20:21:10.022553] [INFO ] [sig       ] [1018/3417] Completed ELAN in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:10.022612] [INFO ] [sig       ] [1019/3417] Forecasting ELC...
[2026-02-10T20:21:10.022644] [INFO ] [sig       ] Generating forecast for: ELC
[2026-02-10T20:21:10.022675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2026-02-10T20:21:10.034261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2026-02-10T20:21:10.034615] [INFO ] [FORECASTER] Starting predict_future for ELC
[2026-02-10T20:21:10.035391] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2026-02-10T20:21:10.035443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:10.035500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:10.035529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:10.035603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:10.097057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:10.098171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:10.098279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:10.098313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:10.227378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:10.227548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:10.227610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:10.227642] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:10.231350] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2026-02-10T20:21:10.231704] [INFO ] [FORECASTER] Completed predict_future for ELC
[2026-02-10T20:21:10.231865] [INFO ] [sig       ] ELC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:10.385533] [INFO ] [LOCAL     ] Saved forecast: ELC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ELC.txt
[2026-02-10T20:21:10.385726] [INFO ] [sig       ] [1019/3417] Completed ELC in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:10.385770] [INFO ] [sig       ] [1020/3417] Forecasting ELDN...
[2026-02-10T20:21:10.385800] [INFO ] [sig       ] Generating forecast for: ELDN
[2026-02-10T20:21:10.385859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2026-02-10T20:21:10.401455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2026-02-10T20:21:10.401973] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2026-02-10T20:21:10.403077] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2026-02-10T20:21:10.403146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:10.403192] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:10.403232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:10.403319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:10.471461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:10.472652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:10.472737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:10.472771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:10.596968] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:10.597145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:10.597190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:10.597220] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:10.601270] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2026-02-10T20:21:10.601591] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2026-02-10T20:21:10.601736] [INFO ] [sig       ] ELDN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:10.752392] [INFO ] [LOCAL     ] Saved forecast: ELDN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ELDN.txt
[2026-02-10T20:21:10.752562] [INFO ] [sig       ] [1020/3417] Completed ELDN in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:10.752626] [INFO ] [sig       ] [1021/3417] Forecasting ELF...
[2026-02-10T20:21:10.752658] [INFO ] [sig       ] Generating forecast for: ELF
[2026-02-10T20:21:10.752689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2026-02-10T20:21:10.765065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2026-02-10T20:21:10.765429] [INFO ] [FORECASTER] Starting predict_future for ELF
[2026-02-10T20:21:10.766228] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2026-02-10T20:21:10.766282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:10.766315] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:10.766341] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:10.766414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:10.823161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:10.824112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:10.824202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:10.824235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:10.960398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:10.960564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:10.960625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:10.960655] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:10.964645] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2026-02-10T20:21:10.964952] [INFO ] [FORECASTER] Completed predict_future for ELF
[2026-02-10T20:21:10.965104] [INFO ] [sig       ] ELF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:11.115966] [INFO ] [LOCAL     ] Saved forecast: ELF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ELF.txt
[2026-02-10T20:21:11.116140] [INFO ] [sig       ] [1021/3417] Completed ELF in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:11.116183] [INFO ] [sig       ] [1022/3417] Forecasting ELME...
[2026-02-10T20:21:11.116212] [INFO ] [sig       ] Generating forecast for: ELME
[2026-02-10T20:21:11.116243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2026-02-10T20:21:11.129374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2026-02-10T20:21:11.129790] [INFO ] [FORECASTER] Starting predict_future for ELME
[2026-02-10T20:21:11.130634] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2026-02-10T20:21:11.130691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:11.130725] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:11.130752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:11.130823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:11.187980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:11.188908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:11.189009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:11.189048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:11.318354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:11.318526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:11.318567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:11.318656] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:11.322971] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2026-02-10T20:21:11.323495] [INFO ] [FORECASTER] Completed predict_future for ELME
[2026-02-10T20:21:11.323673] [INFO ] [sig       ] ELME: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:11.468720] [INFO ] [LOCAL     ] Saved forecast: ELME	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ELME.txt
[2026-02-10T20:21:11.468882] [INFO ] [sig       ] [1022/3417] Completed ELME in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:11.468929] [INFO ] [sig       ] [1023/3417] Forecasting ELS...
[2026-02-10T20:21:11.468967] [INFO ] [sig       ] Generating forecast for: ELS
[2026-02-10T20:21:11.469006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2026-02-10T20:21:11.480975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2026-02-10T20:21:11.481362] [INFO ] [FORECASTER] Starting predict_future for ELS
[2026-02-10T20:21:11.482170] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2026-02-10T20:21:11.482235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:11.482268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:11.482296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:11.482352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:11.548374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:11.549326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:11.549417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:11.549451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:11.672956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:11.673321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:11.673375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:11.673412] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:11.676900] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2026-02-10T20:21:11.677201] [INFO ] [FORECASTER] Completed predict_future for ELS
[2026-02-10T20:21:11.677339] [INFO ] [sig       ] ELS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:11.830073] [INFO ] [LOCAL     ] Saved forecast: ELS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ELS.txt
[2026-02-10T20:21:11.830252] [INFO ] [sig       ] [1023/3417] Completed ELS in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:11.830295] [INFO ] [sig       ] [1024/3417] Forecasting ELTX...
[2026-02-10T20:21:11.830332] [INFO ] [sig       ] Generating forecast for: ELTX
[2026-02-10T20:21:11.830365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2026-02-10T20:21:11.842158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2026-02-10T20:21:11.842569] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2026-02-10T20:21:11.843421] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2026-02-10T20:21:11.843476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:11.843509] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:11.843538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:11.843615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:11.902852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:11.903811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:11.903902] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:11.903935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:12.034306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:12.034469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:12.034510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:12.034540] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:12.038177] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2026-02-10T20:21:12.038480] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2026-02-10T20:21:12.038638] [INFO ] [sig       ] ELTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:12.191695] [INFO ] [LOCAL     ] Saved forecast: ELTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ELTX.txt
[2026-02-10T20:21:12.191857] [INFO ] [sig       ] [1024/3417] Completed ELTX in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:12.191898] [INFO ] [sig       ] [1025/3417] Forecasting ELVA...
[2026-02-10T20:21:12.191930] [INFO ] [sig       ] Generating forecast for: ELVA
[2026-02-10T20:21:12.191962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2026-02-10T20:21:12.203499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2026-02-10T20:21:12.203790] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2026-02-10T20:21:12.204557] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2026-02-10T20:21:12.204632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:12.204664] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:12.204691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:12.204746] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:12.267489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:12.268266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:12.268352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:12.268385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:12.385011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:12.385173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:12.385216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:12.385245] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:12.388911] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2026-02-10T20:21:12.389238] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2026-02-10T20:21:12.389377] [INFO ] [sig       ] ELVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:12.540206] [INFO ] [LOCAL     ] Saved forecast: ELVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ELVA.txt
[2026-02-10T20:21:12.540364] [INFO ] [sig       ] [1025/3417] Completed ELVA in 0.3s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:12.540407] [INFO ] [sig       ] [1026/3417] Forecasting ELVN...
[2026-02-10T20:21:12.540438] [INFO ] [sig       ] Generating forecast for: ELVN
[2026-02-10T20:21:12.540475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2026-02-10T20:21:12.553943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2026-02-10T20:21:12.554350] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2026-02-10T20:21:12.555238] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2026-02-10T20:21:12.555294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:12.555330] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:12.555359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:12.555421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:12.617697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:12.618667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:12.618760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:12.618796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:12.745780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:12.745941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:12.745984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:12.746017] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:12.749911] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2026-02-10T20:21:12.750243] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2026-02-10T20:21:12.750380] [INFO ] [sig       ] ELVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:12.897174] [INFO ] [LOCAL     ] Saved forecast: ELVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ELVN.txt
[2026-02-10T20:21:12.897334] [INFO ] [sig       ] [1026/3417] Completed ELVN in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:12.897376] [INFO ] [sig       ] [1027/3417] Forecasting EM...
[2026-02-10T20:21:12.897406] [INFO ] [sig       ] Generating forecast for: EM
[2026-02-10T20:21:12.897437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2026-02-10T20:21:12.909365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2026-02-10T20:21:12.909672] [INFO ] [FORECASTER] Starting predict_future for EM
[2026-02-10T20:21:12.910749] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2026-02-10T20:21:12.910810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:12.910844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:12.910872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:12.910931] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:12.973369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:12.974283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:12.974371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:12.974406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:13.097777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:13.097986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:13.098048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:13.098081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:13.101605] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2026-02-10T20:21:13.101884] [INFO ] [FORECASTER] Completed predict_future for EM
[2026-02-10T20:21:13.102019] [INFO ] [sig       ] EM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:13.249219] [INFO ] [LOCAL     ] Saved forecast: EM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EM.txt
[2026-02-10T20:21:13.249563] [INFO ] [sig       ] [1027/3417] Completed EM in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:13.249627] [INFO ] [sig       ] [1028/3417] Forecasting EMB...
[2026-02-10T20:21:13.249658] [INFO ] [sig       ] Generating forecast for: EMB
[2026-02-10T20:21:13.249690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2026-02-10T20:21:13.262644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2026-02-10T20:21:13.263013] [INFO ] [FORECASTER] Starting predict_future for EMB
[2026-02-10T20:21:13.263816] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2026-02-10T20:21:13.263868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:13.263900] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:13.263926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:13.263982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:13.325657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:13.326610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:13.326701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:13.326736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:13.459847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:13.460008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:13.460050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:13.460084] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:13.463793] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=84.32%)
[2026-02-10T20:21:13.464109] [INFO ] [FORECASTER] Completed predict_future for EMB
[2026-02-10T20:21:13.464245] [INFO ] [sig       ] EMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:13.621404] [INFO ] [LOCAL     ] Saved forecast: EMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EMB.txt
[2026-02-10T20:21:13.621593] [INFO ] [sig       ] [1028/3417] Completed EMB in 0.4s | 2.79 sym/s | Total: 6.1m | ETA: 14.3m
[2026-02-10T20:21:13.621637] [INFO ] [sig       ] [1029/3417] Forecasting EMBC...
[2026-02-10T20:21:13.621669] [INFO ] [sig       ] Generating forecast for: EMBC
[2026-02-10T20:21:13.621699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2026-02-10T20:21:13.635977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2026-02-10T20:21:13.636611] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2026-02-10T20:21:13.637482] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2026-02-10T20:21:13.637538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:13.637602] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:13.637657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:13.637720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:13.703977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:13.705121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:13.705457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:13.705493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:13.840019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:13.840202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:13.840248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:13.840280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:13.844110] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=30.17%)
[2026-02-10T20:21:13.844616] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2026-02-10T20:21:13.844755] [INFO ] [sig       ] EMBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:13.998679] [INFO ] [LOCAL     ] Saved forecast: EMBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EMBC.txt
[2026-02-10T20:21:13.998849] [INFO ] [sig       ] [1029/3417] Completed EMBC in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.3m
[2026-02-10T20:21:13.998891] [INFO ] [sig       ] [1030/3417] Forecasting EMD...
[2026-02-10T20:21:13.998922] [INFO ] [sig       ] Generating forecast for: EMD
[2026-02-10T20:21:13.998953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2026-02-10T20:21:14.011691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2026-02-10T20:21:14.012018] [INFO ] [FORECASTER] Starting predict_future for EMD
[2026-02-10T20:21:14.012815] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2026-02-10T20:21:14.012868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:14.012901] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:14.012929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:14.012986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:14.073952] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:14.074837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:14.074925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:14.074959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:14.202891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:14.203055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:14.203114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:14.203146] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:14.206775] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2026-02-10T20:21:14.207094] [INFO ] [FORECASTER] Completed predict_future for EMD
[2026-02-10T20:21:14.207235] [INFO ] [sig       ] EMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:14.353513] [INFO ] [LOCAL     ] Saved forecast: EMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EMD.txt
[2026-02-10T20:21:14.353686] [INFO ] [sig       ] [1030/3417] Completed EMD in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.3m
[2026-02-10T20:21:14.353729] [INFO ] [sig       ] [1031/3417] Forecasting EMF...
[2026-02-10T20:21:14.353757] [INFO ] [sig       ] Generating forecast for: EMF
[2026-02-10T20:21:14.353787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2026-02-10T20:21:14.365997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2026-02-10T20:21:14.366330] [INFO ] [FORECASTER] Starting predict_future for EMF
[2026-02-10T20:21:14.367129] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2026-02-10T20:21:14.367183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:14.367215] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:14.367242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:14.367299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:14.428712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:14.429627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:14.429719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:14.429753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:14.554863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:14.555035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:14.555079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:14.555109] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:14.559156] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2026-02-10T20:21:14.559618] [INFO ] [FORECASTER] Completed predict_future for EMF
[2026-02-10T20:21:14.559791] [INFO ] [sig       ] EMF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:14.709542] [INFO ] [LOCAL     ] Saved forecast: EMF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EMF.txt
[2026-02-10T20:21:14.709750] [INFO ] [sig       ] [1031/3417] Completed EMF in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.3m
[2026-02-10T20:21:14.709793] [INFO ] [sig       ] [1032/3417] Forecasting EMN...
[2026-02-10T20:21:14.709822] [INFO ] [sig       ] Generating forecast for: EMN
[2026-02-10T20:21:14.709853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2026-02-10T20:21:14.722041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2026-02-10T20:21:14.722478] [INFO ] [FORECASTER] Starting predict_future for EMN
[2026-02-10T20:21:14.723353] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2026-02-10T20:21:14.723411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:14.723443] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:14.723470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:14.723527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:14.784773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:14.785784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:14.785884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:14.785918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:14.913876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:14.914045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:14.914086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:14.914117] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:14.917649] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=80.32%)
[2026-02-10T20:21:14.917965] [INFO ] [FORECASTER] Completed predict_future for EMN
[2026-02-10T20:21:14.918172] [INFO ] [sig       ] EMN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:15.069851] [INFO ] [LOCAL     ] Saved forecast: EMN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EMN.txt
[2026-02-10T20:21:15.070090] [INFO ] [sig       ] [1032/3417] Completed EMN in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.3m
[2026-02-10T20:21:15.070154] [INFO ] [sig       ] [1033/3417] Forecasting EMO...
[2026-02-10T20:21:15.070198] [INFO ] [sig       ] Generating forecast for: EMO
[2026-02-10T20:21:15.070242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2026-02-10T20:21:15.082375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2026-02-10T20:21:15.082840] [INFO ] [FORECASTER] Starting predict_future for EMO
[2026-02-10T20:21:15.083770] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2026-02-10T20:21:15.083826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:15.083860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:15.083890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:15.083951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:15.148520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:15.149526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:15.149645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:15.149686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:15.268341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:15.268505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:15.268548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:15.268599] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:15.272357] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2026-02-10T20:21:15.272682] [INFO ] [FORECASTER] Completed predict_future for EMO
[2026-02-10T20:21:15.272821] [INFO ] [sig       ] EMO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:15.432348] [INFO ] [LOCAL     ] Saved forecast: EMO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EMO.txt
[2026-02-10T20:21:15.432504] [INFO ] [sig       ] [1033/3417] Completed EMO in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.3m
[2026-02-10T20:21:15.432546] [INFO ] [sig       ] [1034/3417] Forecasting EMXC...
[2026-02-10T20:21:15.432597] [INFO ] [sig       ] Generating forecast for: EMXC
[2026-02-10T20:21:15.432632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2026-02-10T20:21:15.446762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2026-02-10T20:21:15.447175] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2026-02-10T20:21:15.448144] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2026-02-10T20:21:15.448212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:15.448258] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:15.448289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:15.448518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:15.513329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:15.514295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:15.514395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:15.514431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:15.644188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:15.644380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:15.644425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:15.644456] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:15.648189] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2026-02-10T20:21:15.648497] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2026-02-10T20:21:15.648658] [INFO ] [sig       ] EMXC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:15.802537] [INFO ] [LOCAL     ] Saved forecast: EMXC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EMXC.txt
[2026-02-10T20:21:15.802720] [INFO ] [sig       ] [1034/3417] Completed EMXC in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:15.802761] [INFO ] [sig       ] [1035/3417] Forecasting ENB...
[2026-02-10T20:21:15.802792] [INFO ] [sig       ] Generating forecast for: ENB
[2026-02-10T20:21:15.802822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2026-02-10T20:21:15.815150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2026-02-10T20:21:15.815525] [INFO ] [FORECASTER] Starting predict_future for ENB
[2026-02-10T20:21:15.816323] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2026-02-10T20:21:15.816375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:15.816407] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:15.816434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:15.816491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:15.875002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:15.875936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:15.876026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:15.876062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:16.005849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:16.006013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:16.006054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:16.006083] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:16.009531] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2026-02-10T20:21:16.009832] [INFO ] [FORECASTER] Completed predict_future for ENB
[2026-02-10T20:21:16.009965] [INFO ] [sig       ] ENB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:16.153353] [INFO ] [LOCAL     ] Saved forecast: ENB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENB.txt
[2026-02-10T20:21:16.153512] [INFO ] [sig       ] [1035/3417] Completed ENB in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:16.153555] [INFO ] [sig       ] [1036/3417] Forecasting ENGN...
[2026-02-10T20:21:16.153609] [INFO ] [sig       ] Generating forecast for: ENGN
[2026-02-10T20:21:16.153642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2026-02-10T20:21:16.165503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2026-02-10T20:21:16.165888] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2026-02-10T20:21:16.166714] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2026-02-10T20:21:16.166767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:16.166825] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:16.166854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:16.166910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:16.227316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:16.228696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:16.228782] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:16.228815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:16.355178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:16.355362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:16.355404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:16.355433] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:16.359310] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2026-02-10T20:21:16.359811] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2026-02-10T20:21:16.359961] [INFO ] [sig       ] ENGN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:16.501532] [INFO ] [LOCAL     ] Saved forecast: ENGN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENGN.txt
[2026-02-10T20:21:16.501731] [INFO ] [sig       ] [1036/3417] Completed ENGN in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:16.501776] [INFO ] [sig       ] [1037/3417] Forecasting ENIC...
[2026-02-10T20:21:16.501807] [INFO ] [sig       ] Generating forecast for: ENIC
[2026-02-10T20:21:16.501838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2026-02-10T20:21:16.513697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2026-02-10T20:21:16.514061] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2026-02-10T20:21:16.515026] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2026-02-10T20:21:16.515090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:16.515129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:16.515162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:16.515229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:16.572909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:16.573826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:16.573943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:16.573978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:16.696991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:16.697159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:16.697200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:16.697228] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:16.700658] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2026-02-10T20:21:16.700943] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2026-02-10T20:21:16.701085] [INFO ] [sig       ] ENIC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:16.846520] [INFO ] [LOCAL     ] Saved forecast: ENIC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENIC.txt
[2026-02-10T20:21:16.846701] [INFO ] [sig       ] [1037/3417] Completed ENIC in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:16.846743] [INFO ] [sig       ] [1038/3417] Forecasting ENPH...
[2026-02-10T20:21:16.846781] [INFO ] [sig       ] Generating forecast for: ENPH
[2026-02-10T20:21:16.846813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2026-02-10T20:21:16.859767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2026-02-10T20:21:16.860133] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2026-02-10T20:21:16.860955] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2026-02-10T20:21:16.861008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:16.861040] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:16.861070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:16.861129] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:16.918311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:16.919134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:16.919218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:16.919251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:17.034793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:17.034958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:17.034999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:17.035031] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:17.038569] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2026-02-10T20:21:17.038873] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2026-02-10T20:21:17.039009] [INFO ] [sig       ] ENPH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:17.183269] [INFO ] [LOCAL     ] Saved forecast: ENPH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENPH.txt
[2026-02-10T20:21:17.183414] [INFO ] [sig       ] [1038/3417] Completed ENPH in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:17.183453] [INFO ] [sig       ] [1039/3417] Forecasting ENS...
[2026-02-10T20:21:17.183483] [INFO ] [sig       ] Generating forecast for: ENS
[2026-02-10T20:21:17.183515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2026-02-10T20:21:17.196177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2026-02-10T20:21:17.196520] [INFO ] [FORECASTER] Starting predict_future for ENS
[2026-02-10T20:21:17.197326] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2026-02-10T20:21:17.197386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:17.197419] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:17.197446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:17.197503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:17.257773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:17.258731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:17.258826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:17.258859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:17.381320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:17.381488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:17.381530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:17.381613] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:17.385758] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2026-02-10T20:21:17.386078] [INFO ] [FORECASTER] Completed predict_future for ENS
[2026-02-10T20:21:17.386227] [INFO ] [sig       ] ENS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:17.533114] [INFO ] [LOCAL     ] Saved forecast: ENS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENS.txt
[2026-02-10T20:21:17.533287] [INFO ] [sig       ] [1039/3417] Completed ENS in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:17.533329] [INFO ] [sig       ] [1040/3417] Forecasting ENSG...
[2026-02-10T20:21:17.533359] [INFO ] [sig       ] Generating forecast for: ENSG
[2026-02-10T20:21:17.533392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2026-02-10T20:21:17.547172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2026-02-10T20:21:17.547539] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2026-02-10T20:21:17.548403] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2026-02-10T20:21:17.548457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:17.548488] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:17.548514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:17.548589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:17.609286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:17.610196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:17.610286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:17.610321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:17.733019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:17.733178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:17.733225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:17.733254] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:17.736654] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2026-02-10T20:21:17.736933] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2026-02-10T20:21:17.737063] [INFO ] [sig       ] ENSG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:17.878661] [INFO ] [LOCAL     ] Saved forecast: ENSG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ENSG.txt
[2026-02-10T20:21:17.878807] [INFO ] [sig       ] [1040/3417] Completed ENSG in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:17.878846] [INFO ] [sig       ] [1041/3417] Forecasting ENTA...
[2026-02-10T20:21:17.878877] [INFO ] [sig       ] Generating forecast for: ENTA
[2026-02-10T20:21:17.878909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2026-02-10T20:21:17.892259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2026-02-10T20:21:17.892639] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2026-02-10T20:21:17.893449] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2026-02-10T20:21:17.893502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:17.893533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:17.893559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:17.893644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:17.952294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:17.953102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:17.953203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:17.953245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:18.078010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:18.078202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:18.078252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:18.078299] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:18.081805] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2026-02-10T20:21:18.082090] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2026-02-10T20:21:18.082227] [INFO ] [sig       ] ENTA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:18.226029] [INFO ] [LOCAL     ] Saved forecast: ENTA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ENTA.txt
[2026-02-10T20:21:18.226200] [INFO ] [sig       ] [1041/3417] Completed ENTA in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:18.226248] [INFO ] [sig       ] [1042/3417] Forecasting ENTG...
[2026-02-10T20:21:18.226279] [INFO ] [sig       ] Generating forecast for: ENTG
[2026-02-10T20:21:18.226310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2026-02-10T20:21:18.238895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2026-02-10T20:21:18.239245] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2026-02-10T20:21:18.240039] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2026-02-10T20:21:18.240099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:18.240137] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:18.240170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:18.240238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:18.299787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:18.300626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:18.300712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:18.300745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:18.436527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:18.436742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:18.436800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:18.436833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:18.440942] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2026-02-10T20:21:18.441318] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2026-02-10T20:21:18.441477] [INFO ] [sig       ] ENTG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:18.594982] [INFO ] [LOCAL     ] Saved forecast: ENTG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ENTG.txt
[2026-02-10T20:21:18.595151] [INFO ] [sig       ] [1042/3417] Completed ENTG in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:18.595202] [INFO ] [sig       ] [1043/3417] Forecasting ENTX...
[2026-02-10T20:21:18.595235] [INFO ] [sig       ] Generating forecast for: ENTX
[2026-02-10T20:21:18.595267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2026-02-10T20:21:18.608696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2026-02-10T20:21:18.609082] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2026-02-10T20:21:18.610002] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2026-02-10T20:21:18.610058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:18.610098] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:18.610132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:18.610203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:18.672870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:18.674031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:18.674121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:18.674175] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:18.812732] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:18.812901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:18.812945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:18.812975] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:18.817262] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2026-02-10T20:21:18.817633] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2026-02-10T20:21:18.817794] [INFO ] [sig       ] ENTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:18.966701] [INFO ] [LOCAL     ] Saved forecast: ENTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENTX.txt
[2026-02-10T20:21:18.966858] [INFO ] [sig       ] [1043/3417] Completed ENTX in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:18.966901] [INFO ] [sig       ] [1044/3417] Forecasting ENVA...
[2026-02-10T20:21:18.966931] [INFO ] [sig       ] Generating forecast for: ENVA
[2026-02-10T20:21:18.966962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2026-02-10T20:21:18.980249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2026-02-10T20:21:18.980645] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2026-02-10T20:21:18.981515] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2026-02-10T20:21:18.981593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:18.981629] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:18.981657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:18.981714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:19.042244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:19.043194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:19.043296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:19.043329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:19.173782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:19.173948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:19.173990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:19.174021] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:19.178164] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2026-02-10T20:21:19.178489] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2026-02-10T20:21:19.178826] [INFO ] [sig       ] ENVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:19.322402] [INFO ] [LOCAL     ] Saved forecast: ENVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENVA.txt
[2026-02-10T20:21:19.322548] [INFO ] [sig       ] [1044/3417] Completed ENVA in 0.4s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:19.322607] [INFO ] [sig       ] [1045/3417] Forecasting ENVB...
[2026-02-10T20:21:19.322639] [INFO ] [sig       ] Generating forecast for: ENVB
[2026-02-10T20:21:19.322668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2026-02-10T20:21:19.334752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2026-02-10T20:21:19.335079] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2026-02-10T20:21:19.336045] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2026-02-10T20:21:19.336098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:19.336130] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:19.336169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:19.336227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:19.393653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:19.394338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:19.394418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:19.394451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:19.516511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:19.516689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:19.516731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:19.516760] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:19.520217] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2026-02-10T20:21:19.520504] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2026-02-10T20:21:19.520653] [INFO ] [sig       ] ENVB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:19.663403] [INFO ] [LOCAL     ] Saved forecast: ENVB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ENVB.txt
[2026-02-10T20:21:19.663640] [INFO ] [sig       ] [1045/3417] Completed ENVB in 0.3s | 2.79 sym/s | Total: 6.2m | ETA: 14.2m
[2026-02-10T20:21:19.663691] [INFO ] [sig       ] [1046/3417] Forecasting ENVX...
[2026-02-10T20:21:19.663723] [INFO ] [sig       ] Generating forecast for: ENVX
[2026-02-10T20:21:19.663756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2026-02-10T20:21:19.678868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2026-02-10T20:21:19.679340] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2026-02-10T20:21:19.680692] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2026-02-10T20:21:19.680758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:19.680792] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:19.680820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:19.680879] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:19.744109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:19.744990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:19.745103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:19.745137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:19.872564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:19.872736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:19.872777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:19.872807] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:19.876383] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2026-02-10T20:21:19.876678] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2026-02-10T20:21:19.876809] [INFO ] [sig       ] ENVX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:20.029750] [INFO ] [LOCAL     ] Saved forecast: ENVX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ENVX.txt
[2026-02-10T20:21:20.029920] [INFO ] [sig       ] [1046/3417] Completed ENVX in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.2m
[2026-02-10T20:21:20.029962] [INFO ] [sig       ] [1047/3417] Forecasting EOD...
[2026-02-10T20:21:20.029993] [INFO ] [sig       ] Generating forecast for: EOD
[2026-02-10T20:21:20.030023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2026-02-10T20:21:20.041477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2026-02-10T20:21:20.041871] [INFO ] [FORECASTER] Starting predict_future for EOD
[2026-02-10T20:21:20.042710] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2026-02-10T20:21:20.042764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:20.042797] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:20.042825] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:20.042882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:20.099757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:20.100665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:20.100747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:20.100780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:20.220893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:20.221030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:20.221068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:20.221097] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:20.224442] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2026-02-10T20:21:20.224739] [INFO ] [FORECASTER] Completed predict_future for EOD
[2026-02-10T20:21:20.224866] [INFO ] [sig       ] EOD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:20.437082] [INFO ] [LOCAL     ] Saved forecast: EOD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EOD.txt
[2026-02-10T20:21:20.437235] [INFO ] [sig       ] [1047/3417] Completed EOD in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.2m
[2026-02-10T20:21:20.437274] [INFO ] [sig       ] [1048/3417] Forecasting EOG...
[2026-02-10T20:21:20.437304] [INFO ] [sig       ] Generating forecast for: EOG
[2026-02-10T20:21:20.437336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2026-02-10T20:21:20.449798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2026-02-10T20:21:20.450123] [INFO ] [FORECASTER] Starting predict_future for EOG
[2026-02-10T20:21:20.450916] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2026-02-10T20:21:20.450968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:20.451000] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:20.451027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:20.451083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:20.510997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:20.511805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:20.511886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:20.511918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:20.632256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:20.632415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:20.632455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:20.632483] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:20.635951] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2026-02-10T20:21:20.636230] [INFO ] [FORECASTER] Completed predict_future for EOG
[2026-02-10T20:21:20.636361] [INFO ] [sig       ] EOG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:20.783491] [INFO ] [LOCAL     ] Saved forecast: EOG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EOG.txt
[2026-02-10T20:21:20.783693] [INFO ] [sig       ] [1048/3417] Completed EOG in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.2m
[2026-02-10T20:21:20.783748] [INFO ] [sig       ] [1049/3417] Forecasting EOI...
[2026-02-10T20:21:20.783778] [INFO ] [sig       ] Generating forecast for: EOI
[2026-02-10T20:21:20.783817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2026-02-10T20:21:20.795605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2026-02-10T20:21:20.796001] [INFO ] [FORECASTER] Starting predict_future for EOI
[2026-02-10T20:21:20.796821] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2026-02-10T20:21:20.796874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:20.796907] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:20.796934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:20.796991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:20.854758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:20.855670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:20.855758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:20.855790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:20.979140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:20.979312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:20.979353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:20.979382] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:20.982864] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2026-02-10T20:21:20.983163] [INFO ] [FORECASTER] Completed predict_future for EOI
[2026-02-10T20:21:20.983301] [INFO ] [sig       ] EOI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:21.154235] [INFO ] [LOCAL     ] Saved forecast: EOI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EOI.txt
[2026-02-10T20:21:21.154461] [INFO ] [sig       ] [1049/3417] Completed EOI in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.2m
[2026-02-10T20:21:21.154508] [INFO ] [sig       ] [1050/3417] Forecasting EOLS...
[2026-02-10T20:21:21.154542] [INFO ] [sig       ] Generating forecast for: EOLS
[2026-02-10T20:21:21.154594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2026-02-10T20:21:21.167084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2026-02-10T20:21:21.167494] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2026-02-10T20:21:21.168343] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2026-02-10T20:21:21.168396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:21.168429] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:21.168457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:21.168515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:21.232245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:21.233182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:21.233274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:21.233309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:21.354561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:21.354740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:21.354781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:21.354809] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:21.358232] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2026-02-10T20:21:21.358513] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2026-02-10T20:21:21.358659] [INFO ] [sig       ] EOLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:21.502660] [INFO ] [LOCAL     ] Saved forecast: EOLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EOLS.txt
[2026-02-10T20:21:21.502829] [INFO ] [sig       ] [1050/3417] Completed EOLS in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:21.502872] [INFO ] [sig       ] [1051/3417] Forecasting EOS...
[2026-02-10T20:21:21.502902] [INFO ] [sig       ] Generating forecast for: EOS
[2026-02-10T20:21:21.502933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2026-02-10T20:21:21.515193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2026-02-10T20:21:21.515532] [INFO ] [FORECASTER] Starting predict_future for EOS
[2026-02-10T20:21:21.516383] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2026-02-10T20:21:21.516436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:21.516469] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:21.516496] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:21.516553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:21.576088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:21.577037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:21.577127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:21.577162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:21.712607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:21.712759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:21.712801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:21.712829] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:21.716252] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2026-02-10T20:21:21.716534] [INFO ] [FORECASTER] Completed predict_future for EOS
[2026-02-10T20:21:21.716682] [INFO ] [sig       ] EOS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:21.857413] [INFO ] [LOCAL     ] Saved forecast: EOS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EOS.txt
[2026-02-10T20:21:21.857559] [INFO ] [sig       ] [1051/3417] Completed EOS in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:21.857622] [INFO ] [sig       ] [1052/3417] Forecasting EOSE...
[2026-02-10T20:21:21.857659] [INFO ] [sig       ] Generating forecast for: EOSE
[2026-02-10T20:21:21.857697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2026-02-10T20:21:21.869676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2026-02-10T20:21:21.870001] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2026-02-10T20:21:21.870797] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2026-02-10T20:21:21.870850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:21.870883] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:21.870910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:21.870965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:21.930540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:21.931230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:21.931319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:21.931353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:22.048143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:22.048290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:22.048330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:22.048360] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:22.051857] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2026-02-10T20:21:22.052143] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2026-02-10T20:21:22.052304] [INFO ] [sig       ] EOSE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:22.193898] [INFO ] [LOCAL     ] Saved forecast: EOSE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EOSE.txt
[2026-02-10T20:21:22.194028] [INFO ] [sig       ] [1052/3417] Completed EOSE in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:22.194068] [INFO ] [sig       ] [1053/3417] Forecasting EPAC...
[2026-02-10T20:21:22.194097] [INFO ] [sig       ] Generating forecast for: EPAC
[2026-02-10T20:21:22.194126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2026-02-10T20:21:22.205309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2026-02-10T20:21:22.205616] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2026-02-10T20:21:22.206379] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2026-02-10T20:21:22.206430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:22.206499] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:22.206528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:22.206604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:22.264759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:22.265404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:22.265482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:22.265516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:22.386074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:22.386247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:22.386291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:22.386320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:22.390212] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2026-02-10T20:21:22.390508] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2026-02-10T20:21:22.390666] [INFO ] [sig       ] EPAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:22.540683] [INFO ] [LOCAL     ] Saved forecast: EPAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EPAC.txt
[2026-02-10T20:21:22.540856] [INFO ] [sig       ] [1053/3417] Completed EPAC in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:22.540898] [INFO ] [sig       ] [1054/3417] Forecasting EPAM...
[2026-02-10T20:21:22.540928] [INFO ] [sig       ] Generating forecast for: EPAM
[2026-02-10T20:21:22.540960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2026-02-10T20:21:22.553661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2026-02-10T20:21:22.554045] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2026-02-10T20:21:22.554887] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2026-02-10T20:21:22.554940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:22.554971] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:22.554997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:22.555054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:22.616663] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:22.617606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:22.617689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:22.617723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:22.750524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:22.750720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:22.750765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:22.750796] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:22.754624] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2026-02-10T20:21:22.754911] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2026-02-10T20:21:22.755046] [INFO ] [sig       ] EPAM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:22.899021] [INFO ] [LOCAL     ] Saved forecast: EPAM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EPAM.txt
[2026-02-10T20:21:22.899171] [INFO ] [sig       ] [1054/3417] Completed EPAM in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:22.899211] [INFO ] [sig       ] [1055/3417] Forecasting EPC...
[2026-02-10T20:21:22.899241] [INFO ] [sig       ] Generating forecast for: EPC
[2026-02-10T20:21:22.899272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2026-02-10T20:21:22.912983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2026-02-10T20:21:22.913323] [INFO ] [FORECASTER] Starting predict_future for EPC
[2026-02-10T20:21:22.914122] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2026-02-10T20:21:22.914178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:22.914210] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:22.914237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:22.914298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:22.974263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:22.974971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:22.975052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:22.975085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:23.097970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:23.098148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:23.098189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:23.098217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:23.101637] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=72.15%)
[2026-02-10T20:21:23.101907] [INFO ] [FORECASTER] Completed predict_future for EPC
[2026-02-10T20:21:23.102037] [INFO ] [sig       ] EPC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:23.249144] [INFO ] [LOCAL     ] Saved forecast: EPC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EPC.txt
[2026-02-10T20:21:23.249345] [INFO ] [sig       ] [1055/3417] Completed EPC in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:23.249399] [INFO ] [sig       ] [1056/3417] Forecasting EPD...
[2026-02-10T20:21:23.249438] [INFO ] [sig       ] Generating forecast for: EPD
[2026-02-10T20:21:23.249689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2026-02-10T20:21:23.263969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2026-02-10T20:21:23.264605] [INFO ] [FORECASTER] Starting predict_future for EPD
[2026-02-10T20:21:23.265505] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2026-02-10T20:21:23.265563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:23.265621] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:23.265650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:23.265708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:23.332097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:23.333154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:23.333248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:23.333299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:23.463645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:23.463806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:23.463848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:23.463912] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:23.467626] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2026-02-10T20:21:23.467916] [INFO ] [FORECASTER] Completed predict_future for EPD
[2026-02-10T20:21:23.468083] [INFO ] [sig       ] EPD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:23.614169] [INFO ] [LOCAL     ] Saved forecast: EPD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EPD.txt
[2026-02-10T20:21:23.614339] [INFO ] [sig       ] [1056/3417] Completed EPD in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:23.614387] [INFO ] [sig       ] [1057/3417] Forecasting EPSN...
[2026-02-10T20:21:23.614420] [INFO ] [sig       ] Generating forecast for: EPSN
[2026-02-10T20:21:23.614453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2026-02-10T20:21:23.626497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2026-02-10T20:21:23.626867] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2026-02-10T20:21:23.627755] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2026-02-10T20:21:23.627811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:23.627845] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:23.627874] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:23.627932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:23.688830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:23.689774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:23.689867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:23.689901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:23.813045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:23.813211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:23.813253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:23.813283] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:23.816906] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2026-02-10T20:21:23.817224] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2026-02-10T20:21:23.817369] [INFO ] [sig       ] EPSN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:23.968473] [INFO ] [LOCAL     ] Saved forecast: EPSN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EPSN.txt
[2026-02-10T20:21:23.968649] [INFO ] [sig       ] [1057/3417] Completed EPSN in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:23.968693] [INFO ] [sig       ] [1058/3417] Forecasting EQBK...
[2026-02-10T20:21:23.968722] [INFO ] [sig       ] Generating forecast for: EQBK
[2026-02-10T20:21:23.968752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2026-02-10T20:21:23.980398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2026-02-10T20:21:23.980732] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2026-02-10T20:21:23.981545] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2026-02-10T20:21:23.981628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:23.981661] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:23.981688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:23.981745] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:24.046078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:24.047059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:24.047152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:24.047186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:24.177926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:24.178111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:24.178154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:24.178185] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:24.181809] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2026-02-10T20:21:24.182111] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2026-02-10T20:21:24.182248] [INFO ] [sig       ] EQBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:24.342548] [INFO ] [LOCAL     ] Saved forecast: EQBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EQBK.txt
[2026-02-10T20:21:24.342714] [INFO ] [sig       ] [1058/3417] Completed EQBK in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:24.342755] [INFO ] [sig       ] [1059/3417] Forecasting EQH...
[2026-02-10T20:21:24.342786] [INFO ] [sig       ] Generating forecast for: EQH
[2026-02-10T20:21:24.342818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2026-02-10T20:21:24.355276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2026-02-10T20:21:24.355637] [INFO ] [FORECASTER] Starting predict_future for EQH
[2026-02-10T20:21:24.356408] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2026-02-10T20:21:24.356460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:24.356493] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:24.356520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:24.356599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:24.414921] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:24.415826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:24.415912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:24.415944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:24.547519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:24.547699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:24.547742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:24.547772] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:24.551640] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=92.48%)
[2026-02-10T20:21:24.551924] [INFO ] [FORECASTER] Completed predict_future for EQH
[2026-02-10T20:21:24.552060] [INFO ] [sig       ] EQH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:24.708090] [INFO ] [LOCAL     ] Saved forecast: EQH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EQH.txt
[2026-02-10T20:21:24.708299] [INFO ] [sig       ] [1059/3417] Completed EQH in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:24.708364] [INFO ] [sig       ] [1060/3417] Forecasting EQIX...
[2026-02-10T20:21:24.708399] [INFO ] [sig       ] Generating forecast for: EQIX
[2026-02-10T20:21:24.708431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2026-02-10T20:21:24.720920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2026-02-10T20:21:24.721334] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2026-02-10T20:21:24.722188] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2026-02-10T20:21:24.722244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:24.722278] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:24.722307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:24.722366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:24.783193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:24.784160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:24.784289] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:24.784330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:24.928409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:24.928585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:24.928629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:24.928658] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:24.932419] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2026-02-10T20:21:24.932716] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2026-02-10T20:21:24.932848] [INFO ] [sig       ] EQIX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:25.075634] [INFO ] [LOCAL     ] Saved forecast: EQIX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EQIX.txt
[2026-02-10T20:21:25.075772] [INFO ] [sig       ] [1060/3417] Completed EQIX in 0.4s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:25.075812] [INFO ] [sig       ] [1061/3417] Forecasting ERAS...
[2026-02-10T20:21:25.075842] [INFO ] [sig       ] Generating forecast for: ERAS
[2026-02-10T20:21:25.075871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2026-02-10T20:21:25.088394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2026-02-10T20:21:25.088717] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2026-02-10T20:21:25.089505] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2026-02-10T20:21:25.089559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:25.089615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:25.089644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:25.089700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:25.148355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:25.149171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:25.149251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:25.149283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:25.269677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:25.269810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:25.269848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:25.269877] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:25.273230] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2026-02-10T20:21:25.273506] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2026-02-10T20:21:25.273659] [INFO ] [sig       ] ERAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:25.418602] [INFO ] [LOCAL     ] Saved forecast: ERAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ERAS.txt
[2026-02-10T20:21:25.418734] [INFO ] [sig       ] [1061/3417] Completed ERAS in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:25.418789] [INFO ] [sig       ] [1062/3417] Forecasting ERIC...
[2026-02-10T20:21:25.418821] [INFO ] [sig       ] Generating forecast for: ERIC
[2026-02-10T20:21:25.418852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2026-02-10T20:21:25.430206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2026-02-10T20:21:25.430485] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2026-02-10T20:21:25.431298] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2026-02-10T20:21:25.431362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:25.431401] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:25.431431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:25.431487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:25.488935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:25.489776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:25.489878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:25.489913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:25.620479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:25.620660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:25.620701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:25.620729] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:25.624138] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2026-02-10T20:21:25.624418] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2026-02-10T20:21:25.624554] [INFO ] [sig       ] ERIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:25.764510] [INFO ] [LOCAL     ] Saved forecast: ERIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ERIC.txt
[2026-02-10T20:21:25.764867] [INFO ] [sig       ] [1062/3417] Completed ERIC in 0.3s | 2.79 sym/s | Total: 6.3m | ETA: 14.1m
[2026-02-10T20:21:25.764908] [INFO ] [sig       ] [1063/3417] Forecasting ERIE...
[2026-02-10T20:21:25.764938] [INFO ] [sig       ] Generating forecast for: ERIE
[2026-02-10T20:21:25.764967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2026-02-10T20:21:25.779002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2026-02-10T20:21:25.779388] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2026-02-10T20:21:25.780196] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2026-02-10T20:21:25.780249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:25.780280] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:25.780310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:25.780369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:25.843142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:25.844101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:25.844226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:25.844262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:25.978369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:25.978772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:25.978828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:25.978861] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:25.983308] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2026-02-10T20:21:25.983935] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2026-02-10T20:21:25.984125] [INFO ] [sig       ] ERIE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:26.129339] [INFO ] [LOCAL     ] Saved forecast: ERIE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ERIE.txt
[2026-02-10T20:21:26.129497] [INFO ] [sig       ] [1063/3417] Completed ERIE in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.1m
[2026-02-10T20:21:26.129539] [INFO ] [sig       ] [1064/3417] Forecasting ERII...
[2026-02-10T20:21:26.129588] [INFO ] [sig       ] Generating forecast for: ERII
[2026-02-10T20:21:26.129622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2026-02-10T20:21:26.142235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2026-02-10T20:21:26.142561] [INFO ] [FORECASTER] Starting predict_future for ERII
[2026-02-10T20:21:26.143414] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2026-02-10T20:21:26.143471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:26.143503] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:26.143529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:26.143603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:26.203196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:26.203985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:26.204067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:26.204101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:26.324356] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:26.324507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:26.324545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:26.324592] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:26.328067] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2026-02-10T20:21:26.328350] [INFO ] [FORECASTER] Completed predict_future for ERII
[2026-02-10T20:21:26.328481] [INFO ] [sig       ] ERII: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:26.472515] [INFO ] [LOCAL     ] Saved forecast: ERII	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ERII.txt
[2026-02-10T20:21:26.472671] [INFO ] [sig       ] [1064/3417] Completed ERII in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.1m
[2026-02-10T20:21:26.472712] [INFO ] [sig       ] [1065/3417] Forecasting ERO...
[2026-02-10T20:21:26.472743] [INFO ] [sig       ] Generating forecast for: ERO
[2026-02-10T20:21:26.472774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2026-02-10T20:21:26.486302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2026-02-10T20:21:26.486909] [INFO ] [FORECASTER] Starting predict_future for ERO
[2026-02-10T20:21:26.488017] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2026-02-10T20:21:26.488104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:26.488139] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:26.488167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:26.488223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:26.545750] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:26.546686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:26.546778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:26.546811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:26.669189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:26.669363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:26.669449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:26.669482] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:26.673124] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2026-02-10T20:21:26.673453] [INFO ] [FORECASTER] Completed predict_future for ERO
[2026-02-10T20:21:26.673623] [INFO ] [sig       ] ERO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:26.820533] [INFO ] [LOCAL     ] Saved forecast: ERO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ERO.txt
[2026-02-10T20:21:26.820719] [INFO ] [sig       ] [1065/3417] Completed ERO in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.1m
[2026-02-10T20:21:26.820762] [INFO ] [sig       ] [1066/3417] Forecasting ES...
[2026-02-10T20:21:26.820794] [INFO ] [sig       ] Generating forecast for: ES
[2026-02-10T20:21:26.820825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2026-02-10T20:21:26.832721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2026-02-10T20:21:26.833136] [INFO ] [FORECASTER] Starting predict_future for ES
[2026-02-10T20:21:26.834065] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2026-02-10T20:21:26.834124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:26.834157] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:26.834184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:26.834242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:26.894472] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:26.895385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:26.895474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:26.895509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:27.051953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:27.052160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:27.052227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:27.052264] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:27.056993] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2026-02-10T20:21:27.057358] [INFO ] [FORECASTER] Completed predict_future for ES
[2026-02-10T20:21:27.057545] [INFO ] [sig       ] ES: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:27.215415] [INFO ] [LOCAL     ] Saved forecast: ES	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ES.txt
[2026-02-10T20:21:27.215836] [INFO ] [sig       ] [1066/3417] Completed ES in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.1m
[2026-02-10T20:21:27.215881] [INFO ] [sig       ] [1067/3417] Forecasting ESAB...
[2026-02-10T20:21:27.215912] [INFO ] [sig       ] Generating forecast for: ESAB
[2026-02-10T20:21:27.215944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2026-02-10T20:21:27.229037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2026-02-10T20:21:27.229441] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2026-02-10T20:21:27.230456] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2026-02-10T20:21:27.230509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:27.230541] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:27.230586] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:27.230648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:27.290415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:27.291336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:27.291444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:27.291684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:27.422170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:27.422348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:27.422413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:27.422455] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:27.426116] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2026-02-10T20:21:27.426403] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2026-02-10T20:21:27.426536] [INFO ] [sig       ] ESAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:27.575335] [INFO ] [LOCAL     ] Saved forecast: ESAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ESAB.txt
[2026-02-10T20:21:27.575489] [INFO ] [sig       ] [1067/3417] Completed ESAB in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:27.575529] [INFO ] [sig       ] [1068/3417] Forecasting ESCA...
[2026-02-10T20:21:27.575560] [INFO ] [sig       ] Generating forecast for: ESCA
[2026-02-10T20:21:27.575614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2026-02-10T20:21:27.588894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2026-02-10T20:21:27.589303] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2026-02-10T20:21:27.590346] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2026-02-10T20:21:27.590423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:27.590464] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:27.590493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:27.590552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:27.659098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:27.660300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:27.660411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:27.660458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:27.785493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:27.785677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:27.785720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:27.785751] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:27.790103] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2026-02-10T20:21:27.790548] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2026-02-10T20:21:27.790722] [INFO ] [sig       ] ESCA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:27.951950] [INFO ] [LOCAL     ] Saved forecast: ESCA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ESCA.txt
[2026-02-10T20:21:27.952117] [INFO ] [sig       ] [1068/3417] Completed ESCA in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:27.952160] [INFO ] [sig       ] [1069/3417] Forecasting ESE...
[2026-02-10T20:21:27.952190] [INFO ] [sig       ] Generating forecast for: ESE
[2026-02-10T20:21:27.952220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2026-02-10T20:21:27.964653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2026-02-10T20:21:27.965002] [INFO ] [FORECASTER] Starting predict_future for ESE
[2026-02-10T20:21:27.965842] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2026-02-10T20:21:27.965908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:27.965961] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:27.965997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:27.966065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:28.023182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:28.024022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:28.024105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:28.024139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:28.142339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:28.142493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:28.142533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:28.142563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:28.145979] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2026-02-10T20:21:28.146255] [INFO ] [FORECASTER] Completed predict_future for ESE
[2026-02-10T20:21:28.146403] [INFO ] [sig       ] ESE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:28.286324] [INFO ] [LOCAL     ] Saved forecast: ESE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ESE.txt
[2026-02-10T20:21:28.286467] [INFO ] [sig       ] [1069/3417] Completed ESE in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:28.286505] [INFO ] [sig       ] [1070/3417] Forecasting ESEA...
[2026-02-10T20:21:28.286535] [INFO ] [sig       ] Generating forecast for: ESEA
[2026-02-10T20:21:28.286566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2026-02-10T20:21:28.298881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2026-02-10T20:21:28.299199] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2026-02-10T20:21:28.300228] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2026-02-10T20:21:28.300281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:28.300344] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:28.300379] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:28.300448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:28.360412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:28.361157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:28.361273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:28.361308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:28.481329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:28.481490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:28.481529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:28.481556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:28.485020] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=33.34%)
[2026-02-10T20:21:28.485321] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2026-02-10T20:21:28.485482] [INFO ] [sig       ] ESEA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:28.626322] [INFO ] [LOCAL     ] Saved forecast: ESEA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ESEA.txt
[2026-02-10T20:21:28.626460] [INFO ] [sig       ] [1070/3417] Completed ESEA in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:28.626516] [INFO ] [sig       ] [1071/3417] Forecasting ESGD...
[2026-02-10T20:21:28.626548] [INFO ] [sig       ] Generating forecast for: ESGD
[2026-02-10T20:21:28.626596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2026-02-10T20:21:28.638311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2026-02-10T20:21:28.638663] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2026-02-10T20:21:28.639451] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2026-02-10T20:21:28.639505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:28.639538] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:28.639566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:28.639646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:28.697987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:28.698944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:28.699052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:28.699087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:28.834258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:28.834424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:28.834465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:28.834497] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:28.838334] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2026-02-10T20:21:28.838721] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2026-02-10T20:21:28.838871] [INFO ] [sig       ] ESGD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:28.991981] [INFO ] [LOCAL     ] Saved forecast: ESGD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ESGD.txt
[2026-02-10T20:21:28.992158] [INFO ] [sig       ] [1071/3417] Completed ESGD in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:28.992205] [INFO ] [sig       ] [1072/3417] Forecasting ESGE...
[2026-02-10T20:21:28.992236] [INFO ] [sig       ] Generating forecast for: ESGE
[2026-02-10T20:21:28.992268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2026-02-10T20:21:29.011456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2026-02-10T20:21:29.011976] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2026-02-10T20:21:29.013423] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2026-02-10T20:21:29.013490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:29.013527] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:29.013556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:29.013636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:29.074344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:29.075260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:29.075346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:29.075378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:29.206512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:29.206686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:29.206727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:29.206755] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:29.210207] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2026-02-10T20:21:29.210475] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2026-02-10T20:21:29.210618] [INFO ] [sig       ] ESGE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:29.353534] [INFO ] [LOCAL     ] Saved forecast: ESGE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ESGE.txt
[2026-02-10T20:21:29.353685] [INFO ] [sig       ] [1072/3417] Completed ESGE in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:29.353725] [INFO ] [sig       ] [1073/3417] Forecasting ESI...
[2026-02-10T20:21:29.353770] [INFO ] [sig       ] Generating forecast for: ESI
[2026-02-10T20:21:29.353805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2026-02-10T20:21:29.366001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2026-02-10T20:21:29.366317] [INFO ] [FORECASTER] Starting predict_future for ESI
[2026-02-10T20:21:29.367122] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2026-02-10T20:21:29.367176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:29.367208] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:29.367235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:29.367291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:29.428147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:29.428905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:29.428990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:29.429024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:29.548287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:29.548438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:29.548479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:29.548540] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:29.551959] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2026-02-10T20:21:29.552247] [INFO ] [FORECASTER] Completed predict_future for ESI
[2026-02-10T20:21:29.552380] [INFO ] [sig       ] ESI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:29.696061] [INFO ] [LOCAL     ] Saved forecast: ESI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ESI.txt
[2026-02-10T20:21:29.696236] [INFO ] [sig       ] [1073/3417] Completed ESI in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:29.696277] [INFO ] [sig       ] [1074/3417] Forecasting ESOA...
[2026-02-10T20:21:29.696307] [INFO ] [sig       ] Generating forecast for: ESOA
[2026-02-10T20:21:29.696338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2026-02-10T20:21:29.710059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2026-02-10T20:21:29.710467] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2026-02-10T20:21:29.711510] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2026-02-10T20:21:29.711563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:29.711618] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:29.711645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:29.711701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:29.774619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:29.775716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:29.775823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:29.775856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:29.904693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:29.904856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:29.904897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:29.904925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:29.909092] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2026-02-10T20:21:29.909421] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2026-02-10T20:21:29.909780] [INFO ] [sig       ] ESOA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:30.085454] [INFO ] [LOCAL     ] Saved forecast: ESOA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ESOA.txt
[2026-02-10T20:21:30.085728] [INFO ] [sig       ] [1074/3417] Completed ESOA in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:30.085799] [INFO ] [sig       ] [1075/3417] Forecasting ESPO...
[2026-02-10T20:21:30.085846] [INFO ] [sig       ] Generating forecast for: ESPO
[2026-02-10T20:21:30.085894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2026-02-10T20:21:30.103244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2026-02-10T20:21:30.103772] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2026-02-10T20:21:30.104890] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2026-02-10T20:21:30.104959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:30.105006] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:30.105048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:30.105134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:30.189707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:30.190695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:30.190787] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:30.190822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:30.321657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:30.321827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:30.321873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:30.321904] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:30.325418] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2026-02-10T20:21:30.325724] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2026-02-10T20:21:30.325877] [INFO ] [sig       ] ESPO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:30.491229] [INFO ] [LOCAL     ] Saved forecast: ESPO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ESPO.txt
[2026-02-10T20:21:30.491440] [INFO ] [sig       ] [1075/3417] Completed ESPO in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:30.491492] [INFO ] [sig       ] [1076/3417] Forecasting ESQ...
[2026-02-10T20:21:30.491530] [INFO ] [sig       ] Generating forecast for: ESQ
[2026-02-10T20:21:30.491599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2026-02-10T20:21:30.504519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2026-02-10T20:21:30.504940] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2026-02-10T20:21:30.505773] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2026-02-10T20:21:30.505827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:30.505858] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:30.505884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:30.505946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:30.563032] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:30.563936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:30.564029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:30.564063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:30.682292] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:30.682459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:30.682500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:30.682563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:30.686027] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2026-02-10T20:21:30.686305] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2026-02-10T20:21:30.686433] [INFO ] [sig       ] ESQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:30.825292] [INFO ] [LOCAL     ] Saved forecast: ESQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ESQ.txt
[2026-02-10T20:21:30.825432] [INFO ] [sig       ] [1076/3417] Completed ESQ in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:30.825472] [INFO ] [sig       ] [1077/3417] Forecasting ESTA...
[2026-02-10T20:21:30.825503] [INFO ] [sig       ] Generating forecast for: ESTA
[2026-02-10T20:21:30.825534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2026-02-10T20:21:30.837305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2026-02-10T20:21:30.837651] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2026-02-10T20:21:30.838481] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2026-02-10T20:21:30.838546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:30.838605] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:30.838635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:30.838692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:30.895847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:30.896597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:30.896681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:30.896714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:31.013876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:31.014040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:31.014081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:31.014111] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:31.017513] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2026-02-10T20:21:31.017807] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2026-02-10T20:21:31.017934] [INFO ] [sig       ] ESTA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:31.160307] [INFO ] [LOCAL     ] Saved forecast: ESTA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ESTA.txt
[2026-02-10T20:21:31.160492] [INFO ] [sig       ] [1077/3417] Completed ESTA in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:31.160546] [INFO ] [sig       ] [1078/3417] Forecasting ESTC...
[2026-02-10T20:21:31.160597] [INFO ] [sig       ] Generating forecast for: ESTC
[2026-02-10T20:21:31.160639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2026-02-10T20:21:31.172958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2026-02-10T20:21:31.173421] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2026-02-10T20:21:31.174338] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2026-02-10T20:21:31.174398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:31.174432] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:31.174459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:31.174517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:31.232306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:31.233284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:31.233394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:31.233457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:31.359409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:31.359597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:31.359641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:31.359670] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:31.363383] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2026-02-10T20:21:31.363716] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2026-02-10T20:21:31.363862] [INFO ] [sig       ] ESTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:31.510985] [INFO ] [LOCAL     ] Saved forecast: ESTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ESTC.txt
[2026-02-10T20:21:31.511150] [INFO ] [sig       ] [1078/3417] Completed ESTC in 0.4s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:31.511193] [INFO ] [sig       ] [1079/3417] Forecasting ETB...
[2026-02-10T20:21:31.511224] [INFO ] [sig       ] Generating forecast for: ETB
[2026-02-10T20:21:31.511257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2026-02-10T20:21:31.523025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2026-02-10T20:21:31.523389] [INFO ] [FORECASTER] Starting predict_future for ETB
[2026-02-10T20:21:31.524206] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2026-02-10T20:21:31.524271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:31.524309] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:31.524337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:31.524394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:31.581978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:31.582889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:31.582978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:31.583013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:31.702688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:31.702852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:31.702897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:31.702928] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:31.706662] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2026-02-10T20:21:31.706977] [INFO ] [FORECASTER] Completed predict_future for ETB
[2026-02-10T20:21:31.707121] [INFO ] [sig       ] ETB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:31.855909] [INFO ] [LOCAL     ] Saved forecast: ETB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ETB.txt
[2026-02-10T20:21:31.856111] [INFO ] [sig       ] [1079/3417] Completed ETB in 0.3s | 2.79 sym/s | Total: 6.4m | ETA: 14.0m
[2026-02-10T20:21:31.856155] [INFO ] [sig       ] [1080/3417] Forecasting ETD...
[2026-02-10T20:21:31.856196] [INFO ] [sig       ] Generating forecast for: ETD
[2026-02-10T20:21:31.856237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2026-02-10T20:21:31.870030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2026-02-10T20:21:31.870437] [INFO ] [FORECASTER] Starting predict_future for ETD
[2026-02-10T20:21:31.871407] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2026-02-10T20:21:31.871463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:31.871500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:31.871531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:31.871626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:31.930839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:31.931745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:31.931862] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:31.931895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:32.056202] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:32.056369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:32.056416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:32.056453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:32.060099] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2026-02-10T20:21:32.060385] [INFO ] [FORECASTER] Completed predict_future for ETD
[2026-02-10T20:21:32.060527] [INFO ] [sig       ] ETD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:32.207613] [INFO ] [LOCAL     ] Saved forecast: ETD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ETD.txt
[2026-02-10T20:21:32.207759] [INFO ] [sig       ] [1080/3417] Completed ETD in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 14.0m
[2026-02-10T20:21:32.207802] [INFO ] [sig       ] [1081/3417] Forecasting ETG...
[2026-02-10T20:21:32.207832] [INFO ] [sig       ] Generating forecast for: ETG
[2026-02-10T20:21:32.207863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2026-02-10T20:21:32.221349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2026-02-10T20:21:32.221703] [INFO ] [FORECASTER] Starting predict_future for ETG
[2026-02-10T20:21:32.222483] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2026-02-10T20:21:32.222537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:32.222589] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:32.222619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:32.222677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:32.280733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:32.281654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:32.281744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:32.281776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:32.407199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:32.407358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:32.407401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:32.407437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:32.411387] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2026-02-10T20:21:32.411701] [INFO ] [FORECASTER] Completed predict_future for ETG
[2026-02-10T20:21:32.411844] [INFO ] [sig       ] ETG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:32.565561] [INFO ] [LOCAL     ] Saved forecast: ETG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ETG.txt
[2026-02-10T20:21:32.565772] [INFO ] [sig       ] [1081/3417] Completed ETG in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 14.0m
[2026-02-10T20:21:32.565819] [INFO ] [sig       ] [1082/3417] Forecasting ETHA...
[2026-02-10T20:21:32.565851] [INFO ] [sig       ] Generating forecast for: ETHA
[2026-02-10T20:21:32.565881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2026-02-10T20:21:32.579158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2026-02-10T20:21:32.579602] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2026-02-10T20:21:32.580684] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2026-02-10T20:21:32.580755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:32.580788] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:32.580814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:32.580872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:32.642540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:32.643531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:32.643638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:32.643674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:32.773239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:32.773435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:32.773498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:32.773544] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:32.777219] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=22.83%)
[2026-02-10T20:21:32.777561] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2026-02-10T20:21:32.777740] [INFO ] [sig       ] ETHA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:32.932018] [INFO ] [LOCAL     ] Saved forecast: ETHA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ETHA.txt
[2026-02-10T20:21:32.932203] [INFO ] [sig       ] [1082/3417] Completed ETHA in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 14.0m
[2026-02-10T20:21:32.932252] [INFO ] [sig       ] [1083/3417] Forecasting ETJ...
[2026-02-10T20:21:32.932284] [INFO ] [sig       ] Generating forecast for: ETJ
[2026-02-10T20:21:32.932314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2026-02-10T20:21:32.944929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2026-02-10T20:21:32.945317] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2026-02-10T20:21:32.946318] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2026-02-10T20:21:32.946372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:32.946406] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:32.946433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:32.946493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:33.008464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:33.009394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:33.009690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:33.009724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:33.130520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:33.130703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:33.130746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:33.130776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:33.134270] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2026-02-10T20:21:33.134554] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2026-02-10T20:21:33.134706] [INFO ] [sig       ] ETJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:33.289414] [INFO ] [LOCAL     ] Saved forecast: ETJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ETJ.txt
[2026-02-10T20:21:33.289640] [INFO ] [sig       ] [1083/3417] Completed ETJ in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:33.289692] [INFO ] [sig       ] [1084/3417] Forecasting ETN...
[2026-02-10T20:21:33.289724] [INFO ] [sig       ] Generating forecast for: ETN
[2026-02-10T20:21:33.289755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2026-02-10T20:21:33.304432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2026-02-10T20:21:33.304803] [INFO ] [FORECASTER] Starting predict_future for ETN
[2026-02-10T20:21:33.305666] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2026-02-10T20:21:33.305722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:33.305755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:33.305784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:33.305843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:33.369787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:33.370734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:33.370825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:33.370860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:33.497508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:33.497690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:33.497732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:33.497761] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:33.502317] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2026-02-10T20:21:33.502643] [INFO ] [FORECASTER] Completed predict_future for ETN
[2026-02-10T20:21:33.502782] [INFO ] [sig       ] ETN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:33.650333] [INFO ] [LOCAL     ] Saved forecast: ETN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ETN.txt
[2026-02-10T20:21:33.650472] [INFO ] [sig       ] [1084/3417] Completed ETN in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:33.650513] [INFO ] [sig       ] [1085/3417] Forecasting ETO...
[2026-02-10T20:21:33.650543] [INFO ] [sig       ] Generating forecast for: ETO
[2026-02-10T20:21:33.650590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2026-02-10T20:21:33.663664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2026-02-10T20:21:33.663982] [INFO ] [FORECASTER] Starting predict_future for ETO
[2026-02-10T20:21:33.664794] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2026-02-10T20:21:33.664847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:33.664879] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:33.664906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:33.664962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:33.724037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:33.724852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:33.724935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:33.724968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:33.845173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:33.845326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:33.845366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:33.845395] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:33.848811] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2026-02-10T20:21:33.849096] [INFO ] [FORECASTER] Completed predict_future for ETO
[2026-02-10T20:21:33.849221] [INFO ] [sig       ] ETO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:33.996987] [INFO ] [LOCAL     ] Saved forecast: ETO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ETO.txt
[2026-02-10T20:21:33.997136] [INFO ] [sig       ] [1085/3417] Completed ETO in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:33.997178] [INFO ] [sig       ] [1086/3417] Forecasting ETON...
[2026-02-10T20:21:33.997208] [INFO ] [sig       ] Generating forecast for: ETON
[2026-02-10T20:21:33.997252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2026-02-10T20:21:34.011237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2026-02-10T20:21:34.011587] [INFO ] [FORECASTER] Starting predict_future for ETON
[2026-02-10T20:21:34.012390] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2026-02-10T20:21:34.012445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:34.012484] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:34.012517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:34.012612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:34.070863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:34.071527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:34.071627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:34.071663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:34.194038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:34.194190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:34.194229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:34.194259] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:34.197641] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2026-02-10T20:21:34.197916] [INFO ] [FORECASTER] Completed predict_future for ETON
[2026-02-10T20:21:34.198056] [INFO ] [sig       ] ETON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:34.341901] [INFO ] [LOCAL     ] Saved forecast: ETON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ETON.txt
[2026-02-10T20:21:34.342039] [INFO ] [sig       ] [1086/3417] Completed ETON in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:34.342081] [INFO ] [sig       ] [1087/3417] Forecasting ETSY...
[2026-02-10T20:21:34.342113] [INFO ] [sig       ] Generating forecast for: ETSY
[2026-02-10T20:21:34.342144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2026-02-10T20:21:34.355963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2026-02-10T20:21:34.356293] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2026-02-10T20:21:34.357102] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2026-02-10T20:21:34.357156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:34.357217] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:34.357247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:34.357306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:34.418205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:34.419059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:34.419145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:34.419180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:34.545524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:34.545714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:34.545755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:34.545784] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:34.549354] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2026-02-10T20:21:34.549719] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2026-02-10T20:21:34.549855] [INFO ] [sig       ] ETSY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:34.700963] [INFO ] [LOCAL     ] Saved forecast: ETSY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ETSY.txt
[2026-02-10T20:21:34.701105] [INFO ] [sig       ] [1087/3417] Completed ETSY in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:34.701147] [INFO ] [sig       ] [1088/3417] Forecasting ETY...
[2026-02-10T20:21:34.701178] [INFO ] [sig       ] Generating forecast for: ETY
[2026-02-10T20:21:34.701208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2026-02-10T20:21:34.714128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2026-02-10T20:21:34.714474] [INFO ] [FORECASTER] Starting predict_future for ETY
[2026-02-10T20:21:34.715279] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2026-02-10T20:21:34.715332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:34.715364] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:34.715391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:34.715449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:34.774475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:34.775197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:34.775278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:34.775311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:34.896123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:34.896281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:34.896323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:34.896352] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:34.899954] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2026-02-10T20:21:34.900235] [INFO ] [FORECASTER] Completed predict_future for ETY
[2026-02-10T20:21:34.900367] [INFO ] [sig       ] ETY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:35.043547] [INFO ] [LOCAL     ] Saved forecast: ETY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ETY.txt
[2026-02-10T20:21:35.043707] [INFO ] [sig       ] [1088/3417] Completed ETY in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:35.043747] [INFO ] [sig       ] [1089/3417] Forecasting EUFN...
[2026-02-10T20:21:35.043778] [INFO ] [sig       ] Generating forecast for: EUFN
[2026-02-10T20:21:35.043809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2026-02-10T20:21:35.057515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2026-02-10T20:21:35.057998] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2026-02-10T20:21:35.058914] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2026-02-10T20:21:35.058970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:35.059003] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:35.059030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:35.059087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:35.118017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:35.118970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:35.119070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:35.119103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:35.248445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:35.248657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:35.248701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:35.248730] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:35.252831] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=59.75%)
[2026-02-10T20:21:35.253203] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2026-02-10T20:21:35.253350] [INFO ] [sig       ] EUFN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:35.400360] [INFO ] [LOCAL     ] Saved forecast: EUFN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EUFN.txt
[2026-02-10T20:21:35.400533] [INFO ] [sig       ] [1089/3417] Completed EUFN in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:35.400600] [INFO ] [sig       ] [1090/3417] Forecasting EVAX...
[2026-02-10T20:21:35.400633] [INFO ] [sig       ] Generating forecast for: EVAX
[2026-02-10T20:21:35.400664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2026-02-10T20:21:35.412993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2026-02-10T20:21:35.413431] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2026-02-10T20:21:35.414313] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2026-02-10T20:21:35.414372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:35.414405] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:35.414431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:35.414489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:35.473841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:35.474946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:35.475045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:35.475077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:35.599017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:35.599182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:35.599223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:35.599296] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:35.603159] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2026-02-10T20:21:35.603549] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2026-02-10T20:21:35.603752] [INFO ] [sig       ] EVAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:35.755204] [INFO ] [LOCAL     ] Saved forecast: EVAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVAX.txt
[2026-02-10T20:21:35.755372] [INFO ] [sig       ] [1090/3417] Completed EVAX in 0.4s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:35.755415] [INFO ] [sig       ] [1091/3417] Forecasting EVC...
[2026-02-10T20:21:35.755445] [INFO ] [sig       ] Generating forecast for: EVC
[2026-02-10T20:21:35.755477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2026-02-10T20:21:35.768114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2026-02-10T20:21:35.768550] [INFO ] [FORECASTER] Starting predict_future for EVC
[2026-02-10T20:21:35.769706] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2026-02-10T20:21:35.769768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:35.769802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:35.770004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:35.770063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:35.834059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:35.835018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:35.835102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:35.835136] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:35.956583] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:35.956696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:35.956733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:35.956761] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:35.963361] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2026-02-10T20:21:35.963710] [INFO ] [FORECASTER] Completed predict_future for EVC
[2026-02-10T20:21:35.964033] [INFO ] [sig       ] EVC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:36.104507] [INFO ] [LOCAL     ] Saved forecast: EVC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVC.txt
[2026-02-10T20:21:36.104661] [INFO ] [sig       ] [1091/3417] Completed EVC in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:36.104707] [INFO ] [sig       ] [1092/3417] Forecasting EVCM...
[2026-02-10T20:21:36.104738] [INFO ] [sig       ] Generating forecast for: EVCM
[2026-02-10T20:21:36.104768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2026-02-10T20:21:36.118500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2026-02-10T20:21:36.119012] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2026-02-10T20:21:36.119998] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2026-02-10T20:21:36.120051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:36.120083] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:36.120109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:36.120165] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:36.177686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:36.178325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:36.178403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:36.178436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:36.294328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:36.294435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:36.294471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:36.294501] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:36.297669] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=57.66%)
[2026-02-10T20:21:36.298105] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2026-02-10T20:21:36.298233] [INFO ] [sig       ] EVCM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:36.438681] [INFO ] [LOCAL     ] Saved forecast: EVCM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EVCM.txt
[2026-02-10T20:21:36.438791] [INFO ] [sig       ] [1092/3417] Completed EVCM in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:36.438828] [INFO ] [sig       ] [1093/3417] Forecasting EVEX...
[2026-02-10T20:21:36.438857] [INFO ] [sig       ] Generating forecast for: EVEX
[2026-02-10T20:21:36.438887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2026-02-10T20:21:36.450708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2026-02-10T20:21:36.450975] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2026-02-10T20:21:36.451757] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2026-02-10T20:21:36.451809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:36.451863] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:36.451891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:36.451948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:36.509925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:36.510536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:36.510650] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:36.510690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:36.630743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:36.630857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:36.630893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:36.630922] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:36.634156] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2026-02-10T20:21:36.634423] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2026-02-10T20:21:36.634550] [INFO ] [sig       ] EVEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:36.781673] [INFO ] [LOCAL     ] Saved forecast: EVEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVEX.txt
[2026-02-10T20:21:36.781976] [INFO ] [sig       ] [1093/3417] Completed EVEX in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:36.782015] [INFO ] [sig       ] [1094/3417] Forecasting EVF...
[2026-02-10T20:21:36.782043] [INFO ] [sig       ] Generating forecast for: EVF
[2026-02-10T20:21:36.782073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2026-02-10T20:21:36.794171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2026-02-10T20:21:36.794443] [INFO ] [FORECASTER] Starting predict_future for EVF
[2026-02-10T20:21:36.795251] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2026-02-10T20:21:36.795304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:36.795336] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:36.795363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:36.795419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:36.855519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:36.856170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:36.856248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:36.856280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:36.967962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:36.968098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:36.968134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:36.968162] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:36.971458] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2026-02-10T20:21:36.971748] [INFO ] [FORECASTER] Completed predict_future for EVF
[2026-02-10T20:21:36.971877] [INFO ] [sig       ] EVF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:37.113417] [INFO ] [LOCAL     ] Saved forecast: EVF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVF.txt
[2026-02-10T20:21:37.113533] [INFO ] [sig       ] [1094/3417] Completed EVF in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:37.113588] [INFO ] [sig       ] [1095/3417] Forecasting EVG...
[2026-02-10T20:21:37.113622] [INFO ] [sig       ] Generating forecast for: EVG
[2026-02-10T20:21:37.113652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2026-02-10T20:21:37.124985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2026-02-10T20:21:37.125258] [INFO ] [FORECASTER] Starting predict_future for EVG
[2026-02-10T20:21:37.126046] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2026-02-10T20:21:37.126099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:37.126130] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:37.126156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:37.126212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:37.185412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:37.186097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:37.186178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:37.186210] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:37.303317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:37.303427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:37.303463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:37.303490] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:37.306664] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2026-02-10T20:21:37.306929] [INFO ] [FORECASTER] Completed predict_future for EVG
[2026-02-10T20:21:37.307056] [INFO ] [sig       ] EVG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:37.452835] [INFO ] [LOCAL     ] Saved forecast: EVG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVG.txt
[2026-02-10T20:21:37.452951] [INFO ] [sig       ] [1095/3417] Completed EVG in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:37.452989] [INFO ] [sig       ] [1096/3417] Forecasting EVGO...
[2026-02-10T20:21:37.453020] [INFO ] [sig       ] Generating forecast for: EVGO
[2026-02-10T20:21:37.453050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2026-02-10T20:21:37.465679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2026-02-10T20:21:37.465980] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2026-02-10T20:21:37.466763] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2026-02-10T20:21:37.466981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:37.467012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:37.467039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:37.467095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:37.524309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:37.524917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:37.524994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:37.525026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:37.645094] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:37.645202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:37.645238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:37.645266] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:37.648452] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=46.24%)
[2026-02-10T20:21:37.648773] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2026-02-10T20:21:37.648898] [INFO ] [sig       ] EVGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:37.787921] [INFO ] [LOCAL     ] Saved forecast: EVGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVGO.txt
[2026-02-10T20:21:37.788051] [INFO ] [sig       ] [1096/3417] Completed EVGO in 0.3s | 2.79 sym/s | Total: 6.5m | ETA: 13.9m
[2026-02-10T20:21:37.788098] [INFO ] [sig       ] [1097/3417] Forecasting EVH...
[2026-02-10T20:21:37.788129] [INFO ] [sig       ] Generating forecast for: EVH
[2026-02-10T20:21:37.788159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2026-02-10T20:21:37.799708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2026-02-10T20:21:37.799983] [INFO ] [FORECASTER] Starting predict_future for EVH
[2026-02-10T20:21:37.800824] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2026-02-10T20:21:37.800877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:37.800909] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:37.800937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:37.800994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:37.858118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:37.858787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:37.858889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:37.858923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:37.973070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:37.973184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:37.973221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:37.973250] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:37.976486] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2026-02-10T20:21:37.976772] [INFO ] [FORECASTER] Completed predict_future for EVH
[2026-02-10T20:21:37.976899] [INFO ] [sig       ] EVH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:38.119787] [INFO ] [LOCAL     ] Saved forecast: EVH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVH.txt
[2026-02-10T20:21:38.119923] [INFO ] [sig       ] [1097/3417] Completed EVH in 0.3s | 2.79 sym/s | Total: 6.6m | ETA: 13.9m
[2026-02-10T20:21:38.119961] [INFO ] [sig       ] [1098/3417] Forecasting EVN...
[2026-02-10T20:21:38.119991] [INFO ] [sig       ] Generating forecast for: EVN
[2026-02-10T20:21:38.120022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2026-02-10T20:21:38.132544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2026-02-10T20:21:38.132927] [INFO ] [FORECASTER] Starting predict_future for EVN
[2026-02-10T20:21:38.133852] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2026-02-10T20:21:38.133908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:38.133941] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:38.133969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:38.134028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:38.196901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:38.197562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:38.197680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:38.197721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:38.319159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:38.319272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:38.319309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:38.319338] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:38.322663] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2026-02-10T20:21:38.322934] [INFO ] [FORECASTER] Completed predict_future for EVN
[2026-02-10T20:21:38.323092] [INFO ] [sig       ] EVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:38.462638] [INFO ] [LOCAL     ] Saved forecast: EVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVN.txt
[2026-02-10T20:21:38.462793] [INFO ] [sig       ] [1098/3417] Completed EVN in 0.3s | 2.79 sym/s | Total: 6.6m | ETA: 13.9m
[2026-02-10T20:21:38.462840] [INFO ] [sig       ] [1099/3417] Forecasting EVO...
[2026-02-10T20:21:38.462872] [INFO ] [sig       ] Generating forecast for: EVO
[2026-02-10T20:21:38.462902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2026-02-10T20:21:38.475303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2026-02-10T20:21:38.475657] [INFO ] [FORECASTER] Starting predict_future for EVO
[2026-02-10T20:21:38.476520] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2026-02-10T20:21:38.476596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:38.476643] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:38.476679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:38.476751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:38.536693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:38.537594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:38.537697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:38.537738] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:38.667146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:38.667350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:38.667404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:38.667439] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:38.671771] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2026-02-10T20:21:38.672192] [INFO ] [FORECASTER] Completed predict_future for EVO
[2026-02-10T20:21:38.672355] [INFO ] [sig       ] EVO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:38.850472] [INFO ] [LOCAL     ] Saved forecast: EVO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVO.txt
[2026-02-10T20:21:38.850727] [INFO ] [sig       ] [1099/3417] Completed EVO in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:38.850797] [INFO ] [sig       ] [1100/3417] Forecasting EVRG...
[2026-02-10T20:21:38.850851] [INFO ] [sig       ] Generating forecast for: EVRG
[2026-02-10T20:21:38.850886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2026-02-10T20:21:38.864940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2026-02-10T20:21:38.865473] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2026-02-10T20:21:38.866677] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2026-02-10T20:21:38.866747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:38.866808] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:38.866853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:38.866933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:38.943810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:38.944824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:38.944932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:38.944967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:39.104434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:39.104678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:39.104752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:39.104825] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:39.110745] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2026-02-10T20:21:39.111318] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2026-02-10T20:21:39.111550] [INFO ] [sig       ] EVRG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:39.348930] [INFO ] [LOCAL     ] Saved forecast: EVRG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVRG.txt
[2026-02-10T20:21:39.349233] [INFO ] [sig       ] [1100/3417] Completed EVRG in 0.5s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:39.349306] [INFO ] [sig       ] [1101/3417] Forecasting EVSD...
[2026-02-10T20:21:39.349363] [INFO ] [sig       ] Generating forecast for: EVSD
[2026-02-10T20:21:39.349418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2026-02-10T20:21:39.371237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2026-02-10T20:21:39.371831] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2026-02-10T20:21:39.373136] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2026-02-10T20:21:39.373214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:39.373268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:39.373318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:39.373412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:39.478995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:39.480179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:39.480328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:39.480372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:39.666282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:39.666548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:39.666638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:39.666686] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:39.673115] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2026-02-10T20:21:39.673787] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2026-02-10T20:21:39.674064] [INFO ] [sig       ] EVSD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:39.907034] [INFO ] [LOCAL     ] Saved forecast: EVSD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVSD.txt
[2026-02-10T20:21:39.907207] [INFO ] [sig       ] [1101/3417] Completed EVSD in 0.6s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:39.907251] [INFO ] [sig       ] [1102/3417] Forecasting EVTC...
[2026-02-10T20:21:39.907281] [INFO ] [sig       ] Generating forecast for: EVTC
[2026-02-10T20:21:39.907312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2026-02-10T20:21:39.925179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2026-02-10T20:21:39.925674] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2026-02-10T20:21:39.926697] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2026-02-10T20:21:39.926763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:39.926798] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:39.926826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:39.926885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:39.985906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:39.987132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:39.987316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:39.987375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:40.118992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:40.119158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:40.119201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:40.119233] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:40.123025] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2026-02-10T20:21:40.123375] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2026-02-10T20:21:40.123524] [INFO ] [sig       ] EVTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:40.274050] [INFO ] [LOCAL     ] Saved forecast: EVTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EVTC.txt
[2026-02-10T20:21:40.274219] [INFO ] [sig       ] [1102/3417] Completed EVTC in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:40.274259] [INFO ] [sig       ] [1103/3417] Forecasting EVTL...
[2026-02-10T20:21:40.274290] [INFO ] [sig       ] Generating forecast for: EVTL
[2026-02-10T20:21:40.274322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2026-02-10T20:21:40.286141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2026-02-10T20:21:40.286588] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2026-02-10T20:21:40.287555] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2026-02-10T20:21:40.287643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:40.287684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:40.287714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:40.287780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:40.348881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:40.349794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:40.349892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:40.349927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:40.475659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:40.475820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:40.475867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:40.475898] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:40.479705] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2026-02-10T20:21:40.480065] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2026-02-10T20:21:40.480217] [INFO ] [sig       ] EVTL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:40.636622] [INFO ] [LOCAL     ] Saved forecast: EVTL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EVTL.txt
[2026-02-10T20:21:40.636803] [INFO ] [sig       ] [1103/3417] Completed EVTL in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:40.636847] [INFO ] [sig       ] [1104/3417] Forecasting EWBC...
[2026-02-10T20:21:40.636881] [INFO ] [sig       ] Generating forecast for: EWBC
[2026-02-10T20:21:40.636916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2026-02-10T20:21:40.649974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2026-02-10T20:21:40.650386] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2026-02-10T20:21:40.651266] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2026-02-10T20:21:40.651326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:40.651412] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:40.651457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:40.651541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:40.715468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:40.716623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:40.716739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:40.716782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:40.855241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:40.855407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:40.855451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:40.855482] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:40.859736] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2026-02-10T20:21:40.860099] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2026-02-10T20:21:40.860247] [INFO ] [sig       ] EWBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:41.019429] [INFO ] [LOCAL     ] Saved forecast: EWBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EWBC.txt
[2026-02-10T20:21:41.019615] [INFO ] [sig       ] [1104/3417] Completed EWBC in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:41.019665] [INFO ] [sig       ] [1105/3417] Forecasting EWCZ...
[2026-02-10T20:21:41.019698] [INFO ] [sig       ] Generating forecast for: EWCZ
[2026-02-10T20:21:41.019729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2026-02-10T20:21:41.032135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2026-02-10T20:21:41.032591] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2026-02-10T20:21:41.033514] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2026-02-10T20:21:41.033599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:41.033651] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:41.033687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:41.033761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:41.092696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:41.093632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:41.093731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:41.093765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:41.221520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:41.221703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:41.221746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:41.221776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:41.225713] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2026-02-10T20:21:41.226053] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2026-02-10T20:21:41.226199] [INFO ] [sig       ] EWCZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:41.382252] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EWCZ.txt
[2026-02-10T20:21:41.382424] [INFO ] [sig       ] [1105/3417] Completed EWCZ in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:41.382467] [INFO ] [sig       ] [1106/3417] Forecasting EWTX...
[2026-02-10T20:21:41.382498] [INFO ] [sig       ] Generating forecast for: EWTX
[2026-02-10T20:21:41.382528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2026-02-10T20:21:41.395894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2026-02-10T20:21:41.396478] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2026-02-10T20:21:41.397563] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2026-02-10T20:21:41.397646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:41.397682] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:41.397711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:41.397769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:41.457995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:41.458938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:41.459034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:41.459068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:41.586386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:41.586599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:41.586651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:41.586685] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:41.590758] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2026-02-10T20:21:41.591097] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2026-02-10T20:21:41.591240] [INFO ] [sig       ] EWTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:41.744976] [INFO ] [LOCAL     ] Saved forecast: EWTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EWTX.txt
[2026-02-10T20:21:41.745138] [INFO ] [sig       ] [1106/3417] Completed EWTX in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:41.745179] [INFO ] [sig       ] [1107/3417] Forecasting EWZS...
[2026-02-10T20:21:41.745211] [INFO ] [sig       ] Generating forecast for: EWZS
[2026-02-10T20:21:41.745242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2026-02-10T20:21:41.758902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2026-02-10T20:21:41.759364] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2026-02-10T20:21:41.760444] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2026-02-10T20:21:41.760501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:41.760536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:41.760566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:41.760665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:41.822994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:41.823956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:41.824056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:41.824092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:41.950404] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:41.950593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:41.950637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:41.950715] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:41.954465] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2026-02-10T20:21:41.954876] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2026-02-10T20:21:41.955026] [INFO ] [sig       ] EWZS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:42.111975] [INFO ] [LOCAL     ] Saved forecast: EWZS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EWZS.txt
[2026-02-10T20:21:42.112141] [INFO ] [sig       ] [1107/3417] Completed EWZS in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:42.112182] [INFO ] [sig       ] [1108/3417] Forecasting EXAS...
[2026-02-10T20:21:42.112234] [INFO ] [sig       ] Generating forecast for: EXAS
[2026-02-10T20:21:42.112268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2026-02-10T20:21:42.126874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2026-02-10T20:21:42.127302] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2026-02-10T20:21:42.128218] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2026-02-10T20:21:42.128279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:42.128314] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:42.128343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:42.128402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:42.191189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:42.192097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:42.192194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:42.192228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:42.325568] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:42.325783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:42.325825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:42.325854] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:42.329630] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2026-02-10T20:21:42.330037] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2026-02-10T20:21:42.330194] [INFO ] [sig       ] EXAS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:42.493665] [INFO ] [LOCAL     ] Saved forecast: EXAS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EXAS.txt
[2026-02-10T20:21:42.493853] [INFO ] [sig       ] [1108/3417] Completed EXAS in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:42.493897] [INFO ] [sig       ] [1109/3417] Forecasting EXC...
[2026-02-10T20:21:42.493930] [INFO ] [sig       ] Generating forecast for: EXC
[2026-02-10T20:21:42.493964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2026-02-10T20:21:42.507637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2026-02-10T20:21:42.508281] [INFO ] [FORECASTER] Starting predict_future for EXC
[2026-02-10T20:21:42.509207] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2026-02-10T20:21:42.509290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:42.509332] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:42.509368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:42.509434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:42.572271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:42.573236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:42.573348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:42.573384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:42.698881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:42.699045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:42.699084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:42.699114] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:42.702873] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2026-02-10T20:21:42.703253] [INFO ] [FORECASTER] Completed predict_future for EXC
[2026-02-10T20:21:42.703405] [INFO ] [sig       ] EXC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:42.866392] [INFO ] [LOCAL     ] Saved forecast: EXC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXC.txt
[2026-02-10T20:21:42.866591] [INFO ] [sig       ] [1109/3417] Completed EXC in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:42.866635] [INFO ] [sig       ] [1110/3417] Forecasting EXEL...
[2026-02-10T20:21:42.866664] [INFO ] [sig       ] Generating forecast for: EXEL
[2026-02-10T20:21:42.866697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2026-02-10T20:21:42.879906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2026-02-10T20:21:42.880340] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2026-02-10T20:21:42.881308] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2026-02-10T20:21:42.881386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:42.881421] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:42.881449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:42.881511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:42.942786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:42.943746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:42.943901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:42.943934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:43.080349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:43.080516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:43.080557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:43.080609] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:43.084336] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2026-02-10T20:21:43.084753] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2026-02-10T20:21:43.084915] [INFO ] [sig       ] EXEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:43.242040] [INFO ] [LOCAL     ] Saved forecast: EXEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXEL.txt
[2026-02-10T20:21:43.242209] [INFO ] [sig       ] [1110/3417] Completed EXEL in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:43.242250] [INFO ] [sig       ] [1111/3417] Forecasting EXFY...
[2026-02-10T20:21:43.242283] [INFO ] [sig       ] Generating forecast for: EXFY
[2026-02-10T20:21:43.242314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2026-02-10T20:21:43.255356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2026-02-10T20:21:43.255827] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2026-02-10T20:21:43.256720] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2026-02-10T20:21:43.256789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:43.256823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:43.256851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:43.256910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:43.315689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:43.316607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:43.316712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:43.316746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:43.442769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:43.442945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:43.442987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:43.443036] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:43.446715] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2026-02-10T20:21:43.447104] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2026-02-10T20:21:43.447259] [INFO ] [sig       ] EXFY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:43.598366] [INFO ] [LOCAL     ] Saved forecast: EXFY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXFY.txt
[2026-02-10T20:21:43.598532] [INFO ] [sig       ] [1111/3417] Completed EXFY in 0.4s | 2.79 sym/s | Total: 6.6m | ETA: 13.8m
[2026-02-10T20:21:43.598593] [INFO ] [sig       ] [1112/3417] Forecasting EXG...
[2026-02-10T20:21:43.598627] [INFO ] [sig       ] Generating forecast for: EXG
[2026-02-10T20:21:43.598660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2026-02-10T20:21:43.611965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2026-02-10T20:21:43.612270] [INFO ] [FORECASTER] Starting predict_future for EXG
[2026-02-10T20:21:43.613093] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2026-02-10T20:21:43.613147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:43.613180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:43.613208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:43.613264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:43.675214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:43.676110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:43.676203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:43.676237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:43.805424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:43.805636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:43.805696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:43.805739] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:43.809806] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2026-02-10T20:21:43.810368] [INFO ] [FORECASTER] Completed predict_future for EXG
[2026-02-10T20:21:43.810522] [INFO ] [sig       ] EXG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:43.963567] [INFO ] [LOCAL     ] Saved forecast: EXG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EXG.txt
[2026-02-10T20:21:43.963759] [INFO ] [sig       ] [1112/3417] Completed EXG in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:43.963804] [INFO ] [sig       ] [1113/3417] Forecasting EXK...
[2026-02-10T20:21:43.963834] [INFO ] [sig       ] Generating forecast for: EXK
[2026-02-10T20:21:43.963865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2026-02-10T20:21:43.977515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2026-02-10T20:21:43.977928] [INFO ] [FORECASTER] Starting predict_future for EXK
[2026-02-10T20:21:43.978789] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2026-02-10T20:21:43.978856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:43.978895] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:43.978922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:43.978979] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:44.044270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:44.045345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:44.045459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:44.045525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:44.180081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:44.180251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:44.180295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:44.180324] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:44.184109] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=51.51%)
[2026-02-10T20:21:44.184443] [INFO ] [FORECASTER] Completed predict_future for EXK
[2026-02-10T20:21:44.184605] [INFO ] [sig       ] EXK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:44.326361] [INFO ] [LOCAL     ] Saved forecast: EXK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXK.txt
[2026-02-10T20:21:44.326523] [INFO ] [sig       ] [1113/3417] Completed EXK in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:44.326565] [INFO ] [sig       ] [1114/3417] Forecasting EXLS...
[2026-02-10T20:21:44.326618] [INFO ] [sig       ] Generating forecast for: EXLS
[2026-02-10T20:21:44.326648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2026-02-10T20:21:44.340093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2026-02-10T20:21:44.340485] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2026-02-10T20:21:44.341362] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2026-02-10T20:21:44.341417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:44.341449] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:44.341477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:44.341535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:44.404255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:44.405592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:44.405707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:44.405742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:44.536394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:44.536556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:44.536616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:44.536646] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:44.540203] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2026-02-10T20:21:44.540489] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2026-02-10T20:21:44.540648] [INFO ] [sig       ] EXLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:44.708918] [INFO ] [LOCAL     ] Saved forecast: EXLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXLS.txt
[2026-02-10T20:21:44.709089] [INFO ] [sig       ] [1114/3417] Completed EXLS in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:44.709132] [INFO ] [sig       ] [1115/3417] Forecasting EXP...
[2026-02-10T20:21:44.709165] [INFO ] [sig       ] Generating forecast for: EXP
[2026-02-10T20:21:44.709197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2026-02-10T20:21:44.722445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2026-02-10T20:21:44.722804] [INFO ] [FORECASTER] Starting predict_future for EXP
[2026-02-10T20:21:44.723834] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2026-02-10T20:21:44.723888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:44.723921] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:44.723949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:44.724212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:44.785962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:44.786902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:44.786990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:44.787024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:44.915393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:44.915565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:44.915630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:44.915659] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:44.919516] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2026-02-10T20:21:44.919879] [INFO ] [FORECASTER] Completed predict_future for EXP
[2026-02-10T20:21:44.920045] [INFO ] [sig       ] EXP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:45.073108] [INFO ] [LOCAL     ] Saved forecast: EXP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EXP.txt
[2026-02-10T20:21:45.073273] [INFO ] [sig       ] [1115/3417] Completed EXP in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:45.073313] [INFO ] [sig       ] [1116/3417] Forecasting EXPD...
[2026-02-10T20:21:45.073343] [INFO ] [sig       ] Generating forecast for: EXPD
[2026-02-10T20:21:45.073374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2026-02-10T20:21:45.087081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2026-02-10T20:21:45.087418] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2026-02-10T20:21:45.088239] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2026-02-10T20:21:45.088293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:45.088325] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:45.088351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:45.088406] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:45.146864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:45.147570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:45.147672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:45.147705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:45.270991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:45.271152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:45.271192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:45.271221] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:45.274853] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2026-02-10T20:21:45.275202] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2026-02-10T20:21:45.275383] [INFO ] [sig       ] EXPD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:45.419649] [INFO ] [LOCAL     ] Saved forecast: EXPD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXPD.txt
[2026-02-10T20:21:45.419828] [INFO ] [sig       ] [1116/3417] Completed EXPD in 0.3s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:45.419878] [INFO ] [sig       ] [1117/3417] Forecasting EXPE...
[2026-02-10T20:21:45.419916] [INFO ] [sig       ] Generating forecast for: EXPE
[2026-02-10T20:21:45.419949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2026-02-10T20:21:45.434418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2026-02-10T20:21:45.434872] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2026-02-10T20:21:45.435776] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2026-02-10T20:21:45.435846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:45.435880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:45.435907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:45.435963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:45.494548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:45.495410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:45.495493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:45.495526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:45.629348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:45.629513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:45.629556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:45.629608] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:45.633560] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2026-02-10T20:21:45.633865] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2026-02-10T20:21:45.634002] [INFO ] [sig       ] EXPE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:45.783179] [INFO ] [LOCAL     ] Saved forecast: EXPE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXPE.txt
[2026-02-10T20:21:45.783380] [INFO ] [sig       ] [1117/3417] Completed EXPE in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:45.783423] [INFO ] [sig       ] [1118/3417] Forecasting EXPI...
[2026-02-10T20:21:45.783454] [INFO ] [sig       ] Generating forecast for: EXPI
[2026-02-10T20:21:45.783485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2026-02-10T20:21:45.797815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2026-02-10T20:21:45.798352] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2026-02-10T20:21:45.799520] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2026-02-10T20:21:45.799623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:45.799671] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:45.799701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:45.799760] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:45.861656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:45.862605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:45.862694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:45.862727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:45.984678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:45.984845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:45.984885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:45.984913] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:45.988553] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2026-02-10T20:21:45.988923] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2026-02-10T20:21:45.989063] [INFO ] [sig       ] EXPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:46.138278] [INFO ] [LOCAL     ] Saved forecast: EXPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXPI.txt
[2026-02-10T20:21:46.138439] [INFO ] [sig       ] [1118/3417] Completed EXPI in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.8m
[2026-02-10T20:21:46.138481] [INFO ] [sig       ] [1119/3417] Forecasting EXPO...
[2026-02-10T20:21:46.138512] [INFO ] [sig       ] Generating forecast for: EXPO
[2026-02-10T20:21:46.138542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2026-02-10T20:21:46.150321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2026-02-10T20:21:46.150673] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2026-02-10T20:21:46.151472] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2026-02-10T20:21:46.151525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:46.151557] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:46.151610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:46.151668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:46.209958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:46.210894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:46.210978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:46.211010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:46.332635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:46.332799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:46.332841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:46.332870] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:46.336282] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=61.49%)
[2026-02-10T20:21:46.336593] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2026-02-10T20:21:46.336728] [INFO ] [sig       ] EXPO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:46.487566] [INFO ] [LOCAL     ] Saved forecast: EXPO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/EXPO.txt
[2026-02-10T20:21:46.487757] [INFO ] [sig       ] [1119/3417] Completed EXPO in 0.3s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:46.487798] [INFO ] [sig       ] [1120/3417] Forecasting EYE...
[2026-02-10T20:21:46.487829] [INFO ] [sig       ] Generating forecast for: EYE
[2026-02-10T20:21:46.487859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2026-02-10T20:21:46.501749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2026-02-10T20:21:46.502323] [INFO ] [FORECASTER] Starting predict_future for EYE
[2026-02-10T20:21:46.503318] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2026-02-10T20:21:46.503371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:46.503403] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:46.503430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:46.503486] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:46.562688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:46.563506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:46.563608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:46.563643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:46.694321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:46.694482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:46.694524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:46.694556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:46.698355] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=41.41%)
[2026-02-10T20:21:46.698664] [INFO ] [FORECASTER] Completed predict_future for EYE
[2026-02-10T20:21:46.698807] [INFO ] [sig       ] EYE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:46.843938] [INFO ] [LOCAL     ] Saved forecast: EYE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EYE.txt
[2026-02-10T20:21:46.844120] [INFO ] [sig       ] [1120/3417] Completed EYE in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:46.844164] [INFO ] [sig       ] [1121/3417] Forecasting EZGO...
[2026-02-10T20:21:46.844194] [INFO ] [sig       ] Generating forecast for: EZGO
[2026-02-10T20:21:46.844224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2026-02-10T20:21:46.856080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2026-02-10T20:21:46.856373] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2026-02-10T20:21:46.857164] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2026-02-10T20:21:46.857218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:46.857277] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:46.857306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:46.857364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:46.914290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:46.915179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:46.915265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:46.915297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:47.028191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:47.028347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:47.028387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:47.028416] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:47.031840] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2026-02-10T20:21:47.032110] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2026-02-10T20:21:47.032237] [INFO ] [sig       ] EZGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:47.174980] [INFO ] [LOCAL     ] Saved forecast: EZGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/EZGO.txt
[2026-02-10T20:21:47.175127] [INFO ] [sig       ] [1121/3417] Completed EZGO in 0.3s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:47.175170] [INFO ] [sig       ] [1122/3417] Forecasting F...
[2026-02-10T20:21:47.175199] [INFO ] [sig       ] Generating forecast for: F
[2026-02-10T20:21:47.175230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2026-02-10T20:21:47.187767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2026-02-10T20:21:47.188091] [INFO ] [FORECASTER] Starting predict_future for F
[2026-02-10T20:21:47.188910] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2026-02-10T20:21:47.188968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:47.189000] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:47.189026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:47.189083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:47.249557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:47.250283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:47.250364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:47.250397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:47.375930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:47.376093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:47.376134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:47.376165] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:47.380178] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2026-02-10T20:21:47.380525] [INFO ] [FORECASTER] Completed predict_future for F
[2026-02-10T20:21:47.380694] [INFO ] [sig       ] F: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:47.529800] [INFO ] [LOCAL     ] Saved forecast: F	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/F.txt
[2026-02-10T20:21:47.529967] [INFO ] [sig       ] [1122/3417] Completed F in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:47.530010] [INFO ] [sig       ] [1123/3417] Forecasting FA...
[2026-02-10T20:21:47.530040] [INFO ] [sig       ] Generating forecast for: FA
[2026-02-10T20:21:47.530071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2026-02-10T20:21:47.543710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2026-02-10T20:21:47.544357] [INFO ] [FORECASTER] Starting predict_future for FA
[2026-02-10T20:21:47.545239] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2026-02-10T20:21:47.545296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:47.545331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:47.545359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:47.545417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:47.608783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:47.609691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:47.609780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:47.609821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:47.736943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:47.737106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:47.737147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:47.737176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:47.740984] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2026-02-10T20:21:47.741495] [INFO ] [FORECASTER] Completed predict_future for FA
[2026-02-10T20:21:47.741654] [INFO ] [sig       ] FA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:47.888486] [INFO ] [LOCAL     ] Saved forecast: FA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FA.txt
[2026-02-10T20:21:47.888716] [INFO ] [sig       ] [1123/3417] Completed FA in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:47.888790] [INFO ] [sig       ] [1124/3417] Forecasting FAF...
[2026-02-10T20:21:47.888845] [INFO ] [sig       ] Generating forecast for: FAF
[2026-02-10T20:21:47.888895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2026-02-10T20:21:47.901121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2026-02-10T20:21:47.901517] [INFO ] [FORECASTER] Starting predict_future for FAF
[2026-02-10T20:21:47.902360] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2026-02-10T20:21:47.902414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:47.902447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:47.902475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:47.902537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:47.969860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:47.970968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:47.971058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:47.971092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:48.090301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:48.090458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:48.090518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:48.090550] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:48.094079] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2026-02-10T20:21:48.094364] [INFO ] [FORECASTER] Completed predict_future for FAF
[2026-02-10T20:21:48.094498] [INFO ] [sig       ] FAF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:48.236662] [INFO ] [LOCAL     ] Saved forecast: FAF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FAF.txt
[2026-02-10T20:21:48.236801] [INFO ] [sig       ] [1124/3417] Completed FAF in 0.3s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:48.236849] [INFO ] [sig       ] [1125/3417] Forecasting FALN...
[2026-02-10T20:21:48.236887] [INFO ] [sig       ] Generating forecast for: FALN
[2026-02-10T20:21:48.236923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2026-02-10T20:21:48.250841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2026-02-10T20:21:48.251178] [INFO ] [FORECASTER] Starting predict_future for FALN
[2026-02-10T20:21:48.252021] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2026-02-10T20:21:48.252075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:48.252108] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:48.252136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:48.252194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:48.318713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:48.319627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:48.319712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:48.319745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:48.454313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:48.454485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:48.454526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:48.454554] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:48.458655] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=27.96%)
[2026-02-10T20:21:48.459040] [INFO ] [FORECASTER] Completed predict_future for FALN
[2026-02-10T20:21:48.459178] [INFO ] [sig       ] FALN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:48.624605] [INFO ] [LOCAL     ] Saved forecast: FALN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FALN.txt
[2026-02-10T20:21:48.624813] [INFO ] [sig       ] [1125/3417] Completed FALN in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:48.624868] [INFO ] [sig       ] [1126/3417] Forecasting FANG...
[2026-02-10T20:21:48.624907] [INFO ] [sig       ] Generating forecast for: FANG
[2026-02-10T20:21:48.624952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2026-02-10T20:21:48.642504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2026-02-10T20:21:48.643013] [INFO ] [FORECASTER] Starting predict_future for FANG
[2026-02-10T20:21:48.644286] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2026-02-10T20:21:48.644361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:48.644409] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:48.644451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:48.644537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:48.737460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:48.740084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:48.740305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:48.740359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:48.886552] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:48.886741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:48.886782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:48.886815] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:48.890351] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2026-02-10T20:21:48.890660] [INFO ] [FORECASTER] Completed predict_future for FANG
[2026-02-10T20:21:48.890807] [INFO ] [sig       ] FANG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:49.035725] [INFO ] [LOCAL     ] Saved forecast: FANG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FANG.txt
[2026-02-10T20:21:49.035894] [INFO ] [sig       ] [1126/3417] Completed FANG in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:49.035937] [INFO ] [sig       ] [1127/3417] Forecasting FARM...
[2026-02-10T20:21:49.035968] [INFO ] [sig       ] Generating forecast for: FARM
[2026-02-10T20:21:49.036008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2026-02-10T20:21:49.050249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2026-02-10T20:21:49.050713] [INFO ] [FORECASTER] Starting predict_future for FARM
[2026-02-10T20:21:49.051751] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2026-02-10T20:21:49.051805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:49.051839] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:49.051869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:49.051926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:49.110830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:49.111756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:49.111842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:49.111876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:49.242624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:49.242793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:49.242844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:49.242874] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:49.246619] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2026-02-10T20:21:49.247007] [INFO ] [FORECASTER] Completed predict_future for FARM
[2026-02-10T20:21:49.247159] [INFO ] [sig       ] FARM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:49.441440] [INFO ] [LOCAL     ] Saved forecast: FARM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FARM.txt
[2026-02-10T20:21:49.441633] [INFO ] [sig       ] [1127/3417] Completed FARM in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:49.441682] [INFO ] [sig       ] [1128/3417] Forecasting FBIN...
[2026-02-10T20:21:49.441713] [INFO ] [sig       ] Generating forecast for: FBIN
[2026-02-10T20:21:49.441745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2026-02-10T20:21:49.455043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2026-02-10T20:21:49.455473] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2026-02-10T20:21:49.456521] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2026-02-10T20:21:49.456600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:49.456650] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:49.456679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:49.456737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:49.517164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:49.518123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:49.518211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:49.518243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:49.645050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:49.645406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:49.645446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:49.645475] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:49.649370] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2026-02-10T20:21:49.649675] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2026-02-10T20:21:49.649807] [INFO ] [sig       ] FBIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:49.796027] [INFO ] [LOCAL     ] Saved forecast: FBIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FBIN.txt
[2026-02-10T20:21:49.796229] [INFO ] [sig       ] [1128/3417] Completed FBIN in 0.4s | 2.79 sym/s | Total: 6.7m | ETA: 13.7m
[2026-02-10T20:21:49.796284] [INFO ] [sig       ] [1129/3417] Forecasting FBIO...
[2026-02-10T20:21:49.796318] [INFO ] [sig       ] Generating forecast for: FBIO
[2026-02-10T20:21:49.796349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2026-02-10T20:21:49.810900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2026-02-10T20:21:49.811328] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2026-02-10T20:21:49.812193] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2026-02-10T20:21:49.812249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:49.812282] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:49.812311] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:49.812369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:49.872311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:49.873248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:49.873420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:49.873458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:50.000514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:50.000689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:50.000729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:50.000758] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:50.004300] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-10T20:21:50.004614] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2026-02-10T20:21:50.004747] [INFO ] [sig       ] FBIO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:50.144812] [INFO ] [LOCAL     ] Saved forecast: FBIO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FBIO.txt
[2026-02-10T20:21:50.144948] [INFO ] [sig       ] [1129/3417] Completed FBIO in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.7m
[2026-02-10T20:21:50.144988] [INFO ] [sig       ] [1130/3417] Forecasting FBIZ...
[2026-02-10T20:21:50.145017] [INFO ] [sig       ] Generating forecast for: FBIZ
[2026-02-10T20:21:50.145047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2026-02-10T20:21:50.155743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2026-02-10T20:21:50.156054] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2026-02-10T20:21:50.156848] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2026-02-10T20:21:50.156902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:50.156933] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:50.156961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:50.157025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:50.219131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:50.220038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:50.220125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:50.220162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:50.340612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:50.340759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:50.340798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:50.340828] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:50.344162] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=26.27%)
[2026-02-10T20:21:50.344438] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2026-02-10T20:21:50.344565] [INFO ] [sig       ] FBIZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:50.484510] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FBIZ.txt
[2026-02-10T20:21:50.484683] [INFO ] [sig       ] [1130/3417] Completed FBIZ in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.7m
[2026-02-10T20:21:50.484725] [INFO ] [sig       ] [1131/3417] Forecasting FBK...
[2026-02-10T20:21:50.484756] [INFO ] [sig       ] Generating forecast for: FBK
[2026-02-10T20:21:50.484785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2026-02-10T20:21:50.496106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2026-02-10T20:21:50.496455] [INFO ] [FORECASTER] Starting predict_future for FBK
[2026-02-10T20:21:50.497317] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2026-02-10T20:21:50.497371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:50.497403] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:50.497431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:50.497487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:50.555236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:50.555982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:50.556107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:50.556156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:50.678112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:50.678278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:50.678320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:50.678349] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:50.681903] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=61.84%)
[2026-02-10T20:21:50.682217] [INFO ] [FORECASTER] Completed predict_future for FBK
[2026-02-10T20:21:50.682355] [INFO ] [sig       ] FBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:50.823252] [INFO ] [LOCAL     ] Saved forecast: FBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FBK.txt
[2026-02-10T20:21:50.823391] [INFO ] [sig       ] [1131/3417] Completed FBK in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.7m
[2026-02-10T20:21:50.823439] [INFO ] [sig       ] [1132/3417] Forecasting FBL...
[2026-02-10T20:21:50.823471] [INFO ] [sig       ] Generating forecast for: FBL
[2026-02-10T20:21:50.823503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2026-02-10T20:21:50.835553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2026-02-10T20:21:50.835963] [INFO ] [FORECASTER] Starting predict_future for FBL
[2026-02-10T20:21:50.836831] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2026-02-10T20:21:50.836886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:50.836919] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:50.836946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:50.837002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:50.897043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:50.898135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:50.898416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:50.898449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:51.022046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:51.022222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:51.022264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:51.022297] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:51.026620] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2026-02-10T20:21:51.026913] [INFO ] [FORECASTER] Completed predict_future for FBL
[2026-02-10T20:21:51.027053] [INFO ] [sig       ] FBL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:51.173700] [INFO ] [LOCAL     ] Saved forecast: FBL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FBL.txt
[2026-02-10T20:21:51.173940] [INFO ] [sig       ] [1132/3417] Completed FBL in 0.4s | 2.79 sym/s | Total: 6.8m | ETA: 13.7m
[2026-02-10T20:21:51.174002] [INFO ] [sig       ] [1133/3417] Forecasting FBNC...
[2026-02-10T20:21:51.174035] [INFO ] [sig       ] Generating forecast for: FBNC
[2026-02-10T20:21:51.174066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2026-02-10T20:21:51.186539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2026-02-10T20:21:51.186888] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2026-02-10T20:21:51.187744] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2026-02-10T20:21:51.187796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:51.187827] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:51.187854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:51.187910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:51.246689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:51.247533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:51.247647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:51.247685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:51.370002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:51.370165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:51.370209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:51.370238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:51.373903] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2026-02-10T20:21:51.374233] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2026-02-10T20:21:51.374395] [INFO ] [sig       ] FBNC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:51.517557] [INFO ] [LOCAL     ] Saved forecast: FBNC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FBNC.txt
[2026-02-10T20:21:51.517719] [INFO ] [sig       ] [1133/3417] Completed FBNC in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.7m
[2026-02-10T20:21:51.517760] [INFO ] [sig       ] [1134/3417] Forecasting FBP...
[2026-02-10T20:21:51.517790] [INFO ] [sig       ] Generating forecast for: FBP
[2026-02-10T20:21:51.517821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2026-02-10T20:21:51.529504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2026-02-10T20:21:51.529869] [INFO ] [FORECASTER] Starting predict_future for FBP
[2026-02-10T20:21:51.530680] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2026-02-10T20:21:51.530732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:51.530764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:51.530791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:51.530847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:51.589784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:51.590718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:51.590812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:51.590850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:51.715409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:51.715588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:51.715633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:51.715664] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:51.719185] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=47.26%)
[2026-02-10T20:21:51.719469] [INFO ] [FORECASTER] Completed predict_future for FBP
[2026-02-10T20:21:51.719619] [INFO ] [sig       ] FBP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:51.860229] [INFO ] [LOCAL     ] Saved forecast: FBP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FBP.txt
[2026-02-10T20:21:51.860419] [INFO ] [sig       ] [1134/3417] Completed FBP in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.7m
[2026-02-10T20:21:51.860463] [INFO ] [sig       ] [1135/3417] Forecasting FC...
[2026-02-10T20:21:51.860493] [INFO ] [sig       ] Generating forecast for: FC
[2026-02-10T20:21:51.860523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2026-02-10T20:21:51.871970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2026-02-10T20:21:51.872281] [INFO ] [FORECASTER] Starting predict_future for FC
[2026-02-10T20:21:51.873081] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2026-02-10T20:21:51.873134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:51.873166] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:51.873193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:51.873249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:51.933332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:51.934399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:51.934510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:51.934554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:52.060608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:52.060779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:52.060822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:52.060869] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:52.064524] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2026-02-10T20:21:52.064830] [INFO ] [FORECASTER] Completed predict_future for FC
[2026-02-10T20:21:52.064967] [INFO ] [sig       ] FC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:52.210169] [INFO ] [LOCAL     ] Saved forecast: FC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FC.txt
[2026-02-10T20:21:52.210351] [INFO ] [sig       ] [1135/3417] Completed FC in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:52.210412] [INFO ] [sig       ] [1136/3417] Forecasting FCAL...
[2026-02-10T20:21:52.210446] [INFO ] [sig       ] Generating forecast for: FCAL
[2026-02-10T20:21:52.210478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2026-02-10T20:21:52.221923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2026-02-10T20:21:52.222311] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2026-02-10T20:21:52.223128] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2026-02-10T20:21:52.223181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:52.223213] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:52.223240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:52.223297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:52.280997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:52.281893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:52.281982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:52.282016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:52.389759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:52.389927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:52.389971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:52.390002] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:52.393510] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2026-02-10T20:21:52.393811] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2026-02-10T20:21:52.393942] [INFO ] [sig       ] FCAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:52.538806] [INFO ] [LOCAL     ] Saved forecast: FCAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FCAL.txt
[2026-02-10T20:21:52.538947] [INFO ] [sig       ] [1136/3417] Completed FCAL in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:52.538987] [INFO ] [sig       ] [1137/3417] Forecasting FCBC...
[2026-02-10T20:21:52.539017] [INFO ] [sig       ] Generating forecast for: FCBC
[2026-02-10T20:21:52.539048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2026-02-10T20:21:52.550028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2026-02-10T20:21:52.550359] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2026-02-10T20:21:52.551171] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2026-02-10T20:21:52.551234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:52.551270] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:52.551296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:52.551351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:52.612328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:52.613295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:52.613384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:52.613436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:52.742496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:52.742681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:52.742730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:52.742772] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:52.746706] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2026-02-10T20:21:52.747103] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2026-02-10T20:21:52.747264] [INFO ] [sig       ] FCBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:52.892052] [INFO ] [LOCAL     ] Saved forecast: FCBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FCBC.txt
[2026-02-10T20:21:52.892216] [INFO ] [sig       ] [1137/3417] Completed FCBC in 0.4s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:52.892257] [INFO ] [sig       ] [1138/3417] Forecasting FCCO...
[2026-02-10T20:21:52.892288] [INFO ] [sig       ] Generating forecast for: FCCO
[2026-02-10T20:21:52.892319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2026-02-10T20:21:52.904111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2026-02-10T20:21:52.904527] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2026-02-10T20:21:52.905351] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2026-02-10T20:21:52.905405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:52.905466] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:52.905496] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:52.905556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:52.964323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:52.965303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:52.965397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:52.965432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:53.108747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:53.108917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:53.108967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:53.109003] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:53.112640] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2026-02-10T20:21:53.112959] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2026-02-10T20:21:53.113118] [INFO ] [sig       ] FCCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:53.262790] [INFO ] [LOCAL     ] Saved forecast: FCCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FCCO.txt
[2026-02-10T20:21:53.262957] [INFO ] [sig       ] [1138/3417] Completed FCCO in 0.4s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:53.263002] [INFO ] [sig       ] [1139/3417] Forecasting FCEL...
[2026-02-10T20:21:53.263032] [INFO ] [sig       ] Generating forecast for: FCEL
[2026-02-10T20:21:53.263062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2026-02-10T20:21:53.275177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2026-02-10T20:21:53.275591] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2026-02-10T20:21:53.276419] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2026-02-10T20:21:53.276474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:53.276506] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:53.276547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:53.276625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:53.334189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:53.335137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:53.335223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:53.335256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:53.453332] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:53.453510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:53.453559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:53.453612] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:53.457356] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2026-02-10T20:21:53.457745] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2026-02-10T20:21:53.457895] [INFO ] [sig       ] FCEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:53.600046] [INFO ] [LOCAL     ] Saved forecast: FCEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FCEL.txt
[2026-02-10T20:21:53.600211] [INFO ] [sig       ] [1139/3417] Completed FCEL in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:53.600257] [INFO ] [sig       ] [1140/3417] Forecasting FCF...
[2026-02-10T20:21:53.600287] [INFO ] [sig       ] Generating forecast for: FCF
[2026-02-10T20:21:53.600318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2026-02-10T20:21:53.613294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2026-02-10T20:21:53.613716] [INFO ] [FORECASTER] Starting predict_future for FCF
[2026-02-10T20:21:53.614549] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2026-02-10T20:21:53.614623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:53.614657] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:53.614685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:53.614741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:53.673669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:53.674609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:53.674699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:53.674733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:53.800702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:53.800870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:53.800912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:53.800942] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:53.804547] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2026-02-10T20:21:53.804862] [INFO ] [FORECASTER] Completed predict_future for FCF
[2026-02-10T20:21:53.805000] [INFO ] [sig       ] FCF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:53.954299] [INFO ] [LOCAL     ] Saved forecast: FCF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FCF.txt
[2026-02-10T20:21:53.954475] [INFO ] [sig       ] [1140/3417] Completed FCF in 0.4s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:53.954517] [INFO ] [sig       ] [1141/3417] Forecasting FCFS...
[2026-02-10T20:21:53.954550] [INFO ] [sig       ] Generating forecast for: FCFS
[2026-02-10T20:21:53.954605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2026-02-10T20:21:53.967408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2026-02-10T20:21:53.967900] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2026-02-10T20:21:53.968877] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2026-02-10T20:21:53.968933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:53.968965] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:53.968992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:53.969049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:54.030216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:54.031128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:54.031220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:54.031254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:54.159661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:54.159825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:54.159866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:54.159936] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:54.163643] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2026-02-10T20:21:54.163979] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2026-02-10T20:21:54.164127] [INFO ] [sig       ] FCFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:54.309624] [INFO ] [LOCAL     ] Saved forecast: FCFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FCFS.txt
[2026-02-10T20:21:54.309785] [INFO ] [sig       ] [1141/3417] Completed FCFS in 0.4s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:54.309826] [INFO ] [sig       ] [1142/3417] Forecasting FCN...
[2026-02-10T20:21:54.309855] [INFO ] [sig       ] Generating forecast for: FCN
[2026-02-10T20:21:54.309886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2026-02-10T20:21:54.322044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2026-02-10T20:21:54.322407] [INFO ] [FORECASTER] Starting predict_future for FCN
[2026-02-10T20:21:54.323216] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2026-02-10T20:21:54.323270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:54.323302] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:54.323329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:54.323384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:54.380107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:54.380825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:54.380908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:54.380941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:54.499263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:54.499408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:54.499451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:54.499481] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:54.502921] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2026-02-10T20:21:54.503197] [INFO ] [FORECASTER] Completed predict_future for FCN
[2026-02-10T20:21:54.503327] [INFO ] [sig       ] FCN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:54.643322] [INFO ] [LOCAL     ] Saved forecast: FCN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FCN.txt
[2026-02-10T20:21:54.643458] [INFO ] [sig       ] [1142/3417] Completed FCN in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:54.643497] [INFO ] [sig       ] [1143/3417] Forecasting FCNCA...
[2026-02-10T20:21:54.643528] [INFO ] [sig       ] Generating forecast for: FCNCA
[2026-02-10T20:21:54.643563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2026-02-10T20:21:54.655758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2026-02-10T20:21:54.656096] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2026-02-10T20:21:54.656918] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2026-02-10T20:21:54.656979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:54.657018] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:54.657051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:54.657121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:54.714080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:54.714885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:54.714971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:54.715003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:54.830876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:54.831035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:54.831075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:54.831105] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:54.834539] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=46.45%)
[2026-02-10T20:21:54.834841] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2026-02-10T20:21:54.834971] [INFO ] [sig       ] FCNCA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:54.977788] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FCNCA.txt
[2026-02-10T20:21:54.977954] [INFO ] [sig       ] [1143/3417] Completed FCNCA in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:54.977995] [INFO ] [sig       ] [1144/3417] Forecasting FCNCO...
[2026-02-10T20:21:54.978025] [INFO ] [sig       ] Generating forecast for: FCNCO
[2026-02-10T20:21:54.978103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2026-02-10T20:21:54.989336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2026-02-10T20:21:54.989728] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2026-02-10T20:21:54.990518] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2026-02-10T20:21:54.990592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:54.990631] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:54.990658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:54.990715] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:55.048003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:55.048940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:55.049026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:55.049061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:55.151121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:55.151290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:55.151331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:55.151360] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:55.154832] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=29.86%)
[2026-02-10T20:21:55.155139] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2026-02-10T20:21:55.155269] [INFO ] [sig       ] FCNCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:55.298510] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FCNCO.txt
[2026-02-10T20:21:55.298698] [INFO ] [sig       ] [1144/3417] Completed FCNCO in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:55.298742] [INFO ] [sig       ] [1145/3417] Forecasting FCNCP...
[2026-02-10T20:21:55.298773] [INFO ] [sig       ] Generating forecast for: FCNCP
[2026-02-10T20:21:55.298805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2026-02-10T20:21:55.309935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2026-02-10T20:21:55.310295] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2026-02-10T20:21:55.311166] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2026-02-10T20:21:55.311232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:55.311270] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:55.311297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:55.311355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:55.369895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:55.371100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:55.371187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:55.371220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:55.480657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:55.480838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:55.480883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:55.480912] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:55.485097] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2026-02-10T20:21:55.485398] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2026-02-10T20:21:55.485553] [INFO ] [sig       ] FCNCP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:55.642925] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FCNCP.txt
[2026-02-10T20:21:55.643099] [INFO ] [sig       ] [1145/3417] Completed FCNCP in 0.3s | 2.79 sym/s | Total: 6.8m | ETA: 13.6m
[2026-02-10T20:21:55.643140] [INFO ] [sig       ] [1146/3417] Forecasting FCTE...
[2026-02-10T20:21:55.643171] [INFO ] [sig       ] Generating forecast for: FCTE
[2026-02-10T20:21:55.643202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2026-02-10T20:21:55.655681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2026-02-10T20:21:55.656057] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2026-02-10T20:21:55.656863] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2026-02-10T20:21:55.656916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:55.656948] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:55.656974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:55.657034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:55.717019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:55.717956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:55.718070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:55.718109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:55.839174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:55.839343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:55.839384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:55.839431] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:55.842969] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2026-02-10T20:21:55.843276] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2026-02-10T20:21:55.843406] [INFO ] [sig       ] FCTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:55.994423] [INFO ] [LOCAL     ] Saved forecast: FCTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FCTE.txt
[2026-02-10T20:21:55.994622] [INFO ] [sig       ] [1146/3417] Completed FCTE in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.6m
[2026-02-10T20:21:55.994671] [INFO ] [sig       ] [1147/3417] Forecasting FCX...
[2026-02-10T20:21:55.994708] [INFO ] [sig       ] Generating forecast for: FCX
[2026-02-10T20:21:55.994740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2026-02-10T20:21:56.007459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2026-02-10T20:21:56.007901] [INFO ] [FORECASTER] Starting predict_future for FCX
[2026-02-10T20:21:56.008863] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2026-02-10T20:21:56.008919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:56.008953] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:56.008982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:56.009045] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:56.075978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:56.076896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:56.076995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:56.077037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:56.206612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:56.206776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:56.206817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:56.206846] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:56.210452] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2026-02-10T20:21:56.210760] [INFO ] [FORECASTER] Completed predict_future for FCX
[2026-02-10T20:21:56.210906] [INFO ] [sig       ] FCX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:56.359785] [INFO ] [LOCAL     ] Saved forecast: FCX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FCX.txt
[2026-02-10T20:21:56.359954] [INFO ] [sig       ] [1147/3417] Completed FCX in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.6m
[2026-02-10T20:21:56.359996] [INFO ] [sig       ] [1148/3417] Forecasting FDBC...
[2026-02-10T20:21:56.360028] [INFO ] [sig       ] Generating forecast for: FDBC
[2026-02-10T20:21:56.360059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2026-02-10T20:21:56.370189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2026-02-10T20:21:56.370501] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2026-02-10T20:21:56.371437] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2026-02-10T20:21:56.371491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:56.371524] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:56.371552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:56.371636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:56.428786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:56.429679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:56.429800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:56.429849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:56.522511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:56.522640] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:21:56.522678] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:56.522706] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:56.525958] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2026-02-10T20:21:56.526271] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2026-02-10T20:21:56.526399] [INFO ] [sig       ] FDBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:56.704297] [INFO ] [LOCAL     ] Saved forecast: FDBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FDBC.txt
[2026-02-10T20:21:56.704476] [INFO ] [sig       ] [1148/3417] Completed FDBC in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.6m
[2026-02-10T20:21:56.704521] [INFO ] [sig       ] [1149/3417] Forecasting FDIF...
[2026-02-10T20:21:56.704556] [INFO ] [sig       ] Generating forecast for: FDIF
[2026-02-10T20:21:56.704615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2026-02-10T20:21:56.716295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2026-02-10T20:21:56.716703] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2026-02-10T20:21:56.717729] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2026-02-10T20:21:56.717798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:56.717844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:56.717878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:56.717956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:56.780033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:56.780978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:56.781082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:56.781126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:56.885731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:56.885901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:56.885941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:56.885971] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:56.889648] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2026-02-10T20:21:56.890008] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2026-02-10T20:21:56.890156] [INFO ] [sig       ] FDIF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:57.032480] [INFO ] [LOCAL     ] Saved forecast: FDIF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FDIF.txt
[2026-02-10T20:21:57.032650] [INFO ] [sig       ] [1149/3417] Completed FDIF in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.6m
[2026-02-10T20:21:57.032695] [INFO ] [sig       ] [1150/3417] Forecasting FDIG...
[2026-02-10T20:21:57.032723] [INFO ] [sig       ] Generating forecast for: FDIG
[2026-02-10T20:21:57.032752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2026-02-10T20:21:57.044653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2026-02-10T20:21:57.044944] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2026-02-10T20:21:57.045737] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2026-02-10T20:21:57.045790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:57.045823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:57.045850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:57.045918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:57.102542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:57.103419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:57.103505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:57.103538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:57.222053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:57.222216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:57.222257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:57.222286] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:57.225722] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2026-02-10T20:21:57.225999] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2026-02-10T20:21:57.226130] [INFO ] [sig       ] FDIG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:57.372003] [INFO ] [LOCAL     ] Saved forecast: FDIG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FDIG.txt
[2026-02-10T20:21:57.372168] [INFO ] [sig       ] [1150/3417] Completed FDIG in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.6m
[2026-02-10T20:21:57.372209] [INFO ] [sig       ] [1151/3417] Forecasting FDP...
[2026-02-10T20:21:57.372238] [INFO ] [sig       ] Generating forecast for: FDP
[2026-02-10T20:21:57.372270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2026-02-10T20:21:57.384595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2026-02-10T20:21:57.384987] [INFO ] [FORECASTER] Starting predict_future for FDP
[2026-02-10T20:21:57.385853] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2026-02-10T20:21:57.385906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:57.385940] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:57.385966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:57.386022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:57.458568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:57.459655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:57.459773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:57.459814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:57.607212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:57.607378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:57.607420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:57.607451] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:57.611282] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2026-02-10T20:21:57.611606] [INFO ] [FORECASTER] Completed predict_future for FDP
[2026-02-10T20:21:57.611753] [INFO ] [sig       ] FDP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:57.766298] [INFO ] [LOCAL     ] Saved forecast: FDP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FDP.txt
[2026-02-10T20:21:57.766503] [INFO ] [sig       ] [1151/3417] Completed FDP in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:57.766548] [INFO ] [sig       ] [1152/3417] Forecasting FDS...
[2026-02-10T20:21:57.766611] [INFO ] [sig       ] Generating forecast for: FDS
[2026-02-10T20:21:57.766670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2026-02-10T20:21:57.779772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2026-02-10T20:21:57.780219] [INFO ] [FORECASTER] Starting predict_future for FDS
[2026-02-10T20:21:57.781116] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2026-02-10T20:21:57.781186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:57.781235] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:57.781289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:57.781369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:57.841084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:57.842008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:57.842112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:57.842154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:57.961031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:57.961193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:57.961233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:57.961262] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:57.964713] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2026-02-10T20:21:57.964994] [INFO ] [FORECASTER] Completed predict_future for FDS
[2026-02-10T20:21:57.965125] [INFO ] [sig       ] FDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:58.107076] [INFO ] [LOCAL     ] Saved forecast: FDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FDS.txt
[2026-02-10T20:21:58.107252] [INFO ] [sig       ] [1152/3417] Completed FDS in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:58.107293] [INFO ] [sig       ] [1153/3417] Forecasting FDTX...
[2026-02-10T20:21:58.107323] [INFO ] [sig       ] Generating forecast for: FDTX
[2026-02-10T20:21:58.107354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2026-02-10T20:21:58.118981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2026-02-10T20:21:58.119411] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2026-02-10T20:21:58.120407] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2026-02-10T20:21:58.120477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:58.120522] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:58.120568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:58.120672] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:58.180423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:58.181302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:58.181393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:58.181427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:58.308443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:58.308627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:58.308673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:58.308703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:58.312314] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2026-02-10T20:21:58.312643] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2026-02-10T20:21:58.312785] [INFO ] [sig       ] FDTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:58.457622] [INFO ] [LOCAL     ] Saved forecast: FDTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FDTX.txt
[2026-02-10T20:21:58.457787] [INFO ] [sig       ] [1153/3417] Completed FDTX in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:58.457826] [INFO ] [sig       ] [1154/3417] Forecasting FDUS...
[2026-02-10T20:21:58.457859] [INFO ] [sig       ] Generating forecast for: FDUS
[2026-02-10T20:21:58.457889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2026-02-10T20:21:58.470344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2026-02-10T20:21:58.470763] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2026-02-10T20:21:58.471593] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2026-02-10T20:21:58.471648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:58.471680] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:58.471707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:58.471765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:58.531138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:58.532080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:58.532171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:58.532206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:58.654950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:58.655119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:58.655162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:58.655194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:58.658993] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2026-02-10T20:21:58.659299] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2026-02-10T20:21:58.659441] [INFO ] [sig       ] FDUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:58.804600] [INFO ] [LOCAL     ] Saved forecast: FDUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FDUS.txt
[2026-02-10T20:21:58.804750] [INFO ] [sig       ] [1154/3417] Completed FDUS in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:58.804790] [INFO ] [sig       ] [1155/3417] Forecasting FDX...
[2026-02-10T20:21:58.804821] [INFO ] [sig       ] Generating forecast for: FDX
[2026-02-10T20:21:58.804852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2026-02-10T20:21:58.817196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2026-02-10T20:21:58.817562] [INFO ] [FORECASTER] Starting predict_future for FDX
[2026-02-10T20:21:58.818406] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2026-02-10T20:21:58.818459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:58.818517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:58.818547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:58.818627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:58.876997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:58.877820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:58.877907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:58.877942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:59.007936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:59.008131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:59.008173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:59.008201] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:59.012081] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2026-02-10T20:21:59.012454] [INFO ] [FORECASTER] Completed predict_future for FDX
[2026-02-10T20:21:59.012640] [INFO ] [sig       ] FDX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:59.154246] [INFO ] [LOCAL     ] Saved forecast: FDX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FDX.txt
[2026-02-10T20:21:59.154422] [INFO ] [sig       ] [1155/3417] Completed FDX in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:59.154465] [INFO ] [sig       ] [1156/3417] Forecasting FE...
[2026-02-10T20:21:59.154495] [INFO ] [sig       ] Generating forecast for: FE
[2026-02-10T20:21:59.154526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2026-02-10T20:21:59.167177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2026-02-10T20:21:59.167565] [INFO ] [FORECASTER] Starting predict_future for FE
[2026-02-10T20:21:59.168447] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2026-02-10T20:21:59.168502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:59.168535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:59.168562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:59.168648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:59.227549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:59.228353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:59.228438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:59.228471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:59.361117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:59.361279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:59.361322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:59.361352] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:59.365092] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2026-02-10T20:21:59.365380] [INFO ] [FORECASTER] Completed predict_future for FE
[2026-02-10T20:21:59.365513] [INFO ] [sig       ] FE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:21:59.510560] [INFO ] [LOCAL     ] Saved forecast: FE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FE.txt
[2026-02-10T20:21:59.510728] [INFO ] [sig       ] [1156/3417] Completed FE in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:59.510768] [INFO ] [sig       ] [1157/3417] Forecasting FEIM...
[2026-02-10T20:21:59.510799] [INFO ] [sig       ] Generating forecast for: FEIM
[2026-02-10T20:21:59.510829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2026-02-10T20:21:59.522972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2026-02-10T20:21:59.523330] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2026-02-10T20:21:59.524164] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2026-02-10T20:21:59.524217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:59.524249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:59.524277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:59.524332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:59.585327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:59.586227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:59.586313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:59.586347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:21:59.711550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:21:59.711730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:21:59.711772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:21:59.711801] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:21:59.715430] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2026-02-10T20:21:59.715776] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2026-02-10T20:21:59.715915] [INFO ] [sig       ] FEIM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:21:59.859700] [INFO ] [LOCAL     ] Saved forecast: FEIM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FEIM.txt
[2026-02-10T20:21:59.859863] [INFO ] [sig       ] [1157/3417] Completed FEIM in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:21:59.859905] [INFO ] [sig       ] [1158/3417] Forecasting FELE...
[2026-02-10T20:21:59.859937] [INFO ] [sig       ] Generating forecast for: FELE
[2026-02-10T20:21:59.859969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2026-02-10T20:21:59.871908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2026-02-10T20:21:59.872252] [INFO ] [FORECASTER] Starting predict_future for FELE
[2026-02-10T20:21:59.873067] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2026-02-10T20:21:59.873121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:21:59.873154] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:21:59.873181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:21:59.873239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:21:59.932451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:21:59.933340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:21:59.933429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:21:59.933463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:00.057260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:00.057421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:00.057462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:00.057527] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:00.064770] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2026-02-10T20:22:00.065126] [INFO ] [FORECASTER] Completed predict_future for FELE
[2026-02-10T20:22:00.065292] [INFO ] [sig       ] FELE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:00.211424] [INFO ] [LOCAL     ] Saved forecast: FELE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FELE.txt
[2026-02-10T20:22:00.211588] [INFO ] [sig       ] [1158/3417] Completed FELE in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:22:00.211632] [INFO ] [sig       ] [1159/3417] Forecasting FEM...
[2026-02-10T20:22:00.211662] [INFO ] [sig       ] Generating forecast for: FEM
[2026-02-10T20:22:00.211691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2026-02-10T20:22:00.223616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2026-02-10T20:22:00.223923] [INFO ] [FORECASTER] Starting predict_future for FEM
[2026-02-10T20:22:00.224711] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2026-02-10T20:22:00.224765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:00.224797] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:00.224825] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:00.224882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:00.288647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:00.289751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:00.289863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:00.289909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:00.416888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:00.417066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:00.417116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:00.417153] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:00.420707] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2026-02-10T20:22:00.421001] [INFO ] [FORECASTER] Completed predict_future for FEM
[2026-02-10T20:22:00.421156] [INFO ] [sig       ] FEM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:00.571199] [INFO ] [LOCAL     ] Saved forecast: FEM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FEM.txt
[2026-02-10T20:22:00.571355] [INFO ] [sig       ] [1159/3417] Completed FEM in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:22:00.571396] [INFO ] [sig       ] [1160/3417] Forecasting FEMB...
[2026-02-10T20:22:00.571426] [INFO ] [sig       ] Generating forecast for: FEMB
[2026-02-10T20:22:00.571456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2026-02-10T20:22:00.583764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2026-02-10T20:22:00.584114] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2026-02-10T20:22:00.584938] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2026-02-10T20:22:00.584994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:00.585028] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:00.585056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:00.585119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:00.644408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:00.645295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:00.645381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:00.645415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:00.771443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:00.771623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:00.771665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:00.771695] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:00.775148] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2026-02-10T20:22:00.775438] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2026-02-10T20:22:00.775564] [INFO ] [sig       ] FEMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:00.916440] [INFO ] [LOCAL     ] Saved forecast: FEMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FEMB.txt
[2026-02-10T20:22:00.916621] [INFO ] [sig       ] [1160/3417] Completed FEMB in 0.3s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:22:00.916669] [INFO ] [sig       ] [1161/3417] Forecasting FEMS...
[2026-02-10T20:22:00.916701] [INFO ] [sig       ] Generating forecast for: FEMS
[2026-02-10T20:22:00.916731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2026-02-10T20:22:00.927801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2026-02-10T20:22:00.928120] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2026-02-10T20:22:00.928922] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2026-02-10T20:22:00.928975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:00.929007] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:00.929033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:00.929094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:00.990486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:00.991382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:00.991475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:00.991509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:01.114439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:01.114624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:01.114669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:01.114698] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:01.118304] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2026-02-10T20:22:01.118606] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2026-02-10T20:22:01.118739] [INFO ] [sig       ] FEMS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:01.267055] [INFO ] [LOCAL     ] Saved forecast: FEMS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FEMS.txt
[2026-02-10T20:22:01.267794] [INFO ] [sig       ] [1161/3417] Completed FEMS in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:22:01.267872] [INFO ] [sig       ] [1162/3417] Forecasting FEP...
[2026-02-10T20:22:01.267924] [INFO ] [sig       ] Generating forecast for: FEP
[2026-02-10T20:22:01.267974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2026-02-10T20:22:01.283964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2026-02-10T20:22:01.284513] [INFO ] [FORECASTER] Starting predict_future for FEP
[2026-02-10T20:22:01.285842] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2026-02-10T20:22:01.285950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:01.285995] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:01.286028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:01.286112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:01.349941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:01.350929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:01.351020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:01.351054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:01.472207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:01.472373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:01.472414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:01.472444] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:01.475925] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2026-02-10T20:22:01.476211] [INFO ] [FORECASTER] Completed predict_future for FEP
[2026-02-10T20:22:01.476345] [INFO ] [sig       ] FEP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:01.620832] [INFO ] [LOCAL     ] Saved forecast: FEP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FEP.txt
[2026-02-10T20:22:01.621001] [INFO ] [sig       ] [1162/3417] Completed FEP in 0.4s | 2.79 sym/s | Total: 6.9m | ETA: 13.5m
[2026-02-10T20:22:01.621042] [INFO ] [sig       ] [1163/3417] Forecasting FEPI...
[2026-02-10T20:22:01.621072] [INFO ] [sig       ] Generating forecast for: FEPI
[2026-02-10T20:22:01.621109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2026-02-10T20:22:01.634766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2026-02-10T20:22:01.635091] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2026-02-10T20:22:01.636077] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2026-02-10T20:22:01.636130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:01.636175] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:01.636204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:01.636261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:01.696903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:01.697974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:01.698087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:01.698123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:01.823687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:01.823855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:01.823898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:01.823929] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:01.827563] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=35.79%)
[2026-02-10T20:22:01.827926] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2026-02-10T20:22:01.828097] [INFO ] [sig       ] FEPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:01.996442] [INFO ] [LOCAL     ] Saved forecast: FEPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FEPI.txt
[2026-02-10T20:22:01.996619] [INFO ] [sig       ] [1163/3417] Completed FEPI in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.5m
[2026-02-10T20:22:01.996663] [INFO ] [sig       ] [1164/3417] Forecasting FERG...
[2026-02-10T20:22:01.996695] [INFO ] [sig       ] Generating forecast for: FERG
[2026-02-10T20:22:01.996728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2026-02-10T20:22:02.009291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2026-02-10T20:22:02.009641] [INFO ] [FORECASTER] Starting predict_future for FERG
[2026-02-10T20:22:02.010442] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2026-02-10T20:22:02.010495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:02.010528] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:02.010554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:02.010629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:02.086754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:02.087684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:02.087773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:02.087808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:02.213427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:02.213646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:02.213691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:02.213720] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:02.217604] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2026-02-10T20:22:02.217915] [INFO ] [FORECASTER] Completed predict_future for FERG
[2026-02-10T20:22:02.218072] [INFO ] [sig       ] FERG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:02.370626] [INFO ] [LOCAL     ] Saved forecast: FERG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FERG.txt
[2026-02-10T20:22:02.370794] [INFO ] [sig       ] [1164/3417] Completed FERG in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.5m
[2026-02-10T20:22:02.370838] [INFO ] [sig       ] [1165/3417] Forecasting FEX...
[2026-02-10T20:22:02.370880] [INFO ] [sig       ] Generating forecast for: FEX
[2026-02-10T20:22:02.370925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2026-02-10T20:22:02.383296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2026-02-10T20:22:02.383752] [INFO ] [FORECASTER] Starting predict_future for FEX
[2026-02-10T20:22:02.384562] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2026-02-10T20:22:02.384634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:02.384667] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:02.384695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:02.384752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:02.446155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:02.447119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:02.447247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:02.447283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:02.568333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:02.568506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:02.568548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:02.568599] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:02.572264] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2026-02-10T20:22:02.572614] [INFO ] [FORECASTER] Completed predict_future for FEX
[2026-02-10T20:22:02.572767] [INFO ] [sig       ] FEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:02.718011] [INFO ] [LOCAL     ] Saved forecast: FEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FEX.txt
[2026-02-10T20:22:02.718212] [INFO ] [sig       ] [1165/3417] Completed FEX in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.5m
[2026-02-10T20:22:02.718256] [INFO ] [sig       ] [1166/3417] Forecasting FF...
[2026-02-10T20:22:02.718288] [INFO ] [sig       ] Generating forecast for: FF
[2026-02-10T20:22:02.718318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2026-02-10T20:22:02.730623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2026-02-10T20:22:02.731024] [INFO ] [FORECASTER] Starting predict_future for FF
[2026-02-10T20:22:02.731841] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2026-02-10T20:22:02.731895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:02.731929] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:02.731957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:02.732016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:02.790008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:02.790677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:02.790759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:02.790792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:02.915231] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:02.915402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:02.915443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:02.915471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:02.919016] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=34.59%)
[2026-02-10T20:22:02.919325] [INFO ] [FORECASTER] Completed predict_future for FF
[2026-02-10T20:22:02.919463] [INFO ] [sig       ] FF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:03.062464] [INFO ] [LOCAL     ] Saved forecast: FF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FF.txt
[2026-02-10T20:22:03.062653] [INFO ] [sig       ] [1166/3417] Completed FF in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.5m
[2026-02-10T20:22:03.062703] [INFO ] [sig       ] [1167/3417] Forecasting FFA...
[2026-02-10T20:22:03.062737] [INFO ] [sig       ] Generating forecast for: FFA
[2026-02-10T20:22:03.062768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2026-02-10T20:22:03.074874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2026-02-10T20:22:03.075300] [INFO ] [FORECASTER] Starting predict_future for FFA
[2026-02-10T20:22:03.076140] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2026-02-10T20:22:03.076195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:03.076228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:03.076257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:03.076314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:03.136549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:03.137439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:03.137525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:03.137558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:03.253087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:03.253238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:03.253285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:03.253320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:03.256697] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2026-02-10T20:22:03.256971] [INFO ] [FORECASTER] Completed predict_future for FFA
[2026-02-10T20:22:03.257097] [INFO ] [sig       ] FFA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:03.400389] [INFO ] [LOCAL     ] Saved forecast: FFA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FFA.txt
[2026-02-10T20:22:03.400563] [INFO ] [sig       ] [1167/3417] Completed FFA in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:03.400627] [INFO ] [sig       ] [1168/3417] Forecasting FFBC...
[2026-02-10T20:22:03.400658] [INFO ] [sig       ] Generating forecast for: FFBC
[2026-02-10T20:22:03.400690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2026-02-10T20:22:03.413287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2026-02-10T20:22:03.413703] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2026-02-10T20:22:03.414538] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2026-02-10T20:22:03.414617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:03.414651] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:03.414678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:03.414735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:03.473503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:03.474403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:03.474492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:03.474527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:03.603373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:03.603536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:03.603597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:03.603632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:03.607151] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2026-02-10T20:22:03.607436] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2026-02-10T20:22:03.607569] [INFO ] [sig       ] FFBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:03.748604] [INFO ] [LOCAL     ] Saved forecast: FFBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FFBC.txt
[2026-02-10T20:22:03.748773] [INFO ] [sig       ] [1168/3417] Completed FFBC in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:03.748818] [INFO ] [sig       ] [1169/3417] Forecasting FFC...
[2026-02-10T20:22:03.748867] [INFO ] [sig       ] Generating forecast for: FFC
[2026-02-10T20:22:03.748908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2026-02-10T20:22:03.760908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2026-02-10T20:22:03.761214] [INFO ] [FORECASTER] Starting predict_future for FFC
[2026-02-10T20:22:03.762028] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2026-02-10T20:22:03.762083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:03.762117] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:03.762144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:03.762201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:03.821550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:03.822325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:03.822411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:03.822444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:03.946685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:03.946840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:03.946880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:03.946910] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:03.950380] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2026-02-10T20:22:03.950687] [INFO ] [FORECASTER] Completed predict_future for FFC
[2026-02-10T20:22:03.950823] [INFO ] [sig       ] FFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:04.094884] [INFO ] [LOCAL     ] Saved forecast: FFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FFC.txt
[2026-02-10T20:22:04.095019] [INFO ] [sig       ] [1169/3417] Completed FFC in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:04.095058] [INFO ] [sig       ] [1170/3417] Forecasting FFIC...
[2026-02-10T20:22:04.095087] [INFO ] [sig       ] Generating forecast for: FFIC
[2026-02-10T20:22:04.095118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2026-02-10T20:22:04.108421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2026-02-10T20:22:04.108753] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2026-02-10T20:22:04.109768] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2026-02-10T20:22:04.109820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:04.109852] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:04.109879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:04.109936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:04.171081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:04.171861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:04.171946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:04.171981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:04.297797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:04.298067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:04.298137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:04.298211] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:04.303166] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2026-02-10T20:22:04.303485] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2026-02-10T20:22:04.303661] [INFO ] [sig       ] FFIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:04.446148] [INFO ] [LOCAL     ] Saved forecast: FFIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FFIC.txt
[2026-02-10T20:22:04.446304] [INFO ] [sig       ] [1170/3417] Completed FFIC in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:04.446353] [INFO ] [sig       ] [1171/3417] Forecasting FFIN...
[2026-02-10T20:22:04.446385] [INFO ] [sig       ] Generating forecast for: FFIN
[2026-02-10T20:22:04.446415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2026-02-10T20:22:04.459297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2026-02-10T20:22:04.459822] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2026-02-10T20:22:04.460620] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2026-02-10T20:22:04.460674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:04.460708] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:04.460735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:04.460792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:04.520892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:04.521838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:04.521921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:04.521955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:04.641951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:04.642113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:04.642154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:04.642183] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:04.645678] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2026-02-10T20:22:04.645970] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2026-02-10T20:22:04.646105] [INFO ] [sig       ] FFIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:04.791520] [INFO ] [LOCAL     ] Saved forecast: FFIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FFIN.txt
[2026-02-10T20:22:04.791689] [INFO ] [sig       ] [1171/3417] Completed FFIN in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:04.791733] [INFO ] [sig       ] [1172/3417] Forecasting FFWM...
[2026-02-10T20:22:04.791765] [INFO ] [sig       ] Generating forecast for: FFWM
[2026-02-10T20:22:04.791795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2026-02-10T20:22:04.803671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2026-02-10T20:22:04.804060] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2026-02-10T20:22:04.804897] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2026-02-10T20:22:04.804951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:04.805011] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:04.805042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:04.805101] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:04.864975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:04.865840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:04.865943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:04.865978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:04.987240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:04.987397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:04.987438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:04.987467] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:04.990957] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2026-02-10T20:22:04.991234] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2026-02-10T20:22:04.991369] [INFO ] [sig       ] FFWM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:05.134152] [INFO ] [LOCAL     ] Saved forecast: FFWM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FFWM.txt
[2026-02-10T20:22:05.134312] [INFO ] [sig       ] [1172/3417] Completed FFWM in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:05.134360] [INFO ] [sig       ] [1173/3417] Forecasting FG...
[2026-02-10T20:22:05.134395] [INFO ] [sig       ] Generating forecast for: FG
[2026-02-10T20:22:05.134426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2026-02-10T20:22:05.145882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2026-02-10T20:22:05.146157] [INFO ] [FORECASTER] Starting predict_future for FG
[2026-02-10T20:22:05.146980] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2026-02-10T20:22:05.147033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:05.147066] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:05.147093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:05.147150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:05.206012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:05.206692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:05.206772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:05.206804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:05.332416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:05.332790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:05.332832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:05.332860] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:05.336373] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2026-02-10T20:22:05.336686] [INFO ] [FORECASTER] Completed predict_future for FG
[2026-02-10T20:22:05.336823] [INFO ] [sig       ] FG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:05.479291] [INFO ] [LOCAL     ] Saved forecast: FG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FG.txt
[2026-02-10T20:22:05.479443] [INFO ] [sig       ] [1173/3417] Completed FG in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:05.479482] [INFO ] [sig       ] [1174/3417] Forecasting FHB...
[2026-02-10T20:22:05.479513] [INFO ] [sig       ] Generating forecast for: FHB
[2026-02-10T20:22:05.479543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2026-02-10T20:22:05.491887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2026-02-10T20:22:05.492201] [INFO ] [FORECASTER] Starting predict_future for FHB
[2026-02-10T20:22:05.493005] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2026-02-10T20:22:05.493059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:05.493092] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:05.493131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:05.493189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:05.552051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:05.552860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:05.552946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:05.552984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:05.681422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:05.681655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:05.681727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:05.681769] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:05.686177] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2026-02-10T20:22:05.686551] [INFO ] [FORECASTER] Completed predict_future for FHB
[2026-02-10T20:22:05.686723] [INFO ] [sig       ] FHB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:05.831445] [INFO ] [LOCAL     ] Saved forecast: FHB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FHB.txt
[2026-02-10T20:22:05.831806] [INFO ] [sig       ] [1174/3417] Completed FHB in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:05.831848] [INFO ] [sig       ] [1175/3417] Forecasting FHI...
[2026-02-10T20:22:05.831880] [INFO ] [sig       ] Generating forecast for: FHI
[2026-02-10T20:22:05.831911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2026-02-10T20:22:05.845907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2026-02-10T20:22:05.846247] [INFO ] [FORECASTER] Starting predict_future for FHI
[2026-02-10T20:22:05.847055] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2026-02-10T20:22:05.847108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:05.847140] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:05.847167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:05.847224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:05.905454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:05.906197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:05.906286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:05.906320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:06.027729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:06.027889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:06.027930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:06.027960] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:06.032059] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2026-02-10T20:22:06.032345] [INFO ] [FORECASTER] Completed predict_future for FHI
[2026-02-10T20:22:06.032480] [INFO ] [sig       ] FHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:06.182064] [INFO ] [LOCAL     ] Saved forecast: FHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FHI.txt
[2026-02-10T20:22:06.182201] [INFO ] [sig       ] [1175/3417] Completed FHI in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:06.182241] [INFO ] [sig       ] [1176/3417] Forecasting FHN...
[2026-02-10T20:22:06.182272] [INFO ] [sig       ] Generating forecast for: FHN
[2026-02-10T20:22:06.182303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2026-02-10T20:22:06.195106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2026-02-10T20:22:06.195444] [INFO ] [FORECASTER] Starting predict_future for FHN
[2026-02-10T20:22:06.196274] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2026-02-10T20:22:06.196328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:06.196361] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:06.196389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:06.196447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:06.254831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:06.255696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:06.255783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:06.255817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:06.377967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:06.378142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:06.378185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:06.378223] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:06.381813] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2026-02-10T20:22:06.382094] [INFO ] [FORECASTER] Completed predict_future for FHN
[2026-02-10T20:22:06.382228] [INFO ] [sig       ] FHN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:06.522913] [INFO ] [LOCAL     ] Saved forecast: FHN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FHN.txt
[2026-02-10T20:22:06.523058] [INFO ] [sig       ] [1176/3417] Completed FHN in 0.3s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:06.523098] [INFO ] [sig       ] [1177/3417] Forecasting FHTX...
[2026-02-10T20:22:06.523128] [INFO ] [sig       ] Generating forecast for: FHTX
[2026-02-10T20:22:06.523158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2026-02-10T20:22:06.535050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2026-02-10T20:22:06.535391] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2026-02-10T20:22:06.536218] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2026-02-10T20:22:06.536271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:06.536304] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:06.536330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:06.536386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:06.596450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:06.597368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:06.597467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:06.597501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:06.726132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:06.726289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:06.726330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:06.726361] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:06.730274] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2026-02-10T20:22:06.730564] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2026-02-10T20:22:06.730721] [INFO ] [sig       ] FHTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:06.876965] [INFO ] [LOCAL     ] Saved forecast: FHTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FHTX.txt
[2026-02-10T20:22:06.877102] [INFO ] [sig       ] [1177/3417] Completed FHTX in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:06.877142] [INFO ] [sig       ] [1178/3417] Forecasting FIBK...
[2026-02-10T20:22:06.877173] [INFO ] [sig       ] Generating forecast for: FIBK
[2026-02-10T20:22:06.877210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2026-02-10T20:22:06.889650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2026-02-10T20:22:06.889961] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2026-02-10T20:22:06.890816] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2026-02-10T20:22:06.890877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:06.890910] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:06.890937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:06.890999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:06.949753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:06.950523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:06.950629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:06.950666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:07.075910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:07.076068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:07.076120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:07.076152] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:07.079745] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2026-02-10T20:22:07.080029] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2026-02-10T20:22:07.080161] [INFO ] [sig       ] FIBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:07.302006] [INFO ] [LOCAL     ] Saved forecast: FIBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIBK.txt
[2026-02-10T20:22:07.302148] [INFO ] [sig       ] [1178/3417] Completed FIBK in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:07.302190] [INFO ] [sig       ] [1179/3417] Forecasting FICO...
[2026-02-10T20:22:07.302220] [INFO ] [sig       ] Generating forecast for: FICO
[2026-02-10T20:22:07.302250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2026-02-10T20:22:07.315146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2026-02-10T20:22:07.315496] [INFO ] [FORECASTER] Starting predict_future for FICO
[2026-02-10T20:22:07.316311] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2026-02-10T20:22:07.316366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:07.316398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:07.316425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:07.316482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:07.375472] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:07.376330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:07.376417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:07.376451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:07.502326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:07.502501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:07.502745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:07.502777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:07.506444] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2026-02-10T20:22:07.506749] [INFO ] [FORECASTER] Completed predict_future for FICO
[2026-02-10T20:22:07.506887] [INFO ] [sig       ] FICO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:07.654213] [INFO ] [LOCAL     ] Saved forecast: FICO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FICO.txt
[2026-02-10T20:22:07.654404] [INFO ] [sig       ] [1179/3417] Completed FICO in 0.4s | 2.79 sym/s | Total: 7.0m | ETA: 13.4m
[2026-02-10T20:22:07.654447] [INFO ] [sig       ] [1180/3417] Forecasting FICS...
[2026-02-10T20:22:07.654479] [INFO ] [sig       ] Generating forecast for: FICS
[2026-02-10T20:22:07.654512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2026-02-10T20:22:07.667513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2026-02-10T20:22:07.667911] [INFO ] [FORECASTER] Starting predict_future for FICS
[2026-02-10T20:22:07.668776] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2026-02-10T20:22:07.668830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:07.668862] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:07.668888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:07.668945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:07.731185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:07.732145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:07.732243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:07.732279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:07.862774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:07.862940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:07.862981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:07.863011] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:07.866628] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2026-02-10T20:22:07.866907] [INFO ] [FORECASTER] Completed predict_future for FICS
[2026-02-10T20:22:07.867035] [INFO ] [sig       ] FICS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:08.008683] [INFO ] [LOCAL     ] Saved forecast: FICS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FICS.txt
[2026-02-10T20:22:08.008854] [INFO ] [sig       ] [1180/3417] Completed FICS in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.4m
[2026-02-10T20:22:08.008896] [INFO ] [sig       ] [1181/3417] Forecasting FID...
[2026-02-10T20:22:08.008927] [INFO ] [sig       ] Generating forecast for: FID
[2026-02-10T20:22:08.008968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2026-02-10T20:22:08.021696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2026-02-10T20:22:08.022048] [INFO ] [FORECASTER] Starting predict_future for FID
[2026-02-10T20:22:08.022854] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2026-02-10T20:22:08.022907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:08.022940] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:08.022967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:08.023024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:08.080735] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:08.081529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:08.081632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:08.081667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:08.197742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:08.197882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:08.197919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:08.197948] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:08.201346] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2026-02-10T20:22:08.201660] [INFO ] [FORECASTER] Completed predict_future for FID
[2026-02-10T20:22:08.201790] [INFO ] [sig       ] FID: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:08.343551] [INFO ] [LOCAL     ] Saved forecast: FID	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FID.txt
[2026-02-10T20:22:08.343701] [INFO ] [sig       ] [1181/3417] Completed FID in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.4m
[2026-02-10T20:22:08.343741] [INFO ] [sig       ] [1182/3417] Forecasting FIGS...
[2026-02-10T20:22:08.343771] [INFO ] [sig       ] Generating forecast for: FIGS
[2026-02-10T20:22:08.343802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2026-02-10T20:22:08.355742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2026-02-10T20:22:08.356006] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2026-02-10T20:22:08.356798] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2026-02-10T20:22:08.356851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:08.356882] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:08.356910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:08.356966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:08.418136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:08.418832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:08.418960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:08.418996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:08.542023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:08.542184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:08.542226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:08.542254] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:08.545745] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2026-02-10T20:22:08.546019] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2026-02-10T20:22:08.546150] [INFO ] [sig       ] FIGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:08.685798] [INFO ] [LOCAL     ] Saved forecast: FIGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIGS.txt
[2026-02-10T20:22:08.685941] [INFO ] [sig       ] [1182/3417] Completed FIGS in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.4m
[2026-02-10T20:22:08.685981] [INFO ] [sig       ] [1183/3417] Forecasting FIHL...
[2026-02-10T20:22:08.686013] [INFO ] [sig       ] Generating forecast for: FIHL
[2026-02-10T20:22:08.686044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2026-02-10T20:22:08.699212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2026-02-10T20:22:08.699592] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2026-02-10T20:22:08.700375] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2026-02-10T20:22:08.700430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:08.700462] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:08.700488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:08.700544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:08.760592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:08.761399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:08.761485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:08.761517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:08.881513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:08.881690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:08.881731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:08.881761] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:08.888062] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2026-02-10T20:22:08.888469] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2026-02-10T20:22:08.888648] [INFO ] [sig       ] FIHL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:09.034355] [INFO ] [LOCAL     ] Saved forecast: FIHL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FIHL.txt
[2026-02-10T20:22:09.034544] [INFO ] [sig       ] [1183/3417] Completed FIHL in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:09.034606] [INFO ] [sig       ] [1184/3417] Forecasting FINS...
[2026-02-10T20:22:09.034640] [INFO ] [sig       ] Generating forecast for: FINS
[2026-02-10T20:22:09.034686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2026-02-10T20:22:09.047314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2026-02-10T20:22:09.047740] [INFO ] [FORECASTER] Starting predict_future for FINS
[2026-02-10T20:22:09.048627] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2026-02-10T20:22:09.048681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:09.048714] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:09.048741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:09.048803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:09.105630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:09.106492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:09.106599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:09.106636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:09.228135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:09.228308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:09.228351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:09.228380] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:09.232228] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2026-02-10T20:22:09.232522] [INFO ] [FORECASTER] Completed predict_future for FINS
[2026-02-10T20:22:09.232676] [INFO ] [sig       ] FINS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:09.379109] [INFO ] [LOCAL     ] Saved forecast: FINS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FINS.txt
[2026-02-10T20:22:09.379247] [INFO ] [sig       ] [1184/3417] Completed FINS in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:09.379287] [INFO ] [sig       ] [1185/3417] Forecasting FINX...
[2026-02-10T20:22:09.379316] [INFO ] [sig       ] Generating forecast for: FINX
[2026-02-10T20:22:09.379346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2026-02-10T20:22:09.391026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2026-02-10T20:22:09.391366] [INFO ] [FORECASTER] Starting predict_future for FINX
[2026-02-10T20:22:09.392183] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2026-02-10T20:22:09.392236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:09.392268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:09.392294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:09.392349] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:09.449550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:09.450346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:09.450432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:09.450465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:09.572061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:09.572223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:09.572276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:09.572306] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:09.576055] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2026-02-10T20:22:09.576350] [INFO ] [FORECASTER] Completed predict_future for FINX
[2026-02-10T20:22:09.576500] [INFO ] [sig       ] FINX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:09.718440] [INFO ] [LOCAL     ] Saved forecast: FINX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FINX.txt
[2026-02-10T20:22:09.718814] [INFO ] [sig       ] [1185/3417] Completed FINX in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:09.718858] [INFO ] [sig       ] [1186/3417] Forecasting FIP...
[2026-02-10T20:22:09.718890] [INFO ] [sig       ] Generating forecast for: FIP
[2026-02-10T20:22:09.718920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2026-02-10T20:22:09.730684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2026-02-10T20:22:09.730985] [INFO ] [FORECASTER] Starting predict_future for FIP
[2026-02-10T20:22:09.731957] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2026-02-10T20:22:09.732009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:09.732041] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:09.732068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:09.732123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:09.794465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:09.795324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:09.795429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:09.795471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:09.922133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:09.922294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:09.922335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:09.922364] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:09.925816] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2026-02-10T20:22:09.926092] [INFO ] [FORECASTER] Completed predict_future for FIP
[2026-02-10T20:22:09.926221] [INFO ] [sig       ] FIP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:10.068086] [INFO ] [LOCAL     ] Saved forecast: FIP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIP.txt
[2026-02-10T20:22:10.068234] [INFO ] [sig       ] [1186/3417] Completed FIP in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:10.068273] [INFO ] [sig       ] [1187/3417] Forecasting FIS...
[2026-02-10T20:22:10.068308] [INFO ] [sig       ] Generating forecast for: FIS
[2026-02-10T20:22:10.068343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2026-02-10T20:22:10.079898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2026-02-10T20:22:10.080196] [INFO ] [FORECASTER] Starting predict_future for FIS
[2026-02-10T20:22:10.080989] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2026-02-10T20:22:10.081063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:10.081097] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:10.081123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:10.081179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:10.137748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:10.138522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:10.138624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:10.138658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:10.259803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:10.259964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:10.260003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:10.260031] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:10.263487] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2026-02-10T20:22:10.263782] [INFO ] [FORECASTER] Completed predict_future for FIS
[2026-02-10T20:22:10.263910] [INFO ] [sig       ] FIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:10.403662] [INFO ] [LOCAL     ] Saved forecast: FIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIS.txt
[2026-02-10T20:22:10.403995] [INFO ] [sig       ] [1187/3417] Completed FIS in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:10.404037] [INFO ] [sig       ] [1188/3417] Forecasting FISI...
[2026-02-10T20:22:10.404067] [INFO ] [sig       ] Generating forecast for: FISI
[2026-02-10T20:22:10.404098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2026-02-10T20:22:10.417460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2026-02-10T20:22:10.417947] [INFO ] [FORECASTER] Starting predict_future for FISI
[2026-02-10T20:22:10.419059] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2026-02-10T20:22:10.419120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:10.419156] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:10.419186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:10.419245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:10.484765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:10.485717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:10.485820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:10.485855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:10.623670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:10.623839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:10.623881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:10.623912] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:10.627764] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2026-02-10T20:22:10.628167] [INFO ] [FORECASTER] Completed predict_future for FISI
[2026-02-10T20:22:10.628322] [INFO ] [sig       ] FISI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:10.791302] [INFO ] [LOCAL     ] Saved forecast: FISI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FISI.txt
[2026-02-10T20:22:10.791497] [INFO ] [sig       ] [1188/3417] Completed FISI in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:10.791544] [INFO ] [sig       ] [1189/3417] Forecasting FITB...
[2026-02-10T20:22:10.791595] [INFO ] [sig       ] Generating forecast for: FITB
[2026-02-10T20:22:10.791630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2026-02-10T20:22:10.804981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2026-02-10T20:22:10.805417] [INFO ] [FORECASTER] Starting predict_future for FITB
[2026-02-10T20:22:10.806328] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2026-02-10T20:22:10.806405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:10.806505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:10.806546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:10.806655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:10.867328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:10.868290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:10.868390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:10.868423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:10.997973] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:10.998168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:10.998210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:10.998240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:11.002044] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2026-02-10T20:22:11.002442] [INFO ] [FORECASTER] Completed predict_future for FITB
[2026-02-10T20:22:11.002622] [INFO ] [sig       ] FITB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:11.149842] [INFO ] [LOCAL     ] Saved forecast: FITB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FITB.txt
[2026-02-10T20:22:11.150009] [INFO ] [sig       ] [1189/3417] Completed FITB in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:11.150051] [INFO ] [sig       ] [1190/3417] Forecasting FITBI...
[2026-02-10T20:22:11.150081] [INFO ] [sig       ] Generating forecast for: FITBI
[2026-02-10T20:22:11.150110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2026-02-10T20:22:11.161665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2026-02-10T20:22:11.162081] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2026-02-10T20:22:11.162947] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2026-02-10T20:22:11.163006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:11.163040] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:11.163068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:11.163129] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:11.225551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:11.226668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:11.226763] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:11.226796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:11.354834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:11.354995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:11.355036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:11.355065] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:11.358793] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2026-02-10T20:22:11.359152] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2026-02-10T20:22:11.359296] [INFO ] [sig       ] FITBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:11.508527] [INFO ] [LOCAL     ] Saved forecast: FITBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FITBI.txt
[2026-02-10T20:22:11.508877] [INFO ] [sig       ] [1190/3417] Completed FITBI in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:11.508929] [INFO ] [sig       ] [1191/3417] Forecasting FITBO...
[2026-02-10T20:22:11.508969] [INFO ] [sig       ] Generating forecast for: FITBO
[2026-02-10T20:22:11.508999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2026-02-10T20:22:11.521398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2026-02-10T20:22:11.521844] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2026-02-10T20:22:11.522710] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2026-02-10T20:22:11.522770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:11.522803] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:11.522831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:11.522888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:11.583994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:11.584921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:11.585018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:11.585052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:11.704038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:11.704202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:11.704241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:11.704270] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:11.707818] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2026-02-10T20:22:11.708190] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2026-02-10T20:22:11.708347] [INFO ] [sig       ] FITBO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:11.855761] [INFO ] [LOCAL     ] Saved forecast: FITBO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FITBO.txt
[2026-02-10T20:22:11.855941] [INFO ] [sig       ] [1191/3417] Completed FITBO in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:11.855986] [INFO ] [sig       ] [1192/3417] Forecasting FIVE...
[2026-02-10T20:22:11.856016] [INFO ] [sig       ] Generating forecast for: FIVE
[2026-02-10T20:22:11.856048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2026-02-10T20:22:11.869535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2026-02-10T20:22:11.869975] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2026-02-10T20:22:11.870852] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2026-02-10T20:22:11.870907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:11.870940] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:11.870967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:11.871026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:11.938994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:11.940079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:11.940175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:11.940222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:12.077845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:12.078019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:12.078088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:12.078174] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:12.081885] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2026-02-10T20:22:12.082256] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2026-02-10T20:22:12.082428] [INFO ] [sig       ] FIVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:12.227271] [INFO ] [LOCAL     ] Saved forecast: FIVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIVE.txt
[2026-02-10T20:22:12.227416] [INFO ] [sig       ] [1192/3417] Completed FIVE in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:12.227457] [INFO ] [sig       ] [1193/3417] Forecasting FIVN...
[2026-02-10T20:22:12.227491] [INFO ] [sig       ] Generating forecast for: FIVN
[2026-02-10T20:22:12.227521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2026-02-10T20:22:12.240155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2026-02-10T20:22:12.240490] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2026-02-10T20:22:12.241296] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2026-02-10T20:22:12.241351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:12.241383] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:12.241409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:12.241469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:12.299442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:12.300196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:12.300276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:12.300309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:12.421996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:12.422151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:12.422192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:12.422221] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:12.425702] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2026-02-10T20:22:12.425982] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2026-02-10T20:22:12.426115] [INFO ] [sig       ] FIVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:12.565441] [INFO ] [LOCAL     ] Saved forecast: FIVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIVN.txt
[2026-02-10T20:22:12.565613] [INFO ] [sig       ] [1193/3417] Completed FIVN in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:12.565657] [INFO ] [sig       ] [1194/3417] Forecasting FIX...
[2026-02-10T20:22:12.565689] [INFO ] [sig       ] Generating forecast for: FIX
[2026-02-10T20:22:12.565720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2026-02-10T20:22:12.578452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2026-02-10T20:22:12.578842] [INFO ] [FORECASTER] Starting predict_future for FIX
[2026-02-10T20:22:12.579649] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2026-02-10T20:22:12.579702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:12.579734] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:12.579761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:12.579817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:12.636834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:12.637612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:12.637694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:12.637727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:12.766043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:12.766224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:12.766266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:12.766296] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:12.770377] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2026-02-10T20:22:12.770702] [INFO ] [FORECASTER] Completed predict_future for FIX
[2026-02-10T20:22:12.770837] [INFO ] [sig       ] FIX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:12.913176] [INFO ] [LOCAL     ] Saved forecast: FIX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIX.txt
[2026-02-10T20:22:12.913343] [INFO ] [sig       ] [1194/3417] Completed FIX in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:12.913385] [INFO ] [sig       ] [1195/3417] Forecasting FIXD...
[2026-02-10T20:22:12.913416] [INFO ] [sig       ] Generating forecast for: FIXD
[2026-02-10T20:22:12.913450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2026-02-10T20:22:12.926467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2026-02-10T20:22:12.926869] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2026-02-10T20:22:12.927758] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2026-02-10T20:22:12.927813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:12.927846] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:12.927874] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:12.927934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:12.991378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:12.992483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:12.992589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:12.992626] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:13.115182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:13.115342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:13.115383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:13.115414] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:13.119032] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2026-02-10T20:22:13.119319] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2026-02-10T20:22:13.119460] [INFO ] [sig       ] FIXD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:13.259040] [INFO ] [LOCAL     ] Saved forecast: FIXD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FIXD.txt
[2026-02-10T20:22:13.259174] [INFO ] [sig       ] [1195/3417] Completed FIXD in 0.3s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:13.259213] [INFO ] [sig       ] [1196/3417] Forecasting FIZZ...
[2026-02-10T20:22:13.259244] [INFO ] [sig       ] Generating forecast for: FIZZ
[2026-02-10T20:22:13.259276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2026-02-10T20:22:13.271029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2026-02-10T20:22:13.271335] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2026-02-10T20:22:13.272231] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2026-02-10T20:22:13.272295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:13.272328] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:13.272360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:13.272431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:13.335545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:13.336362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:13.336470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:13.336514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:13.454422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:13.454611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:13.454655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:13.454684] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:13.458318] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2026-02-10T20:22:13.458636] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2026-02-10T20:22:13.458798] [INFO ] [sig       ] FIZZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:13.614665] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FIZZ.txt
[2026-02-10T20:22:13.614847] [INFO ] [sig       ] [1196/3417] Completed FIZZ in 0.4s | 2.79 sym/s | Total: 7.1m | ETA: 13.3m
[2026-02-10T20:22:13.614890] [INFO ] [sig       ] [1197/3417] Forecasting FJP...
[2026-02-10T20:22:13.614924] [INFO ] [sig       ] Generating forecast for: FJP
[2026-02-10T20:22:13.614955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2026-02-10T20:22:13.627049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2026-02-10T20:22:13.627474] [INFO ] [FORECASTER] Starting predict_future for FJP
[2026-02-10T20:22:13.628388] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2026-02-10T20:22:13.628459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:13.628501] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:13.628535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:13.628625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:13.689546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:13.690449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:13.690539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:13.690594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:13.805224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:13.805396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:13.805438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:13.805469] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:13.809778] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2026-02-10T20:22:13.810194] [INFO ] [FORECASTER] Completed predict_future for FJP
[2026-02-10T20:22:13.810357] [INFO ] [sig       ] FJP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:13.956477] [INFO ] [LOCAL     ] Saved forecast: FJP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FJP.txt
[2026-02-10T20:22:13.956671] [INFO ] [sig       ] [1197/3417] Completed FJP in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.3m
[2026-02-10T20:22:13.956718] [INFO ] [sig       ] [1198/3417] Forecasting FLEX...
[2026-02-10T20:22:13.956751] [INFO ] [sig       ] Generating forecast for: FLEX
[2026-02-10T20:22:13.956787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2026-02-10T20:22:13.969482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2026-02-10T20:22:13.969916] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2026-02-10T20:22:13.970795] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2026-02-10T20:22:13.970851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:13.970898] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:13.970925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:13.970981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:14.031014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:14.031971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:14.032061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:14.032096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:14.157823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:14.157985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:14.158027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:14.158084] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:14.161775] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2026-02-10T20:22:14.162096] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2026-02-10T20:22:14.162238] [INFO ] [sig       ] FLEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:14.311323] [INFO ] [LOCAL     ] Saved forecast: FLEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FLEX.txt
[2026-02-10T20:22:14.311518] [INFO ] [sig       ] [1198/3417] Completed FLEX in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.3m
[2026-02-10T20:22:14.311565] [INFO ] [sig       ] [1199/3417] Forecasting FLL...
[2026-02-10T20:22:14.311618] [INFO ] [sig       ] Generating forecast for: FLL
[2026-02-10T20:22:14.311651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2026-02-10T20:22:14.324017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2026-02-10T20:22:14.324384] [INFO ] [FORECASTER] Starting predict_future for FLL
[2026-02-10T20:22:14.325271] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2026-02-10T20:22:14.325327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:14.325360] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:14.325389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:14.325447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:14.386402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:14.387318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:14.387472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:14.387509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:14.508726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:14.508893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:14.508935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:14.508965] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:14.512625] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=31.44%)
[2026-02-10T20:22:14.512949] [INFO ] [FORECASTER] Completed predict_future for FLL
[2026-02-10T20:22:14.513093] [INFO ] [sig       ] FLL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:14.661323] [INFO ] [LOCAL     ] Saved forecast: FLL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FLL.txt
[2026-02-10T20:22:14.661632] [INFO ] [sig       ] [1199/3417] Completed FLL in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:14.661682] [INFO ] [sig       ] [1200/3417] Forecasting FLNC...
[2026-02-10T20:22:14.661715] [INFO ] [sig       ] Generating forecast for: FLNC
[2026-02-10T20:22:14.661748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2026-02-10T20:22:14.675379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2026-02-10T20:22:14.675832] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2026-02-10T20:22:14.676848] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2026-02-10T20:22:14.676905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:14.676940] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:14.676969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:14.677027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:14.738083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:14.739063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:14.739176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:14.739214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:14.868089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:14.868249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:14.868290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:14.868318] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:14.871850] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2026-02-10T20:22:14.872142] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2026-02-10T20:22:14.872274] [INFO ] [sig       ] FLNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:15.015554] [INFO ] [LOCAL     ] Saved forecast: FLNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FLNC.txt
[2026-02-10T20:22:15.015796] [INFO ] [sig       ] [1200/3417] Completed FLNC in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:15.015841] [INFO ] [sig       ] [1201/3417] Forecasting FLNG...
[2026-02-10T20:22:15.015881] [INFO ] [sig       ] Generating forecast for: FLNG
[2026-02-10T20:22:15.015915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2026-02-10T20:22:15.029748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2026-02-10T20:22:15.030114] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2026-02-10T20:22:15.031027] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2026-02-10T20:22:15.031082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:15.031116] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:15.031144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:15.031202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:15.090462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:15.091404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:15.091533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:15.091570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:15.215116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:15.215280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:15.215321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:15.215349] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:15.218904] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2026-02-10T20:22:15.219193] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2026-02-10T20:22:15.219327] [INFO ] [sig       ] FLNG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:15.390414] [INFO ] [LOCAL     ] Saved forecast: FLNG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FLNG.txt
[2026-02-10T20:22:15.390622] [INFO ] [sig       ] [1201/3417] Completed FLNG in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:15.390694] [INFO ] [sig       ] [1202/3417] Forecasting FLO...
[2026-02-10T20:22:15.390729] [INFO ] [sig       ] Generating forecast for: FLO
[2026-02-10T20:22:15.390761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2026-02-10T20:22:15.404113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2026-02-10T20:22:15.404560] [INFO ] [FORECASTER] Starting predict_future for FLO
[2026-02-10T20:22:15.405464] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2026-02-10T20:22:15.405520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:15.405554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:15.405609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:15.405683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:15.467977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:15.469071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:15.469178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:15.469220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:15.608962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:15.609129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:15.609171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:15.609202] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:15.613101] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2026-02-10T20:22:15.613472] [INFO ] [FORECASTER] Completed predict_future for FLO
[2026-02-10T20:22:15.613651] [INFO ] [sig       ] FLO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:15.759349] [INFO ] [LOCAL     ] Saved forecast: FLO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FLO.txt
[2026-02-10T20:22:15.759559] [INFO ] [sig       ] [1202/3417] Completed FLO in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:15.759811] [INFO ] [sig       ] [1203/3417] Forecasting FLS...
[2026-02-10T20:22:15.759843] [INFO ] [sig       ] Generating forecast for: FLS
[2026-02-10T20:22:15.759873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2026-02-10T20:22:15.773266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2026-02-10T20:22:15.773920] [INFO ] [FORECASTER] Starting predict_future for FLS
[2026-02-10T20:22:15.775041] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2026-02-10T20:22:15.775098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:15.775132] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:15.775159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:15.775216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:15.835983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:15.836954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:15.837045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:15.837080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:15.979518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:15.979715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:15.979948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:15.979977] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:15.983897] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2026-02-10T20:22:15.984216] [INFO ] [FORECASTER] Completed predict_future for FLS
[2026-02-10T20:22:15.984374] [INFO ] [sig       ] FLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:16.134894] [INFO ] [LOCAL     ] Saved forecast: FLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FLS.txt
[2026-02-10T20:22:16.135060] [INFO ] [sig       ] [1203/3417] Completed FLS in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:16.135103] [INFO ] [sig       ] [1204/3417] Forecasting FLUX...
[2026-02-10T20:22:16.135138] [INFO ] [sig       ] Generating forecast for: FLUX
[2026-02-10T20:22:16.135170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2026-02-10T20:22:16.148114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2026-02-10T20:22:16.148526] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2026-02-10T20:22:16.149380] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2026-02-10T20:22:16.149442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:16.149491] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:16.149524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:16.149602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:16.213336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:16.214254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:16.214346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:16.214381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:16.339564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:16.339748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:16.339788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:16.339816] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:16.343277] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=31.42%)
[2026-02-10T20:22:16.343593] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2026-02-10T20:22:16.343734] [INFO ] [sig       ] FLUX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:16.488637] [INFO ] [LOCAL     ] Saved forecast: FLUX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FLUX.txt
[2026-02-10T20:22:16.488824] [INFO ] [sig       ] [1204/3417] Completed FLUX in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:16.488872] [INFO ] [sig       ] [1205/3417] Forecasting FLWS...
[2026-02-10T20:22:16.488903] [INFO ] [sig       ] Generating forecast for: FLWS
[2026-02-10T20:22:16.488935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2026-02-10T20:22:16.500717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2026-02-10T20:22:16.501094] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2026-02-10T20:22:16.501985] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2026-02-10T20:22:16.502040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:16.502075] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:16.502104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:16.502164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:16.563045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:16.564039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:16.564129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:16.564164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:16.688004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:16.688190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:16.688232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:16.688279] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:16.691820] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2026-02-10T20:22:16.692104] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2026-02-10T20:22:16.692238] [INFO ] [sig       ] FLWS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:16.837386] [INFO ] [LOCAL     ] Saved forecast: FLWS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FLWS.txt
[2026-02-10T20:22:16.837554] [INFO ] [sig       ] [1205/3417] Completed FLWS in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:16.837641] [INFO ] [sig       ] [1206/3417] Forecasting FLXS...
[2026-02-10T20:22:16.837686] [INFO ] [sig       ] Generating forecast for: FLXS
[2026-02-10T20:22:16.837720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2026-02-10T20:22:16.849690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2026-02-10T20:22:16.850082] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2026-02-10T20:22:16.850924] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2026-02-10T20:22:16.850980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:16.851040] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:16.851071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:16.851130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:16.910892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:16.911824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:16.911915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:16.911949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:17.030641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:17.030801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:17.030841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:17.030870] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:17.034304] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2026-02-10T20:22:17.034638] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2026-02-10T20:22:17.034767] [INFO ] [sig       ] FLXS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:17.180434] [INFO ] [LOCAL     ] Saved forecast: FLXS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FLXS.txt
[2026-02-10T20:22:17.180599] [INFO ] [sig       ] [1206/3417] Completed FLXS in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:17.180642] [INFO ] [sig       ] [1207/3417] Forecasting FLYE...
[2026-02-10T20:22:17.180674] [INFO ] [sig       ] Generating forecast for: FLYE
[2026-02-10T20:22:17.180705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2026-02-10T20:22:17.192054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2026-02-10T20:22:17.192360] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2026-02-10T20:22:17.193163] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2026-02-10T20:22:17.193217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:17.193249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:17.193277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:17.193333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:17.252203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:17.252921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:17.253018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:17.253054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:17.375066] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:17.375237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:17.375279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:17.375309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:17.379209] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2026-02-10T20:22:17.379739] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2026-02-10T20:22:17.379944] [INFO ] [sig       ] FLYE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:17.540619] [INFO ] [LOCAL     ] Saved forecast: FLYE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FLYE.txt
[2026-02-10T20:22:17.540807] [INFO ] [sig       ] [1207/3417] Completed FLYE in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:17.540850] [INFO ] [sig       ] [1208/3417] Forecasting FMAO...
[2026-02-10T20:22:17.540883] [INFO ] [sig       ] Generating forecast for: FMAO
[2026-02-10T20:22:17.540916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2026-02-10T20:22:17.553276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2026-02-10T20:22:17.553771] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2026-02-10T20:22:17.554776] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2026-02-10T20:22:17.554845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:17.554888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:17.554929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:17.554992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:17.622423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:17.623450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:17.623611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:17.623651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:17.735920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:17.736085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:17.736126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:17.736156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:17.739916] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2026-02-10T20:22:17.740234] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2026-02-10T20:22:17.740377] [INFO ] [sig       ] FMAO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:17.887563] [INFO ] [LOCAL     ] Saved forecast: FMAO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FMAO.txt
[2026-02-10T20:22:17.887761] [INFO ] [sig       ] [1208/3417] Completed FMAO in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:17.887805] [INFO ] [sig       ] [1209/3417] Forecasting FMB...
[2026-02-10T20:22:17.887836] [INFO ] [sig       ] Generating forecast for: FMB
[2026-02-10T20:22:17.887868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2026-02-10T20:22:17.899891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2026-02-10T20:22:17.900259] [INFO ] [FORECASTER] Starting predict_future for FMB
[2026-02-10T20:22:17.901072] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2026-02-10T20:22:17.901125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:17.901171] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:17.901200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:17.901257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:17.964860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:17.966166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:17.966261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:17.966295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:18.091782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:18.091937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:18.091977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:18.092038] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:18.095489] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2026-02-10T20:22:18.095797] [INFO ] [FORECASTER] Completed predict_future for FMB
[2026-02-10T20:22:18.095944] [INFO ] [sig       ] FMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:18.241203] [INFO ] [LOCAL     ] Saved forecast: FMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FMB.txt
[2026-02-10T20:22:18.241338] [INFO ] [sig       ] [1209/3417] Completed FMB in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:18.241385] [INFO ] [sig       ] [1210/3417] Forecasting FMBH...
[2026-02-10T20:22:18.241417] [INFO ] [sig       ] Generating forecast for: FMBH
[2026-02-10T20:22:18.241447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2026-02-10T20:22:18.253003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2026-02-10T20:22:18.253300] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2026-02-10T20:22:18.254086] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2026-02-10T20:22:18.254140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:18.254172] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:18.254199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:18.254256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:18.313025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:18.313736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:18.313820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:18.313853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:18.439695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:18.439846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:18.439886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:18.439915] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:18.443514] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2026-02-10T20:22:18.443892] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2026-02-10T20:22:18.444042] [INFO ] [sig       ] FMBH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:18.586635] [INFO ] [LOCAL     ] Saved forecast: FMBH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FMBH.txt
[2026-02-10T20:22:18.586791] [INFO ] [sig       ] [1210/3417] Completed FMBH in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:18.586834] [INFO ] [sig       ] [1211/3417] Forecasting FMC...
[2026-02-10T20:22:18.586864] [INFO ] [sig       ] Generating forecast for: FMC
[2026-02-10T20:22:18.586895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2026-02-10T20:22:18.599319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2026-02-10T20:22:18.599667] [INFO ] [FORECASTER] Starting predict_future for FMC
[2026-02-10T20:22:18.600486] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2026-02-10T20:22:18.600540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:18.600598] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:18.600631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:18.600691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:18.660742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:18.661561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:18.661665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:18.661699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:18.787057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:18.787228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:18.787271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:18.787302] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:18.794457] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2026-02-10T20:22:18.794838] [INFO ] [FORECASTER] Completed predict_future for FMC
[2026-02-10T20:22:18.794982] [INFO ] [sig       ] FMC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:18.939841] [INFO ] [LOCAL     ] Saved forecast: FMC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FMC.txt
[2026-02-10T20:22:18.940005] [INFO ] [sig       ] [1211/3417] Completed FMC in 0.4s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:18.940048] [INFO ] [sig       ] [1212/3417] Forecasting FMHI...
[2026-02-10T20:22:18.940079] [INFO ] [sig       ] Generating forecast for: FMHI
[2026-02-10T20:22:18.940110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2026-02-10T20:22:18.952001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2026-02-10T20:22:18.952365] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2026-02-10T20:22:18.953242] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2026-02-10T20:22:18.953298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:18.953331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:18.953358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:18.953416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:19.013455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:19.014420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:19.014511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:19.014550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:19.138908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:19.139071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:19.139113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:19.139141] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:19.142547] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2026-02-10T20:22:19.142854] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2026-02-10T20:22:19.142990] [INFO ] [sig       ] FMHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:19.285502] [INFO ] [LOCAL     ] Saved forecast: FMHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FMHI.txt
[2026-02-10T20:22:19.285695] [INFO ] [sig       ] [1212/3417] Completed FMHI in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:19.285740] [INFO ] [sig       ] [1213/3417] Forecasting FMN...
[2026-02-10T20:22:19.285797] [INFO ] [sig       ] Generating forecast for: FMN
[2026-02-10T20:22:19.285831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2026-02-10T20:22:19.297367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2026-02-10T20:22:19.297757] [INFO ] [FORECASTER] Starting predict_future for FMN
[2026-02-10T20:22:19.298604] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2026-02-10T20:22:19.298670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:19.298709] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:19.298740] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:19.298795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:19.357323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:19.358303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:19.358394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:19.358428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:19.479341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:19.479505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:19.479546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:19.479595] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:19.483009] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2026-02-10T20:22:19.483299] [INFO ] [FORECASTER] Completed predict_future for FMN
[2026-02-10T20:22:19.483439] [INFO ] [sig       ] FMN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:19.623709] [INFO ] [LOCAL     ] Saved forecast: FMN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FMN.txt
[2026-02-10T20:22:19.623873] [INFO ] [sig       ] [1213/3417] Completed FMN in 0.3s | 2.79 sym/s | Total: 7.2m | ETA: 13.2m
[2026-02-10T20:22:19.623916] [INFO ] [sig       ] [1214/3417] Forecasting FMNB...
[2026-02-10T20:22:19.623946] [INFO ] [sig       ] Generating forecast for: FMNB
[2026-02-10T20:22:19.623977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2026-02-10T20:22:19.636263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2026-02-10T20:22:19.636672] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2026-02-10T20:22:19.637456] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2026-02-10T20:22:19.637509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:19.637542] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:19.637602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:19.637677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:19.694036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:19.694989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:19.695094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:19.695130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:19.824982] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:19.825147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:19.825189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:19.825218] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:19.829244] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2026-02-10T20:22:19.829638] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2026-02-10T20:22:19.829813] [INFO ] [sig       ] FMNB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:19.980183] [INFO ] [LOCAL     ] Saved forecast: FMNB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FMNB.txt
[2026-02-10T20:22:19.980350] [INFO ] [sig       ] [1214/3417] Completed FMNB in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.2m
[2026-02-10T20:22:19.980391] [INFO ] [sig       ] [1215/3417] Forecasting FMS...
[2026-02-10T20:22:19.980423] [INFO ] [sig       ] Generating forecast for: FMS
[2026-02-10T20:22:19.980456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2026-02-10T20:22:19.993253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2026-02-10T20:22:19.993694] [INFO ] [FORECASTER] Starting predict_future for FMS
[2026-02-10T20:22:19.994549] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2026-02-10T20:22:19.994638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:19.994673] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:19.994702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:19.994761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:20.056816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:20.057773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:20.057870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:20.057905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:20.192541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:20.192781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:20.192826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:20.192858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:20.197593] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2026-02-10T20:22:20.198198] [INFO ] [FORECASTER] Completed predict_future for FMS
[2026-02-10T20:22:20.198371] [INFO ] [sig       ] FMS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:20.349650] [INFO ] [LOCAL     ] Saved forecast: FMS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FMS.txt
[2026-02-10T20:22:20.349822] [INFO ] [sig       ] [1215/3417] Completed FMS in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.2m
[2026-02-10T20:22:20.349867] [INFO ] [sig       ] [1216/3417] Forecasting FMX...
[2026-02-10T20:22:20.349898] [INFO ] [sig       ] Generating forecast for: FMX
[2026-02-10T20:22:20.349928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2026-02-10T20:22:20.364944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2026-02-10T20:22:20.365279] [INFO ] [FORECASTER] Starting predict_future for FMX
[2026-02-10T20:22:20.366134] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2026-02-10T20:22:20.366188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:20.366221] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:20.366251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:20.366310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:20.428747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:20.429914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:20.430069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:20.430119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:20.557048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:20.557210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:20.557252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:20.557299] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:20.560920] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-10T20:22:20.561226] [INFO ] [FORECASTER] Completed predict_future for FMX
[2026-02-10T20:22:20.561366] [INFO ] [sig       ] FMX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:20.705680] [INFO ] [LOCAL     ] Saved forecast: FMX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FMX.txt
[2026-02-10T20:22:20.705991] [INFO ] [sig       ] [1216/3417] Completed FMX in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:20.706031] [INFO ] [sig       ] [1217/3417] Forecasting FN...
[2026-02-10T20:22:20.706062] [INFO ] [sig       ] Generating forecast for: FN
[2026-02-10T20:22:20.706092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2026-02-10T20:22:20.719692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2026-02-10T20:22:20.720229] [INFO ] [FORECASTER] Starting predict_future for FN
[2026-02-10T20:22:20.721180] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2026-02-10T20:22:20.721236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:20.721268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:20.721294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:20.721351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:20.781934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:20.782842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:20.782930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:20.782965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:20.906903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:20.907060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:20.907101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:20.907130] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:20.910563] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2026-02-10T20:22:20.910885] [INFO ] [FORECASTER] Completed predict_future for FN
[2026-02-10T20:22:20.911019] [INFO ] [sig       ] FN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:21.057808] [INFO ] [LOCAL     ] Saved forecast: FN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FN.txt
[2026-02-10T20:22:21.057960] [INFO ] [sig       ] [1217/3417] Completed FN in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:21.058002] [INFO ] [sig       ] [1218/3417] Forecasting FNB...
[2026-02-10T20:22:21.058063] [INFO ] [sig       ] Generating forecast for: FNB
[2026-02-10T20:22:21.058098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2026-02-10T20:22:21.070651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2026-02-10T20:22:21.071007] [INFO ] [FORECASTER] Starting predict_future for FNB
[2026-02-10T20:22:21.071849] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2026-02-10T20:22:21.071904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:21.071937] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:21.071964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:21.072022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:21.135588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:21.136441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:21.136530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:21.136565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:21.262065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:21.262224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:21.262265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:21.262295] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:21.266185] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2026-02-10T20:22:21.266466] [INFO ] [FORECASTER] Completed predict_future for FNB
[2026-02-10T20:22:21.266618] [INFO ] [sig       ] FNB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:21.409634] [INFO ] [LOCAL     ] Saved forecast: FNB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FNB.txt
[2026-02-10T20:22:21.409804] [INFO ] [sig       ] [1218/3417] Completed FNB in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:21.409847] [INFO ] [sig       ] [1219/3417] Forecasting FND...
[2026-02-10T20:22:21.409878] [INFO ] [sig       ] Generating forecast for: FND
[2026-02-10T20:22:21.409910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2026-02-10T20:22:21.421619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2026-02-10T20:22:21.421935] [INFO ] [FORECASTER] Starting predict_future for FND
[2026-02-10T20:22:21.422741] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2026-02-10T20:22:21.422794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:21.422827] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:21.422854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:21.422910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:21.482274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:21.483106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:21.483193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:21.483228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:21.607222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:21.607467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:21.607520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:21.607553] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:21.611646] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2026-02-10T20:22:21.611986] [INFO ] [FORECASTER] Completed predict_future for FND
[2026-02-10T20:22:21.612130] [INFO ] [sig       ] FND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:21.762080] [INFO ] [LOCAL     ] Saved forecast: FND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FND.txt
[2026-02-10T20:22:21.762317] [INFO ] [sig       ] [1219/3417] Completed FND in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:21.762378] [INFO ] [sig       ] [1220/3417] Forecasting FNF...
[2026-02-10T20:22:21.762411] [INFO ] [sig       ] Generating forecast for: FNF
[2026-02-10T20:22:21.762467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2026-02-10T20:22:21.780741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2026-02-10T20:22:21.781461] [INFO ] [FORECASTER] Starting predict_future for FNF
[2026-02-10T20:22:21.782677] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2026-02-10T20:22:21.782748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:21.782795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:21.783000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:21.783093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:21.857499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:21.858804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:21.858908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:21.858945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:21.991166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:21.991331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:21.991373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:21.991402] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:21.994943] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2026-02-10T20:22:21.995224] [INFO ] [FORECASTER] Completed predict_future for FNF
[2026-02-10T20:22:21.995361] [INFO ] [sig       ] FNF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:22.136454] [INFO ] [LOCAL     ] Saved forecast: FNF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FNF.txt
[2026-02-10T20:22:22.136629] [INFO ] [sig       ] [1220/3417] Completed FNF in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:22.136676] [INFO ] [sig       ] [1221/3417] Forecasting FNKO...
[2026-02-10T20:22:22.136709] [INFO ] [sig       ] Generating forecast for: FNKO
[2026-02-10T20:22:22.136742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2026-02-10T20:22:22.148619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2026-02-10T20:22:22.148983] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2026-02-10T20:22:22.149877] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2026-02-10T20:22:22.149934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:22.149967] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:22.149995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:22.150083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:22.212544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:22.213426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:22.213513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:22.213549] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:22.337290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:22.337448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:22.337489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:22.337519] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:22.341087] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2026-02-10T20:22:22.341375] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2026-02-10T20:22:22.341506] [INFO ] [sig       ] FNKO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:22.490094] [INFO ] [LOCAL     ] Saved forecast: FNKO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FNKO.txt
[2026-02-10T20:22:22.490257] [INFO ] [sig       ] [1221/3417] Completed FNKO in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:22.490309] [INFO ] [sig       ] [1222/3417] Forecasting FNLC...
[2026-02-10T20:22:22.490340] [INFO ] [sig       ] Generating forecast for: FNLC
[2026-02-10T20:22:22.490371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2026-02-10T20:22:22.501459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2026-02-10T20:22:22.501899] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2026-02-10T20:22:22.502911] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2026-02-10T20:22:22.502982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:22.503018] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:22.503048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:22.503107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:22.569142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:22.570250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:22.570365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:22.570421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:22.684423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:22.684599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:22.684644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:22.684673] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:22.688180] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2026-02-10T20:22:22.688469] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2026-02-10T20:22:22.688629] [INFO ] [sig       ] FNLC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:22.830194] [INFO ] [LOCAL     ] Saved forecast: FNLC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FNLC.txt
[2026-02-10T20:22:22.830353] [INFO ] [sig       ] [1222/3417] Completed FNLC in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:22.830410] [INFO ] [sig       ] [1223/3417] Forecasting FNX...
[2026-02-10T20:22:22.830443] [INFO ] [sig       ] Generating forecast for: FNX
[2026-02-10T20:22:22.830475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2026-02-10T20:22:22.844176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2026-02-10T20:22:22.844542] [INFO ] [FORECASTER] Starting predict_future for FNX
[2026-02-10T20:22:22.845363] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2026-02-10T20:22:22.845418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:22.845480] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:22.845510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:22.845569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:22.907617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:22.908681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:22.908784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:22.908819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:23.039100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:23.039257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:23.039298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:23.039327] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:23.043332] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2026-02-10T20:22:23.043653] [INFO ] [FORECASTER] Completed predict_future for FNX
[2026-02-10T20:22:23.043815] [INFO ] [sig       ] FNX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:23.192026] [INFO ] [LOCAL     ] Saved forecast: FNX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FNX.txt
[2026-02-10T20:22:23.192166] [INFO ] [sig       ] [1223/3417] Completed FNX in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:23.192207] [INFO ] [sig       ] [1224/3417] Forecasting FNY...
[2026-02-10T20:22:23.192237] [INFO ] [sig       ] Generating forecast for: FNY
[2026-02-10T20:22:23.192267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2026-02-10T20:22:23.203787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2026-02-10T20:22:23.204124] [INFO ] [FORECASTER] Starting predict_future for FNY
[2026-02-10T20:22:23.204994] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2026-02-10T20:22:23.205048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:23.205080] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:23.205107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:23.205164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:23.263623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:23.264328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:23.264411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:23.264444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:23.396160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:23.396349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:23.396411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:23.396454] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:23.401782] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2026-02-10T20:22:23.402275] [INFO ] [FORECASTER] Completed predict_future for FNY
[2026-02-10T20:22:23.402482] [INFO ] [sig       ] FNY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:23.549024] [INFO ] [LOCAL     ] Saved forecast: FNY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FNY.txt
[2026-02-10T20:22:23.549168] [INFO ] [sig       ] [1224/3417] Completed FNY in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:23.549208] [INFO ] [sig       ] [1225/3417] Forecasting FOA...
[2026-02-10T20:22:23.549238] [INFO ] [sig       ] Generating forecast for: FOA
[2026-02-10T20:22:23.549268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2026-02-10T20:22:23.561035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2026-02-10T20:22:23.561351] [INFO ] [FORECASTER] Starting predict_future for FOA
[2026-02-10T20:22:23.562197] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2026-02-10T20:22:23.562252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:23.562285] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:23.562314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:23.562370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:23.619774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:23.620538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:23.620640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:23.620676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:23.746241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:23.746432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:23.746478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:23.746509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:23.750273] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2026-02-10T20:22:23.750613] [INFO ] [FORECASTER] Completed predict_future for FOA
[2026-02-10T20:22:23.750783] [INFO ] [sig       ] FOA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:23.900236] [INFO ] [LOCAL     ] Saved forecast: FOA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FOA.txt
[2026-02-10T20:22:23.900388] [INFO ] [sig       ] [1225/3417] Completed FOA in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:23.900444] [INFO ] [sig       ] [1226/3417] Forecasting FOF...
[2026-02-10T20:22:23.900479] [INFO ] [sig       ] Generating forecast for: FOF
[2026-02-10T20:22:23.900520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2026-02-10T20:22:23.912468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2026-02-10T20:22:23.912811] [INFO ] [FORECASTER] Starting predict_future for FOF
[2026-02-10T20:22:23.913613] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2026-02-10T20:22:23.913666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:23.913698] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:23.913725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:23.913781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:23.970594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:23.971313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:23.971406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:23.971441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:24.090620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:24.090779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:24.090820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:24.090849] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:24.094327] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2026-02-10T20:22:24.094628] [INFO ] [FORECASTER] Completed predict_future for FOF
[2026-02-10T20:22:24.094764] [INFO ] [sig       ] FOF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:24.250298] [INFO ] [LOCAL     ] Saved forecast: FOF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FOF.txt
[2026-02-10T20:22:24.250444] [INFO ] [sig       ] [1226/3417] Completed FOF in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:24.250484] [INFO ] [sig       ] [1227/3417] Forecasting FOLD...
[2026-02-10T20:22:24.250515] [INFO ] [sig       ] Generating forecast for: FOLD
[2026-02-10T20:22:24.250547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2026-02-10T20:22:24.261904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2026-02-10T20:22:24.262214] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2026-02-10T20:22:24.263209] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2026-02-10T20:22:24.263264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:24.263297] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:24.263326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:24.263384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:24.332415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:24.333618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:24.333737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:24.333790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:24.474428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:24.474608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:24.474657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:24.474692] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:24.478266] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2026-02-10T20:22:24.478565] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2026-02-10T20:22:24.478740] [INFO ] [sig       ] FOLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:24.627223] [INFO ] [LOCAL     ] Saved forecast: FOLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FOLD.txt
[2026-02-10T20:22:24.627375] [INFO ] [sig       ] [1227/3417] Completed FOLD in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:24.627415] [INFO ] [sig       ] [1228/3417] Forecasting FORM...
[2026-02-10T20:22:24.627447] [INFO ] [sig       ] Generating forecast for: FORM
[2026-02-10T20:22:24.627477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2026-02-10T20:22:24.639379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2026-02-10T20:22:24.639741] [INFO ] [FORECASTER] Starting predict_future for FORM
[2026-02-10T20:22:24.640509] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2026-02-10T20:22:24.640561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:24.640614] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:24.640641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:24.640703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:24.698384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:24.699112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:24.699190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:24.699223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:24.823513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:24.823692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:24.823735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:24.823763] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:24.827149] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-10T20:22:24.827422] [INFO ] [FORECASTER] Completed predict_future for FORM
[2026-02-10T20:22:24.827550] [INFO ] [sig       ] FORM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:24.973423] [INFO ] [LOCAL     ] Saved forecast: FORM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FORM.txt
[2026-02-10T20:22:24.973589] [INFO ] [sig       ] [1228/3417] Completed FORM in 0.3s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:24.973632] [INFO ] [sig       ] [1229/3417] Forecasting FOSL...
[2026-02-10T20:22:24.973664] [INFO ] [sig       ] Generating forecast for: FOSL
[2026-02-10T20:22:24.973701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2026-02-10T20:22:24.986491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2026-02-10T20:22:24.986869] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2026-02-10T20:22:24.987818] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2026-02-10T20:22:24.987881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:24.987916] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:24.987945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:24.988005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:25.047637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:25.048506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:25.048609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:25.048647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:25.178102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:25.178300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:25.178368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:25.178400] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:25.182173] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2026-02-10T20:22:25.182474] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2026-02-10T20:22:25.182628] [INFO ] [sig       ] FOSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:25.326988] [INFO ] [LOCAL     ] Saved forecast: FOSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FOSL.txt
[2026-02-10T20:22:25.327135] [INFO ] [sig       ] [1229/3417] Completed FOSL in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:25.327178] [INFO ] [sig       ] [1230/3417] Forecasting FOX...
[2026-02-10T20:22:25.327214] [INFO ] [sig       ] Generating forecast for: FOX
[2026-02-10T20:22:25.327255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2026-02-10T20:22:25.339340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2026-02-10T20:22:25.339678] [INFO ] [FORECASTER] Starting predict_future for FOX
[2026-02-10T20:22:25.340488] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2026-02-10T20:22:25.340542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:25.340593] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:25.340624] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:25.340689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:25.400827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:25.401643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:25.401727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:25.401759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:25.529862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:25.530019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:25.530059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:25.530090] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:25.533529] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=83.43%)
[2026-02-10T20:22:25.533834] [INFO ] [FORECASTER] Completed predict_future for FOX
[2026-02-10T20:22:25.533969] [INFO ] [sig       ] FOX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:25.684618] [INFO ] [LOCAL     ] Saved forecast: FOX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FOX.txt
[2026-02-10T20:22:25.684790] [INFO ] [sig       ] [1230/3417] Completed FOX in 0.4s | 2.79 sym/s | Total: 7.3m | ETA: 13.1m
[2026-02-10T20:22:25.684839] [INFO ] [sig       ] [1231/3417] Forecasting FOXA...
[2026-02-10T20:22:25.684871] [INFO ] [sig       ] Generating forecast for: FOXA
[2026-02-10T20:22:25.684903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2026-02-10T20:22:25.697243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2026-02-10T20:22:25.697587] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2026-02-10T20:22:25.698406] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2026-02-10T20:22:25.698460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:25.698491] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:25.698517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:25.698588] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:25.760113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:25.761252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:25.761365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:25.761400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:25.886032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:25.886188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:25.886229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:25.886257] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:25.889792] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-10T20:22:25.890078] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2026-02-10T20:22:25.890211] [INFO ] [sig       ] FOXA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:26.031883] [INFO ] [LOCAL     ] Saved forecast: FOXA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FOXA.txt
[2026-02-10T20:22:26.032022] [INFO ] [sig       ] [1231/3417] Completed FOXA in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.1m
[2026-02-10T20:22:26.032061] [INFO ] [sig       ] [1232/3417] Forecasting FOXF...
[2026-02-10T20:22:26.032092] [INFO ] [sig       ] Generating forecast for: FOXF
[2026-02-10T20:22:26.032122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2026-02-10T20:22:26.044483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2026-02-10T20:22:26.044847] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2026-02-10T20:22:26.045677] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2026-02-10T20:22:26.045731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:26.045763] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:26.045791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:26.045849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:26.106014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:26.106952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:26.107045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:26.107079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:26.232726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:26.232916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:26.232982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:26.233016] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:26.237022] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2026-02-10T20:22:26.237358] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2026-02-10T20:22:26.237508] [INFO ] [sig       ] FOXF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:26.442278] [INFO ] [LOCAL     ] Saved forecast: FOXF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FOXF.txt
[2026-02-10T20:22:26.442531] [INFO ] [sig       ] [1232/3417] Completed FOXF in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.1m
[2026-02-10T20:22:26.442629] [INFO ] [sig       ] [1233/3417] Forecasting FPF...
[2026-02-10T20:22:26.442690] [INFO ] [sig       ] Generating forecast for: FPF
[2026-02-10T20:22:26.442750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2026-02-10T20:22:26.460134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2026-02-10T20:22:26.460728] [INFO ] [FORECASTER] Starting predict_future for FPF
[2026-02-10T20:22:26.462048] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2026-02-10T20:22:26.462124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:26.462197] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:26.462248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:26.462344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:26.562763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:26.564359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:26.564589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:26.564646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:26.745771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:26.745985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:26.746050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:26.746095] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:26.752403] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2026-02-10T20:22:26.753080] [INFO ] [FORECASTER] Completed predict_future for FPF
[2026-02-10T20:22:26.753347] [INFO ] [sig       ] FPF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:26.994616] [INFO ] [LOCAL     ] Saved forecast: FPF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FPF.txt
[2026-02-10T20:22:26.994876] [INFO ] [sig       ] [1233/3417] Completed FPF in 0.6s | 2.79 sym/s | Total: 7.4m | ETA: 13.1m
[2026-02-10T20:22:26.994951] [INFO ] [sig       ] [1234/3417] Forecasting FPH...
[2026-02-10T20:22:26.995007] [INFO ] [sig       ] Generating forecast for: FPH
[2026-02-10T20:22:26.995062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2026-02-10T20:22:27.026640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2026-02-10T20:22:27.027227] [INFO ] [FORECASTER] Starting predict_future for FPH
[2026-02-10T20:22:27.028568] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2026-02-10T20:22:27.028666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:27.028719] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:27.028766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:27.028975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:27.137121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:27.138281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:27.138419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:27.138481] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:27.343165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:27.343388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:27.343455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:27.343506] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:27.349732] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2026-02-10T20:22:27.350319] [INFO ] [FORECASTER] Completed predict_future for FPH
[2026-02-10T20:22:27.350556] [INFO ] [sig       ] FPH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:27.541900] [INFO ] [LOCAL     ] Saved forecast: FPH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FPH.txt
[2026-02-10T20:22:27.542096] [INFO ] [sig       ] [1234/3417] Completed FPH in 0.5s | 2.79 sym/s | Total: 7.4m | ETA: 13.1m
[2026-02-10T20:22:27.542140] [INFO ] [sig       ] [1235/3417] Forecasting FPI...
[2026-02-10T20:22:27.542177] [INFO ] [sig       ] Generating forecast for: FPI
[2026-02-10T20:22:27.542209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2026-02-10T20:22:27.558444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2026-02-10T20:22:27.558990] [INFO ] [FORECASTER] Starting predict_future for FPI
[2026-02-10T20:22:27.560084] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2026-02-10T20:22:27.560150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:27.560190] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:27.560223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:27.560322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:27.636341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:27.637435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:27.637544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:27.637606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:27.798135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:27.798322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:27.798369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:27.798402] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:27.803008] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=58.93%)
[2026-02-10T20:22:27.803414] [INFO ] [FORECASTER] Completed predict_future for FPI
[2026-02-10T20:22:27.803613] [INFO ] [sig       ] FPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:27.981473] [INFO ] [LOCAL     ] Saved forecast: FPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FPI.txt
[2026-02-10T20:22:27.981658] [INFO ] [sig       ] [1235/3417] Completed FPI in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:27.981702] [INFO ] [sig       ] [1236/3417] Forecasting FPXI...
[2026-02-10T20:22:27.981732] [INFO ] [sig       ] Generating forecast for: FPXI
[2026-02-10T20:22:27.981766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2026-02-10T20:22:27.992919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2026-02-10T20:22:27.993300] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2026-02-10T20:22:27.994145] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2026-02-10T20:22:27.994198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:27.994231] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:27.994257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:27.994314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:28.050952] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:28.051908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:28.051998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:28.052033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:28.154439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:28.154634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:28.154680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:28.154709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:28.158225] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2026-02-10T20:22:28.158623] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2026-02-10T20:22:28.158814] [INFO ] [sig       ] FPXI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:28.300468] [INFO ] [LOCAL     ] Saved forecast: FPXI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FPXI.txt
[2026-02-10T20:22:28.300702] [INFO ] [sig       ] [1236/3417] Completed FPXI in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:28.300759] [INFO ] [sig       ] [1237/3417] Forecasting FRA...
[2026-02-10T20:22:28.300798] [INFO ] [sig       ] Generating forecast for: FRA
[2026-02-10T20:22:28.300832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2026-02-10T20:22:28.315591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2026-02-10T20:22:28.316109] [INFO ] [FORECASTER] Starting predict_future for FRA
[2026-02-10T20:22:28.317123] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2026-02-10T20:22:28.317184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:28.317220] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:28.317248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:28.317307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:28.395081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:28.396061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:28.396154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:28.396189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:28.522762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:28.522953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:28.523016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:28.523057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:28.527888] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=49.77%)
[2026-02-10T20:22:28.528380] [INFO ] [FORECASTER] Completed predict_future for FRA
[2026-02-10T20:22:28.528596] [INFO ] [sig       ] FRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:28.679131] [INFO ] [LOCAL     ] Saved forecast: FRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FRA.txt
[2026-02-10T20:22:28.679319] [INFO ] [sig       ] [1237/3417] Completed FRA in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:28.679372] [INFO ] [sig       ] [1238/3417] Forecasting FRBA...
[2026-02-10T20:22:28.679403] [INFO ] [sig       ] Generating forecast for: FRBA
[2026-02-10T20:22:28.679435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2026-02-10T20:22:28.691719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2026-02-10T20:22:28.692097] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2026-02-10T20:22:28.692951] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2026-02-10T20:22:28.693007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:28.693039] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:28.693066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:28.693123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:28.757660] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:28.758825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:28.758928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:28.758977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:28.882721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:28.882891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:28.882940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:28.882970] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:28.886567] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=15.94%)
[2026-02-10T20:22:28.886875] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2026-02-10T20:22:28.887006] [INFO ] [sig       ] FRBA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:29.031833] [INFO ] [LOCAL     ] Saved forecast: FRBA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FRBA.txt
[2026-02-10T20:22:29.031961] [INFO ] [sig       ] [1238/3417] Completed FRBA in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:29.032006] [INFO ] [sig       ] [1239/3417] Forecasting FRGE...
[2026-02-10T20:22:29.032036] [INFO ] [sig       ] Generating forecast for: FRGE
[2026-02-10T20:22:29.032066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2026-02-10T20:22:29.044285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2026-02-10T20:22:29.044564] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2026-02-10T20:22:29.045429] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2026-02-10T20:22:29.045484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:29.045517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:29.045544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:29.045621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:29.105949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:29.106618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:29.106700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:29.106733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:29.235861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:29.236018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:29.236060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:29.236090] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:29.239902] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=30.09%)
[2026-02-10T20:22:29.240386] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2026-02-10T20:22:29.240517] [INFO ] [sig       ] FRGE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:29.387958] [INFO ] [LOCAL     ] Saved forecast: FRGE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FRGE.txt
[2026-02-10T20:22:29.388294] [INFO ] [sig       ] [1239/3417] Completed FRGE in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:29.388340] [INFO ] [sig       ] [1240/3417] Forecasting FRHC...
[2026-02-10T20:22:29.388370] [INFO ] [sig       ] Generating forecast for: FRHC
[2026-02-10T20:22:29.388399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2026-02-10T20:22:29.401726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2026-02-10T20:22:29.402256] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2026-02-10T20:22:29.403068] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2026-02-10T20:22:29.403121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:29.403180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:29.403209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:29.403266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:29.461542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:29.462199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:29.462279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:29.462310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:29.579170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:29.579334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:29.579374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:29.579419] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:29.582886] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2026-02-10T20:22:29.583192] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2026-02-10T20:22:29.583323] [INFO ] [sig       ] FRHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:29.726803] [INFO ] [LOCAL     ] Saved forecast: FRHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FRHC.txt
[2026-02-10T20:22:29.726963] [INFO ] [sig       ] [1240/3417] Completed FRHC in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:29.727004] [INFO ] [sig       ] [1241/3417] Forecasting FRME...
[2026-02-10T20:22:29.727034] [INFO ] [sig       ] Generating forecast for: FRME
[2026-02-10T20:22:29.727067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2026-02-10T20:22:29.738694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2026-02-10T20:22:29.739061] [INFO ] [FORECASTER] Starting predict_future for FRME
[2026-02-10T20:22:29.739891] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2026-02-10T20:22:29.739955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:29.739988] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:29.740014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:29.740070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:29.800913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:29.801847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:29.801941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:29.801973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:29.925149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:29.925315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:29.925357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:29.925388] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:29.928908] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2026-02-10T20:22:29.929207] [INFO ] [FORECASTER] Completed predict_future for FRME
[2026-02-10T20:22:29.929345] [INFO ] [sig       ] FRME: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:30.070504] [INFO ] [LOCAL     ] Saved forecast: FRME	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FRME.txt
[2026-02-10T20:22:30.070688] [INFO ] [sig       ] [1241/3417] Completed FRME in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:30.070730] [INFO ] [sig       ] [1242/3417] Forecasting FRO...
[2026-02-10T20:22:30.070761] [INFO ] [sig       ] Generating forecast for: FRO
[2026-02-10T20:22:30.070794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2026-02-10T20:22:30.082782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2026-02-10T20:22:30.083157] [INFO ] [FORECASTER] Starting predict_future for FRO
[2026-02-10T20:22:30.084082] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2026-02-10T20:22:30.084138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:30.084171] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:30.084198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:30.084255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:30.141448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:30.142321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:30.142413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:30.142464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:30.273091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:30.273270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:30.273315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:30.273345] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:30.277610] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2026-02-10T20:22:30.277930] [INFO ] [FORECASTER] Completed predict_future for FRO
[2026-02-10T20:22:30.278102] [INFO ] [sig       ] FRO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:30.438445] [INFO ] [LOCAL     ] Saved forecast: FRO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FRO.txt
[2026-02-10T20:22:30.438686] [INFO ] [sig       ] [1242/3417] Completed FRO in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:30.438748] [INFO ] [sig       ] [1243/3417] Forecasting FROG...
[2026-02-10T20:22:30.438793] [INFO ] [sig       ] Generating forecast for: FROG
[2026-02-10T20:22:30.438841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2026-02-10T20:22:30.455557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2026-02-10T20:22:30.456214] [INFO ] [FORECASTER] Starting predict_future for FROG
[2026-02-10T20:22:30.457216] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2026-02-10T20:22:30.457280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:30.457319] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:30.457352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:30.457430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:30.525498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:30.526436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:30.526523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:30.526556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:30.675967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:30.676142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:30.676184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:30.676251] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:30.679960] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2026-02-10T20:22:30.680277] [INFO ] [FORECASTER] Completed predict_future for FROG
[2026-02-10T20:22:30.680417] [INFO ] [sig       ] FROG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:30.829610] [INFO ] [LOCAL     ] Saved forecast: FROG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FROG.txt
[2026-02-10T20:22:30.829783] [INFO ] [sig       ] [1243/3417] Completed FROG in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:30.829835] [INFO ] [sig       ] [1244/3417] Forecasting FRPH...
[2026-02-10T20:22:30.829873] [INFO ] [sig       ] Generating forecast for: FRPH
[2026-02-10T20:22:30.829912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2026-02-10T20:22:30.842609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2026-02-10T20:22:30.843001] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2026-02-10T20:22:30.844285] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2026-02-10T20:22:30.844340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:30.844374] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:30.844401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:30.844471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:30.903439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:30.904335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:30.904421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:30.904454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:31.034803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:31.034969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:31.035009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:31.035039] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:31.038738] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2026-02-10T20:22:31.039064] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2026-02-10T20:22:31.039394] [INFO ] [sig       ] FRPH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:31.186430] [INFO ] [LOCAL     ] Saved forecast: FRPH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FRPH.txt
[2026-02-10T20:22:31.186618] [INFO ] [sig       ] [1244/3417] Completed FRPH in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:31.186662] [INFO ] [sig       ] [1245/3417] Forecasting FRSH...
[2026-02-10T20:22:31.186693] [INFO ] [sig       ] Generating forecast for: FRSH
[2026-02-10T20:22:31.186724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2026-02-10T20:22:31.199536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2026-02-10T20:22:31.200026] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2026-02-10T20:22:31.201123] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2026-02-10T20:22:31.201180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:31.201212] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:31.201239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:31.201297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:31.259739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:31.260730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:31.260820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:31.260854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:31.402375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:31.402532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:31.402591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:31.402625] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:31.406046] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2026-02-10T20:22:31.406325] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2026-02-10T20:22:31.406453] [INFO ] [sig       ] FRSH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:31.550087] [INFO ] [LOCAL     ] Saved forecast: FRSH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FRSH.txt
[2026-02-10T20:22:31.550443] [INFO ] [sig       ] [1245/3417] Completed FRSH in 0.4s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:31.550483] [INFO ] [sig       ] [1246/3417] Forecasting FSBC...
[2026-02-10T20:22:31.550514] [INFO ] [sig       ] Generating forecast for: FSBC
[2026-02-10T20:22:31.550545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2026-02-10T20:22:31.562275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2026-02-10T20:22:31.562649] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2026-02-10T20:22:31.563432] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2026-02-10T20:22:31.563485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:31.563517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:31.563544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:31.563631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:31.620873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:31.621737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:31.621822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:31.621855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:31.746880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:31.747041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:31.747081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:31.747110] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:31.750557] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2026-02-10T20:22:31.750872] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2026-02-10T20:22:31.751010] [INFO ] [sig       ] FSBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:31.895409] [INFO ] [LOCAL     ] Saved forecast: FSBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FSBC.txt
[2026-02-10T20:22:31.895588] [INFO ] [sig       ] [1246/3417] Completed FSBC in 0.3s | 2.79 sym/s | Total: 7.4m | ETA: 13.0m
[2026-02-10T20:22:31.895631] [INFO ] [sig       ] [1247/3417] Forecasting FSCO...
[2026-02-10T20:22:31.895663] [INFO ] [sig       ] Generating forecast for: FSCO
[2026-02-10T20:22:31.895695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2026-02-10T20:22:31.907977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2026-02-10T20:22:31.908368] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2026-02-10T20:22:31.909284] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2026-02-10T20:22:31.909345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:31.909386] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:31.909417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:31.909499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:31.975055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:31.976337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:31.976452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:31.976496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:32.101451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:32.101634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:32.101678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:32.101707] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:32.105771] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2026-02-10T20:22:32.106094] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2026-02-10T20:22:32.106237] [INFO ] [sig       ] FSCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:32.251324] [INFO ] [LOCAL     ] Saved forecast: FSCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FSCO.txt
[2026-02-10T20:22:32.251491] [INFO ] [sig       ] [1247/3417] Completed FSCO in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 13.0m
[2026-02-10T20:22:32.251537] [INFO ] [sig       ] [1248/3417] Forecasting FSK...
[2026-02-10T20:22:32.251597] [INFO ] [sig       ] Generating forecast for: FSK
[2026-02-10T20:22:32.251645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2026-02-10T20:22:32.263719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2026-02-10T20:22:32.264098] [INFO ] [FORECASTER] Starting predict_future for FSK
[2026-02-10T20:22:32.264960] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2026-02-10T20:22:32.265016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:32.265049] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:32.265076] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:32.265133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:32.324342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:32.325271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:32.325368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:32.325402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:32.443864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:32.444043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:32.444086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:32.444116] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:32.447859] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=10.87%)
[2026-02-10T20:22:32.448266] [INFO ] [FORECASTER] Completed predict_future for FSK
[2026-02-10T20:22:32.448424] [INFO ] [sig       ] FSK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:32.600764] [INFO ] [LOCAL     ] Saved forecast: FSK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FSK.txt
[2026-02-10T20:22:32.600936] [INFO ] [sig       ] [1248/3417] Completed FSK in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 13.0m
[2026-02-10T20:22:32.600983] [INFO ] [sig       ] [1249/3417] Forecasting FSLY...
[2026-02-10T20:22:32.601013] [INFO ] [sig       ] Generating forecast for: FSLY
[2026-02-10T20:22:32.601044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2026-02-10T20:22:32.613157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2026-02-10T20:22:32.613606] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2026-02-10T20:22:32.614453] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2026-02-10T20:22:32.614511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:32.614547] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:32.614611] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:32.614680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:32.676062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:32.677010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:32.677098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:32.677132] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:32.810799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:32.810962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:32.811003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:32.811040] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:32.815263] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=56.63%)
[2026-02-10T20:22:32.815624] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2026-02-10T20:22:32.815772] [INFO ] [sig       ] FSLY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:32.968757] [INFO ] [LOCAL     ] Saved forecast: FSLY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FSLY.txt
[2026-02-10T20:22:32.968982] [INFO ] [sig       ] [1249/3417] Completed FSLY in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 13.0m
[2026-02-10T20:22:32.969050] [INFO ] [sig       ] [1250/3417] Forecasting FSM...
[2026-02-10T20:22:32.969097] [INFO ] [sig       ] Generating forecast for: FSM
[2026-02-10T20:22:32.969148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2026-02-10T20:22:32.982410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2026-02-10T20:22:32.982857] [INFO ] [FORECASTER] Starting predict_future for FSM
[2026-02-10T20:22:32.983742] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2026-02-10T20:22:32.983799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:32.983831] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:32.983859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:32.983917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:33.041766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:33.042691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:33.042812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:33.042847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:33.171628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:33.171794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:33.171835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:33.171864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:33.175500] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2026-02-10T20:22:33.175924] [INFO ] [FORECASTER] Completed predict_future for FSM
[2026-02-10T20:22:33.176100] [INFO ] [sig       ] FSM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:33.322836] [INFO ] [LOCAL     ] Saved forecast: FSM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FSM.txt
[2026-02-10T20:22:33.323006] [INFO ] [sig       ] [1250/3417] Completed FSM in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 13.0m
[2026-02-10T20:22:33.323065] [INFO ] [sig       ] [1251/3417] Forecasting FSS...
[2026-02-10T20:22:33.323117] [INFO ] [sig       ] Generating forecast for: FSS
[2026-02-10T20:22:33.323150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2026-02-10T20:22:33.336832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2026-02-10T20:22:33.337434] [INFO ] [FORECASTER] Starting predict_future for FSS
[2026-02-10T20:22:33.338383] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2026-02-10T20:22:33.338438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:33.338472] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:33.338499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:33.338556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:33.401493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:33.402437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:33.402525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:33.402559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:33.539329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:33.539497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:33.539551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:33.539609] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:33.543285] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2026-02-10T20:22:33.543606] [INFO ] [FORECASTER] Completed predict_future for FSS
[2026-02-10T20:22:33.543746] [INFO ] [sig       ] FSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:33.707779] [INFO ] [LOCAL     ] Saved forecast: FSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FSS.txt
[2026-02-10T20:22:33.707969] [INFO ] [sig       ] [1251/3417] Completed FSS in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 13.0m
[2026-02-10T20:22:33.708023] [INFO ] [sig       ] [1252/3417] Forecasting FTA...
[2026-02-10T20:22:33.708077] [INFO ] [sig       ] Generating forecast for: FTA
[2026-02-10T20:22:33.708110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2026-02-10T20:22:33.721006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2026-02-10T20:22:33.721441] [INFO ] [FORECASTER] Starting predict_future for FTA
[2026-02-10T20:22:33.722294] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2026-02-10T20:22:33.722349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:33.722381] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:33.722407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:33.722465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:33.789760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:33.790687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:33.790779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:33.790813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:33.932217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:33.932383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:33.932425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:33.932454] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:33.936556] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2026-02-10T20:22:33.936957] [INFO ] [FORECASTER] Completed predict_future for FTA
[2026-02-10T20:22:33.937123] [INFO ] [sig       ] FTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:34.086769] [INFO ] [LOCAL     ] Saved forecast: FTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTA.txt
[2026-02-10T20:22:34.086934] [INFO ] [sig       ] [1252/3417] Completed FTA in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:34.086977] [INFO ] [sig       ] [1253/3417] Forecasting FTAI...
[2026-02-10T20:22:34.087006] [INFO ] [sig       ] Generating forecast for: FTAI
[2026-02-10T20:22:34.087038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2026-02-10T20:22:34.099493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2026-02-10T20:22:34.099832] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2026-02-10T20:22:34.100647] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2026-02-10T20:22:34.100701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:34.100733] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:34.100760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:34.100816] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:34.157560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:34.158315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:34.158399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:34.158432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:34.283452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:34.283653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:34.283697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:34.283726] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:34.287402] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2026-02-10T20:22:34.287757] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2026-02-10T20:22:34.287890] [INFO ] [sig       ] FTAI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:34.440655] [INFO ] [LOCAL     ] Saved forecast: FTAI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTAI.txt
[2026-02-10T20:22:34.440889] [INFO ] [sig       ] [1253/3417] Completed FTAI in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:34.440950] [INFO ] [sig       ] [1254/3417] Forecasting FTC...
[2026-02-10T20:22:34.440992] [INFO ] [sig       ] Generating forecast for: FTC
[2026-02-10T20:22:34.441033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2026-02-10T20:22:34.455070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2026-02-10T20:22:34.455489] [INFO ] [FORECASTER] Starting predict_future for FTC
[2026-02-10T20:22:34.456336] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2026-02-10T20:22:34.456391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:34.456424] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:34.456451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:34.456509] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:34.518875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:34.519814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:34.519907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:34.519946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:34.639063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:34.639226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:34.639269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:34.639299] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:34.642826] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2026-02-10T20:22:34.643107] [INFO ] [FORECASTER] Completed predict_future for FTC
[2026-02-10T20:22:34.643238] [INFO ] [sig       ] FTC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:34.786226] [INFO ] [LOCAL     ] Saved forecast: FTC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTC.txt
[2026-02-10T20:22:34.786367] [INFO ] [sig       ] [1254/3417] Completed FTC in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:34.786407] [INFO ] [sig       ] [1255/3417] Forecasting FTCI...
[2026-02-10T20:22:34.786436] [INFO ] [sig       ] Generating forecast for: FTCI
[2026-02-10T20:22:34.786467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2026-02-10T20:22:34.797688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2026-02-10T20:22:34.798026] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2026-02-10T20:22:34.798905] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2026-02-10T20:22:34.798972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:34.799012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:34.799048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:34.799111] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:34.858729] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:34.859631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:34.859722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:34.859756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:34.987970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:34.988154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:34.988196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:34.988225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:34.991990] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2026-02-10T20:22:34.992315] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2026-02-10T20:22:34.992453] [INFO ] [sig       ] FTCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:35.138715] [INFO ] [LOCAL     ] Saved forecast: FTCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTCI.txt
[2026-02-10T20:22:35.138858] [INFO ] [sig       ] [1255/3417] Completed FTCI in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:35.138901] [INFO ] [sig       ] [1256/3417] Forecasting FTCS...
[2026-02-10T20:22:35.138938] [INFO ] [sig       ] Generating forecast for: FTCS
[2026-02-10T20:22:35.138975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2026-02-10T20:22:35.149933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2026-02-10T20:22:35.150237] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2026-02-10T20:22:35.151084] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2026-02-10T20:22:35.151142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:35.151176] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:35.151203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:35.151260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:35.211938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:35.212848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:35.212933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:35.212967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:35.332984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:35.333141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:35.333181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:35.333211] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:35.336660] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2026-02-10T20:22:35.336970] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2026-02-10T20:22:35.337125] [INFO ] [sig       ] FTCS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:35.482985] [INFO ] [LOCAL     ] Saved forecast: FTCS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTCS.txt
[2026-02-10T20:22:35.483133] [INFO ] [sig       ] [1256/3417] Completed FTCS in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:35.483174] [INFO ] [sig       ] [1257/3417] Forecasting FTEK...
[2026-02-10T20:22:35.483205] [INFO ] [sig       ] Generating forecast for: FTEK
[2026-02-10T20:22:35.483235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2026-02-10T20:22:35.494525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2026-02-10T20:22:35.494898] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2026-02-10T20:22:35.495797] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2026-02-10T20:22:35.495864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:35.495926] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:35.495955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:35.496014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:35.554959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:35.555744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:35.555828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:35.555861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:35.677218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:35.677374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:35.677414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:35.677443] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:35.681001] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2026-02-10T20:22:35.681292] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2026-02-10T20:22:35.681426] [INFO ] [sig       ] FTEK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:35.829671] [INFO ] [LOCAL     ] Saved forecast: FTEK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTEK.txt
[2026-02-10T20:22:35.829830] [INFO ] [sig       ] [1257/3417] Completed FTEK in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:35.829873] [INFO ] [sig       ] [1258/3417] Forecasting FTGC...
[2026-02-10T20:22:35.829905] [INFO ] [sig       ] Generating forecast for: FTGC
[2026-02-10T20:22:35.829941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2026-02-10T20:22:35.841954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2026-02-10T20:22:35.842306] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2026-02-10T20:22:35.843163] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2026-02-10T20:22:35.843219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:35.843252] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:35.843280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:35.843338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:35.902767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:35.903461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:35.903542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:35.903618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:36.020324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:36.020481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:36.020528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:36.020557] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:36.024034] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2026-02-10T20:22:36.024336] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2026-02-10T20:22:36.024465] [INFO ] [sig       ] FTGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:36.166460] [INFO ] [LOCAL     ] Saved forecast: FTGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTGC.txt
[2026-02-10T20:22:36.166634] [INFO ] [sig       ] [1258/3417] Completed FTGC in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:36.166677] [INFO ] [sig       ] [1259/3417] Forecasting FTGS...
[2026-02-10T20:22:36.166709] [INFO ] [sig       ] Generating forecast for: FTGS
[2026-02-10T20:22:36.166739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2026-02-10T20:22:36.178398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2026-02-10T20:22:36.178764] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2026-02-10T20:22:36.179612] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2026-02-10T20:22:36.179667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:36.179701] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:36.179730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:36.179788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:36.240909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:36.241832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:36.241923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:36.241956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:36.364301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:36.364463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:36.364506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:36.364534] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:36.367971] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2026-02-10T20:22:36.368278] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2026-02-10T20:22:36.368408] [INFO ] [sig       ] FTGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:36.510277] [INFO ] [LOCAL     ] Saved forecast: FTGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTGS.txt
[2026-02-10T20:22:36.510413] [INFO ] [sig       ] [1259/3417] Completed FTGS in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:36.510454] [INFO ] [sig       ] [1260/3417] Forecasting FTHI...
[2026-02-10T20:22:36.510483] [INFO ] [sig       ] Generating forecast for: FTHI
[2026-02-10T20:22:36.510515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2026-02-10T20:22:36.521597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2026-02-10T20:22:36.521935] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2026-02-10T20:22:36.522739] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2026-02-10T20:22:36.522792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:36.522824] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:36.522850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:36.522906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:36.581316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:36.582499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:36.582607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:36.582644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:36.706199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:36.706360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:36.706401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:36.706465] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:36.710100] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2026-02-10T20:22:36.710388] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2026-02-10T20:22:36.710522] [INFO ] [sig       ] FTHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:36.851682] [INFO ] [LOCAL     ] Saved forecast: FTHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTHI.txt
[2026-02-10T20:22:36.851821] [INFO ] [sig       ] [1260/3417] Completed FTHI in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:36.851868] [INFO ] [sig       ] [1261/3417] Forecasting FTHY...
[2026-02-10T20:22:36.851898] [INFO ] [sig       ] Generating forecast for: FTHY
[2026-02-10T20:22:36.851929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2026-02-10T20:22:36.864004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2026-02-10T20:22:36.864329] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2026-02-10T20:22:36.865273] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2026-02-10T20:22:36.865326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:36.865359] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:36.865386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:36.865443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:36.927603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:36.928301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:36.928385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:36.928417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:37.048197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:37.048354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:37.048396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:37.048427] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:37.051971] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2026-02-10T20:22:37.052259] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2026-02-10T20:22:37.052391] [INFO ] [sig       ] FTHY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:37.194431] [INFO ] [LOCAL     ] Saved forecast: FTHY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTHY.txt
[2026-02-10T20:22:37.194563] [INFO ] [sig       ] [1261/3417] Completed FTHY in 0.3s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:37.194629] [INFO ] [sig       ] [1262/3417] Forecasting FTI...
[2026-02-10T20:22:37.194660] [INFO ] [sig       ] Generating forecast for: FTI
[2026-02-10T20:22:37.194690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2026-02-10T20:22:37.206445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2026-02-10T20:22:37.206806] [INFO ] [FORECASTER] Starting predict_future for FTI
[2026-02-10T20:22:37.207802] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2026-02-10T20:22:37.207857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:37.207891] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:37.207919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:37.207978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:37.271332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:37.272102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:37.272187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:37.272222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:37.397730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:37.397877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:37.397918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:37.397948] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:37.402067] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2026-02-10T20:22:37.402442] [INFO ] [FORECASTER] Completed predict_future for FTI
[2026-02-10T20:22:37.402623] [INFO ] [sig       ] FTI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:37.546937] [INFO ] [LOCAL     ] Saved forecast: FTI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTI.txt
[2026-02-10T20:22:37.547076] [INFO ] [sig       ] [1262/3417] Completed FTI in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:37.547115] [INFO ] [sig       ] [1263/3417] Forecasting FTK...
[2026-02-10T20:22:37.547146] [INFO ] [sig       ] Generating forecast for: FTK
[2026-02-10T20:22:37.547177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2026-02-10T20:22:37.558324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2026-02-10T20:22:37.558820] [INFO ] [FORECASTER] Starting predict_future for FTK
[2026-02-10T20:22:37.559803] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2026-02-10T20:22:37.559856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:37.559888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:37.559914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:37.559970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:37.617444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:37.618136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:37.618218] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:37.618251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:37.746271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:37.746446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:37.746491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:37.746520] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:37.750714] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2026-02-10T20:22:37.751177] [INFO ] [FORECASTER] Completed predict_future for FTK
[2026-02-10T20:22:37.751366] [INFO ] [sig       ] FTK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:37.900739] [INFO ] [LOCAL     ] Saved forecast: FTK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTK.txt
[2026-02-10T20:22:37.900879] [INFO ] [sig       ] [1263/3417] Completed FTK in 0.4s | 2.79 sym/s | Total: 7.5m | ETA: 12.9m
[2026-02-10T20:22:37.900921] [INFO ] [sig       ] [1264/3417] Forecasting FTLF...
[2026-02-10T20:22:37.900967] [INFO ] [sig       ] Generating forecast for: FTLF
[2026-02-10T20:22:37.901012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2026-02-10T20:22:37.912752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2026-02-10T20:22:37.913068] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2026-02-10T20:22:37.913891] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2026-02-10T20:22:37.913948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:37.913982] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:37.914011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:37.914069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:37.971705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:37.972405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:37.972486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:37.972518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:38.082240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:38.082398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:38.082457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:38.082486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:38.085923] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2026-02-10T20:22:38.086209] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2026-02-10T20:22:38.086341] [INFO ] [sig       ] FTLF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:38.229344] [INFO ] [LOCAL     ] Saved forecast: FTLF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTLF.txt
[2026-02-10T20:22:38.229479] [INFO ] [sig       ] [1264/3417] Completed FTLF in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.9m
[2026-02-10T20:22:38.229518] [INFO ] [sig       ] [1265/3417] Forecasting FTQI...
[2026-02-10T20:22:38.229549] [INFO ] [sig       ] Generating forecast for: FTQI
[2026-02-10T20:22:38.229598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2026-02-10T20:22:38.241235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2026-02-10T20:22:38.241552] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2026-02-10T20:22:38.242418] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2026-02-10T20:22:38.242474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:38.242507] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:38.242533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:38.242608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:38.302991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:38.303821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:38.303917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:38.303961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:38.426511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:38.426697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:38.426740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:38.426770] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:38.430368] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2026-02-10T20:22:38.430679] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2026-02-10T20:22:38.430816] [INFO ] [sig       ] FTQI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:38.572604] [INFO ] [LOCAL     ] Saved forecast: FTQI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTQI.txt
[2026-02-10T20:22:38.572739] [INFO ] [sig       ] [1265/3417] Completed FTQI in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.9m
[2026-02-10T20:22:38.572780] [INFO ] [sig       ] [1266/3417] Forecasting FTRE...
[2026-02-10T20:22:38.572811] [INFO ] [sig       ] Generating forecast for: FTRE
[2026-02-10T20:22:38.572841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2026-02-10T20:22:38.584228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2026-02-10T20:22:38.584607] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2026-02-10T20:22:38.585413] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2026-02-10T20:22:38.585469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:38.585502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:38.585530] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:38.585612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:38.650058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:38.650954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:38.651038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:38.651071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:38.785852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:38.786012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:38.786055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:38.786085] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:38.790083] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2026-02-10T20:22:38.790432] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2026-02-10T20:22:38.790593] [INFO ] [sig       ] FTRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:38.936812] [INFO ] [LOCAL     ] Saved forecast: FTRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTRE.txt
[2026-02-10T20:22:38.936956] [INFO ] [sig       ] [1266/3417] Completed FTRE in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.9m
[2026-02-10T20:22:38.936995] [INFO ] [sig       ] [1267/3417] Forecasting FTRI...
[2026-02-10T20:22:38.937027] [INFO ] [sig       ] Generating forecast for: FTRI
[2026-02-10T20:22:38.937058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2026-02-10T20:22:38.949170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2026-02-10T20:22:38.949521] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2026-02-10T20:22:38.950357] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2026-02-10T20:22:38.950412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:38.950443] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:38.950470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:38.950526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:39.013623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:39.014534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:39.014670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:39.014707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:39.136341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:39.136497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:39.136539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:39.136588] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:39.140142] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2026-02-10T20:22:39.140464] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2026-02-10T20:22:39.140627] [INFO ] [sig       ] FTRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:39.291200] [INFO ] [LOCAL     ] Saved forecast: FTRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTRI.txt
[2026-02-10T20:22:39.291364] [INFO ] [sig       ] [1267/3417] Completed FTRI in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.9m
[2026-02-10T20:22:39.291404] [INFO ] [sig       ] [1268/3417] Forecasting FTS...
[2026-02-10T20:22:39.291436] [INFO ] [sig       ] Generating forecast for: FTS
[2026-02-10T20:22:39.291468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2026-02-10T20:22:39.304276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2026-02-10T20:22:39.304712] [INFO ] [FORECASTER] Starting predict_future for FTS
[2026-02-10T20:22:39.305728] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2026-02-10T20:22:39.305793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:39.305849] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:39.305890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:39.305969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:39.371129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:39.372083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:39.372192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:39.372230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:39.508017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:39.508205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:39.508247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:39.508275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:39.511871] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2026-02-10T20:22:39.512163] [INFO ] [FORECASTER] Completed predict_future for FTS
[2026-02-10T20:22:39.512298] [INFO ] [sig       ] FTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:39.655670] [INFO ] [LOCAL     ] Saved forecast: FTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTS.txt
[2026-02-10T20:22:39.655841] [INFO ] [sig       ] [1268/3417] Completed FTS in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:39.655883] [INFO ] [sig       ] [1269/3417] Forecasting FTSL...
[2026-02-10T20:22:39.655912] [INFO ] [sig       ] Generating forecast for: FTSL
[2026-02-10T20:22:39.655943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2026-02-10T20:22:39.668010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2026-02-10T20:22:39.668482] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2026-02-10T20:22:39.669382] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2026-02-10T20:22:39.669438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:39.669471] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:39.669500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:39.669558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:39.729168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:39.730036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:39.730123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:39.730156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:39.857546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:39.857729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:39.857772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:39.857801] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:39.861944] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2026-02-10T20:22:39.862231] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2026-02-10T20:22:39.862368] [INFO ] [sig       ] FTSL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:40.012247] [INFO ] [LOCAL     ] Saved forecast: FTSL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTSL.txt
[2026-02-10T20:22:40.012408] [INFO ] [sig       ] [1269/3417] Completed FTSL in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:40.012447] [INFO ] [sig       ] [1270/3417] Forecasting FTSM...
[2026-02-10T20:22:40.012478] [INFO ] [sig       ] Generating forecast for: FTSM
[2026-02-10T20:22:40.012508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2026-02-10T20:22:40.025668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2026-02-10T20:22:40.026038] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2026-02-10T20:22:40.027044] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2026-02-10T20:22:40.027110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:40.027150] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:40.027182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:40.027239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:40.089210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:40.090321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:40.090408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:40.090443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:40.196250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:40.196410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:40.196450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:40.196479] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:40.199983] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2026-02-10T20:22:40.200273] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2026-02-10T20:22:40.200409] [INFO ] [sig       ] FTSM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:40.342988] [INFO ] [LOCAL     ] Saved forecast: FTSM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTSM.txt
[2026-02-10T20:22:40.343180] [INFO ] [sig       ] [1270/3417] Completed FTSM in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:40.343223] [INFO ] [sig       ] [1271/3417] Forecasting FTXL...
[2026-02-10T20:22:40.343253] [INFO ] [sig       ] Generating forecast for: FTXL
[2026-02-10T20:22:40.343283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2026-02-10T20:22:40.354715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2026-02-10T20:22:40.355061] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2026-02-10T20:22:40.355871] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2026-02-10T20:22:40.355924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:40.355956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:40.355983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:40.356039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:40.413913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:40.414794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:40.414882] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:40.414918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:40.540461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:40.540643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:40.540685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:40.540715] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:40.544203] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2026-02-10T20:22:40.544492] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2026-02-10T20:22:40.544656] [INFO ] [sig       ] FTXL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:40.685042] [INFO ] [LOCAL     ] Saved forecast: FTXL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTXL.txt
[2026-02-10T20:22:40.685226] [INFO ] [sig       ] [1271/3417] Completed FTXL in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:40.685276] [INFO ] [sig       ] [1272/3417] Forecasting FTXN...
[2026-02-10T20:22:40.685316] [INFO ] [sig       ] Generating forecast for: FTXN
[2026-02-10T20:22:40.685349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2026-02-10T20:22:40.697134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2026-02-10T20:22:40.697676] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2026-02-10T20:22:40.698684] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2026-02-10T20:22:40.698737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:40.698770] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:40.698797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:40.698853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:40.756089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:40.756943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:40.757026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:40.757060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:40.885367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:40.885653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:40.885698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:40.885727] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:40.889260] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2026-02-10T20:22:40.889762] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2026-02-10T20:22:40.889903] [INFO ] [sig       ] FTXN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:41.037933] [INFO ] [LOCAL     ] Saved forecast: FTXN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FTXN.txt
[2026-02-10T20:22:41.038112] [INFO ] [sig       ] [1272/3417] Completed FTXN in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:41.038152] [INFO ] [sig       ] [1273/3417] Forecasting FTXO...
[2026-02-10T20:22:41.038376] [INFO ] [sig       ] Generating forecast for: FTXO
[2026-02-10T20:22:41.038409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2026-02-10T20:22:41.050097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2026-02-10T20:22:41.050381] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2026-02-10T20:22:41.051161] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2026-02-10T20:22:41.051214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:41.051247] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:41.051275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:41.051332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:41.108454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:41.109172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:41.109251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:41.109285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:41.239045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:41.239232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:41.239279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:41.239309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:41.242915] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2026-02-10T20:22:41.243257] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2026-02-10T20:22:41.243401] [INFO ] [sig       ] FTXO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:41.412413] [INFO ] [LOCAL     ] Saved forecast: FTXO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FTXO.txt
[2026-02-10T20:22:41.412640] [INFO ] [sig       ] [1273/3417] Completed FTXO in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:41.412688] [INFO ] [sig       ] [1274/3417] Forecasting FUBO...
[2026-02-10T20:22:41.412718] [INFO ] [sig       ] Generating forecast for: FUBO
[2026-02-10T20:22:41.412749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2026-02-10T20:22:41.426608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2026-02-10T20:22:41.427092] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2026-02-10T20:22:41.428114] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2026-02-10T20:22:41.428196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:41.428283] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:41.428316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:41.428377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:41.490925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:41.491925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:41.492041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:41.492076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:41.634055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:41.634269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:41.634322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:41.634358] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:41.638132] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2026-02-10T20:22:41.638452] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2026-02-10T20:22:41.638609] [INFO ] [sig       ] FUBO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:41.786077] [INFO ] [LOCAL     ] Saved forecast: FUBO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FUBO.txt
[2026-02-10T20:22:41.786215] [INFO ] [sig       ] [1274/3417] Completed FUBO in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:41.786443] [INFO ] [sig       ] [1275/3417] Forecasting FUL...
[2026-02-10T20:22:41.786473] [INFO ] [sig       ] Generating forecast for: FUL
[2026-02-10T20:22:41.786502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2026-02-10T20:22:41.798682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2026-02-10T20:22:41.798988] [INFO ] [FORECASTER] Starting predict_future for FUL
[2026-02-10T20:22:41.799838] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2026-02-10T20:22:41.799892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:41.799924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:41.799952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:41.800013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:41.857938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:41.858775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:41.858859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:41.858892] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:41.984096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:41.984267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:41.984309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:41.984356] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:41.987936] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2026-02-10T20:22:41.988247] [INFO ] [FORECASTER] Completed predict_future for FUL
[2026-02-10T20:22:41.988385] [INFO ] [sig       ] FUL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:42.144348] [INFO ] [LOCAL     ] Saved forecast: FUL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FUL.txt
[2026-02-10T20:22:42.144519] [INFO ] [sig       ] [1275/3417] Completed FUL in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:42.144563] [INFO ] [sig       ] [1276/3417] Forecasting FULC...
[2026-02-10T20:22:42.144621] [INFO ] [sig       ] Generating forecast for: FULC
[2026-02-10T20:22:42.144651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2026-02-10T20:22:42.157273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2026-02-10T20:22:42.157668] [INFO ] [FORECASTER] Starting predict_future for FULC
[2026-02-10T20:22:42.158500] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2026-02-10T20:22:42.158554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:42.158608] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:42.158636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:42.158692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:42.215760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:42.216546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:42.216659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:42.216694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:42.348827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:42.349023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:42.349068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:42.349097] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:42.352756] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2026-02-10T20:22:42.353066] [INFO ] [FORECASTER] Completed predict_future for FULC
[2026-02-10T20:22:42.353233] [INFO ] [sig       ] FULC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:42.499529] [INFO ] [LOCAL     ] Saved forecast: FULC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FULC.txt
[2026-02-10T20:22:42.499718] [INFO ] [sig       ] [1276/3417] Completed FULC in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:42.499760] [INFO ] [sig       ] [1277/3417] Forecasting FUN...
[2026-02-10T20:22:42.499790] [INFO ] [sig       ] Generating forecast for: FUN
[2026-02-10T20:22:42.499821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2026-02-10T20:22:42.512677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2026-02-10T20:22:42.513074] [INFO ] [FORECASTER] Starting predict_future for FUN
[2026-02-10T20:22:42.513936] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2026-02-10T20:22:42.513991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:42.514022] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:42.514050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:42.514120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:42.573946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:42.574971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:42.575090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:42.575125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:42.712268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:42.712437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:42.712483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:42.712552] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:42.716256] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2026-02-10T20:22:42.716589] [INFO ] [FORECASTER] Completed predict_future for FUN
[2026-02-10T20:22:42.716737] [INFO ] [sig       ] FUN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:42.868411] [INFO ] [LOCAL     ] Saved forecast: FUN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FUN.txt
[2026-02-10T20:22:42.868614] [INFO ] [sig       ] [1277/3417] Completed FUN in 0.4s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:42.868667] [INFO ] [sig       ] [1278/3417] Forecasting FUNC...
[2026-02-10T20:22:42.868699] [INFO ] [sig       ] Generating forecast for: FUNC
[2026-02-10T20:22:42.868731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2026-02-10T20:22:42.880275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2026-02-10T20:22:42.880876] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2026-02-10T20:22:42.881942] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2026-02-10T20:22:42.881996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:42.882029] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:42.882056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:42.882123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:42.940957] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:42.941863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:42.941952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:42.941984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:43.065753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:43.065954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:43.065996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:43.066026] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:43.069651] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2026-02-10T20:22:43.069939] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2026-02-10T20:22:43.070071] [INFO ] [sig       ] FUNC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:43.212222] [INFO ] [LOCAL     ] Saved forecast: FUNC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FUNC.txt
[2026-02-10T20:22:43.212400] [INFO ] [sig       ] [1278/3417] Completed FUNC in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:43.212442] [INFO ] [sig       ] [1279/3417] Forecasting FUND...
[2026-02-10T20:22:43.212474] [INFO ] [sig       ] Generating forecast for: FUND
[2026-02-10T20:22:43.212504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2026-02-10T20:22:43.226127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2026-02-10T20:22:43.226543] [INFO ] [FORECASTER] Starting predict_future for FUND
[2026-02-10T20:22:43.227438] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2026-02-10T20:22:43.227492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:43.227524] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:43.227563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:43.227666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:43.285368] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:43.286307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:43.286400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:43.286434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:43.401069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:43.401234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:43.401275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:43.401305] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:43.404876] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2026-02-10T20:22:43.405156] [INFO ] [FORECASTER] Completed predict_future for FUND
[2026-02-10T20:22:43.405286] [INFO ] [sig       ] FUND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:43.549808] [INFO ] [LOCAL     ] Saved forecast: FUND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FUND.txt
[2026-02-10T20:22:43.549965] [INFO ] [sig       ] [1279/3417] Completed FUND in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:43.550006] [INFO ] [sig       ] [1280/3417] Forecasting FVCB...
[2026-02-10T20:22:43.550039] [INFO ] [sig       ] Generating forecast for: FVCB
[2026-02-10T20:22:43.550071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2026-02-10T20:22:43.564236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2026-02-10T20:22:43.564629] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2026-02-10T20:22:43.565433] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2026-02-10T20:22:43.565486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:43.565517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:43.565544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:43.565639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:43.626399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:43.627289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:43.627379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:43.627413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:43.742856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:43.743039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:43.743092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:43.743122] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:43.746754] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2026-02-10T20:22:43.747047] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2026-02-10T20:22:43.747182] [INFO ] [sig       ] FVCB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:43.890499] [INFO ] [LOCAL     ] Saved forecast: FVCB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FVCB.txt
[2026-02-10T20:22:43.890685] [INFO ] [sig       ] [1280/3417] Completed FVCB in 0.3s | 2.79 sym/s | Total: 7.6m | ETA: 12.8m
[2026-02-10T20:22:43.890726] [INFO ] [sig       ] [1281/3417] Forecasting FWONA...
[2026-02-10T20:22:43.890757] [INFO ] [sig       ] Generating forecast for: FWONA
[2026-02-10T20:22:43.890789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2026-02-10T20:22:43.902512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2026-02-10T20:22:43.902867] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2026-02-10T20:22:43.903737] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2026-02-10T20:22:43.903801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:43.903844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:43.903882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:43.903957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:43.962448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:43.963381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:43.963472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:43.963505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:44.085373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:44.085538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:44.085598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:44.085631] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:44.089123] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2026-02-10T20:22:44.089431] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2026-02-10T20:22:44.089562] [INFO ] [sig       ] FWONA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:44.229730] [INFO ] [LOCAL     ] Saved forecast: FWONA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FWONA.txt
[2026-02-10T20:22:44.229889] [INFO ] [sig       ] [1281/3417] Completed FWONA in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.8m
[2026-02-10T20:22:44.229930] [INFO ] [sig       ] [1282/3417] Forecasting FWONK...
[2026-02-10T20:22:44.229960] [INFO ] [sig       ] Generating forecast for: FWONK
[2026-02-10T20:22:44.229992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2026-02-10T20:22:44.241134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2026-02-10T20:22:44.241485] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2026-02-10T20:22:44.242287] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2026-02-10T20:22:44.242341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:44.242373] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:44.242399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:44.242455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:44.309799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:44.310717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:44.310809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:44.310841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:44.440305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:44.440503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:44.440548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:44.440596] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:44.445178] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2026-02-10T20:22:44.445482] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2026-02-10T20:22:44.445638] [INFO ] [sig       ] FWONK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:44.591453] [INFO ] [LOCAL     ] Saved forecast: FWONK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FWONK.txt
[2026-02-10T20:22:44.591632] [INFO ] [sig       ] [1282/3417] Completed FWONK in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.8m
[2026-02-10T20:22:44.591676] [INFO ] [sig       ] [1283/3417] Forecasting FWRD...
[2026-02-10T20:22:44.591713] [INFO ] [sig       ] Generating forecast for: FWRD
[2026-02-10T20:22:44.591745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2026-02-10T20:22:44.602959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2026-02-10T20:22:44.603514] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2026-02-10T20:22:44.604312] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2026-02-10T20:22:44.604366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:44.604398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:44.604424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:44.604480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:44.665019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:44.665692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:44.665775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:44.665810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:44.792396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:44.792523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:44.792562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:44.792609] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:44.795868] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2026-02-10T20:22:44.796161] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2026-02-10T20:22:44.796321] [INFO ] [sig       ] FWRD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:44.940225] [INFO ] [LOCAL     ] Saved forecast: FWRD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FWRD.txt
[2026-02-10T20:22:44.940394] [INFO ] [sig       ] [1283/3417] Completed FWRD in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.8m
[2026-02-10T20:22:44.940435] [INFO ] [sig       ] [1284/3417] Forecasting FWRG...
[2026-02-10T20:22:44.940469] [INFO ] [sig       ] Generating forecast for: FWRG
[2026-02-10T20:22:44.940501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2026-02-10T20:22:44.953973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2026-02-10T20:22:44.954609] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2026-02-10T20:22:44.955441] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2026-02-10T20:22:44.955497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:44.955533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:44.955563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:44.955653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:45.016988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:45.017920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:45.018067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:45.018105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:45.148122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:45.148330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:45.148376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:45.148407] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:45.152661] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2026-02-10T20:22:45.152960] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2026-02-10T20:22:45.153096] [INFO ] [sig       ] FWRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:45.300226] [INFO ] [LOCAL     ] Saved forecast: FWRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/FWRG.txt
[2026-02-10T20:22:45.300372] [INFO ] [sig       ] [1284/3417] Completed FWRG in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:45.300411] [INFO ] [sig       ] [1285/3417] Forecasting FYC...
[2026-02-10T20:22:45.300441] [INFO ] [sig       ] Generating forecast for: FYC
[2026-02-10T20:22:45.300472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2026-02-10T20:22:45.312981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2026-02-10T20:22:45.313300] [INFO ] [FORECASTER] Starting predict_future for FYC
[2026-02-10T20:22:45.314295] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2026-02-10T20:22:45.314349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:45.314380] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:45.314407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:45.314463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:45.373138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:45.373981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:45.374059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:45.374091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:45.510196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:45.510358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:45.510399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:45.510428] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:45.513905] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2026-02-10T20:22:45.514183] [INFO ] [FORECASTER] Completed predict_future for FYC
[2026-02-10T20:22:45.514312] [INFO ] [sig       ] FYC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:45.654272] [INFO ] [LOCAL     ] Saved forecast: FYC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FYC.txt
[2026-02-10T20:22:45.654398] [INFO ] [sig       ] [1285/3417] Completed FYC in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:45.654436] [INFO ] [sig       ] [1286/3417] Forecasting FYX...
[2026-02-10T20:22:45.654466] [INFO ] [sig       ] Generating forecast for: FYX
[2026-02-10T20:22:45.654496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2026-02-10T20:22:45.665619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2026-02-10T20:22:45.665891] [INFO ] [FORECASTER] Starting predict_future for FYX
[2026-02-10T20:22:45.666675] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2026-02-10T20:22:45.666729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:45.666761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:45.666789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:45.666845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:45.729438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:45.730370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:45.730460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:45.730493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:45.864101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:45.864341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:45.864385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:45.864434] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:45.868472] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2026-02-10T20:22:45.868783] [INFO ] [FORECASTER] Completed predict_future for FYX
[2026-02-10T20:22:45.868925] [INFO ] [sig       ] FYX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:46.020630] [INFO ] [LOCAL     ] Saved forecast: FYX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/FYX.txt
[2026-02-10T20:22:46.020797] [INFO ] [sig       ] [1286/3417] Completed FYX in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:46.020837] [INFO ] [sig       ] [1287/3417] Forecasting G...
[2026-02-10T20:22:46.020867] [INFO ] [sig       ] Generating forecast for: G
[2026-02-10T20:22:46.020899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2026-02-10T20:22:46.034941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2026-02-10T20:22:46.035314] [INFO ] [FORECASTER] Starting predict_future for G
[2026-02-10T20:22:46.036320] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2026-02-10T20:22:46.036374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:46.036406] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:46.036432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:46.036487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:46.094234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:46.095333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:46.095623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:46.095657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:46.219341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:46.219508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:46.219547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:46.219594] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:46.223062] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2026-02-10T20:22:46.223379] [INFO ] [FORECASTER] Completed predict_future for G
[2026-02-10T20:22:46.223512] [INFO ] [sig       ] G: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:46.364641] [INFO ] [LOCAL     ] Saved forecast: G	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/G.txt
[2026-02-10T20:22:46.364831] [INFO ] [sig       ] [1287/3417] Completed G in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:46.364871] [INFO ] [sig       ] [1288/3417] Forecasting GAB...
[2026-02-10T20:22:46.364903] [INFO ] [sig       ] Generating forecast for: GAB
[2026-02-10T20:22:46.364935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2026-02-10T20:22:46.376141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2026-02-10T20:22:46.376505] [INFO ] [FORECASTER] Starting predict_future for GAB
[2026-02-10T20:22:46.377312] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2026-02-10T20:22:46.377366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:46.377398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:46.377424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:46.377480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:46.434196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:46.435122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:46.435208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:46.435240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:46.566323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:46.566532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:46.566591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:46.566625] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:46.570769] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2026-02-10T20:22:46.571074] [INFO ] [FORECASTER] Completed predict_future for GAB
[2026-02-10T20:22:46.571221] [INFO ] [sig       ] GAB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:46.723566] [INFO ] [LOCAL     ] Saved forecast: GAB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GAB.txt
[2026-02-10T20:22:46.723741] [INFO ] [sig       ] [1288/3417] Completed GAB in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:46.723783] [INFO ] [sig       ] [1289/3417] Forecasting GABC...
[2026-02-10T20:22:46.723812] [INFO ] [sig       ] Generating forecast for: GABC
[2026-02-10T20:22:46.723842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2026-02-10T20:22:46.735211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2026-02-10T20:22:46.735543] [INFO ] [FORECASTER] Starting predict_future for GABC
[2026-02-10T20:22:46.736381] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2026-02-10T20:22:46.736447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:46.736483] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:46.736510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:46.736605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:46.795376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:46.796196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:46.796288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:46.796340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:46.915703] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:46.915866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:46.915906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:46.915935] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:46.919947] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2026-02-10T20:22:46.920226] [INFO ] [FORECASTER] Completed predict_future for GABC
[2026-02-10T20:22:46.920355] [INFO ] [sig       ] GABC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:47.068290] [INFO ] [LOCAL     ] Saved forecast: GABC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GABC.txt
[2026-02-10T20:22:47.068428] [INFO ] [sig       ] [1289/3417] Completed GABC in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:47.068468] [INFO ] [sig       ] [1290/3417] Forecasting GAIA...
[2026-02-10T20:22:47.068498] [INFO ] [sig       ] Generating forecast for: GAIA
[2026-02-10T20:22:47.068528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2026-02-10T20:22:47.081027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2026-02-10T20:22:47.081339] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2026-02-10T20:22:47.082113] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2026-02-10T20:22:47.082166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:47.082198] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:47.082226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:47.082294] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:47.140982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:47.141641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:47.141720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:47.141752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:47.258656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:47.258837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:47.258879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:47.258909] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:47.262413] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2026-02-10T20:22:47.262713] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2026-02-10T20:22:47.262845] [INFO ] [sig       ] GAIA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:47.406383] [INFO ] [LOCAL     ] Saved forecast: GAIA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GAIA.txt
[2026-02-10T20:22:47.406537] [INFO ] [sig       ] [1290/3417] Completed GAIA in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:47.406594] [INFO ] [sig       ] [1291/3417] Forecasting GAIN...
[2026-02-10T20:22:47.406628] [INFO ] [sig       ] Generating forecast for: GAIN
[2026-02-10T20:22:47.406658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2026-02-10T20:22:47.418788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2026-02-10T20:22:47.419105] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2026-02-10T20:22:47.419886] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2026-02-10T20:22:47.419940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:47.419999] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:47.420028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:47.420085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:47.477048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:47.477746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:47.477827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:47.477859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:47.597900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:47.598105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:47.598160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:47.598192] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:47.601823] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2026-02-10T20:22:47.602120] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2026-02-10T20:22:47.602256] [INFO ] [sig       ] GAIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:47.750640] [INFO ] [LOCAL     ] Saved forecast: GAIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GAIN.txt
[2026-02-10T20:22:47.750798] [INFO ] [sig       ] [1291/3417] Completed GAIN in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:47.750840] [INFO ] [sig       ] [1292/3417] Forecasting GAM...
[2026-02-10T20:22:47.750871] [INFO ] [sig       ] Generating forecast for: GAM
[2026-02-10T20:22:47.750901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2026-02-10T20:22:47.762722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2026-02-10T20:22:47.763072] [INFO ] [FORECASTER] Starting predict_future for GAM
[2026-02-10T20:22:47.763887] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2026-02-10T20:22:47.763956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:47.763990] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:47.764018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:47.764077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:47.825430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:47.826397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:47.826692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:47.826728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:47.948903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:47.949069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:47.949110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:47.949141] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:47.952952] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2026-02-10T20:22:47.953261] [INFO ] [FORECASTER] Completed predict_future for GAM
[2026-02-10T20:22:47.953617] [INFO ] [sig       ] GAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:48.099607] [INFO ] [LOCAL     ] Saved forecast: GAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GAM.txt
[2026-02-10T20:22:48.099770] [INFO ] [sig       ] [1292/3417] Completed GAM in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:48.099812] [INFO ] [sig       ] [1293/3417] Forecasting GAMB...
[2026-02-10T20:22:48.099841] [INFO ] [sig       ] Generating forecast for: GAMB
[2026-02-10T20:22:48.099872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2026-02-10T20:22:48.112108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2026-02-10T20:22:48.112510] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2026-02-10T20:22:48.113421] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2026-02-10T20:22:48.113476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:48.113509] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:48.113536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:48.113616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:48.172212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:48.173143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:48.173232] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:48.173266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:48.300563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:48.300765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:48.300812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:48.300842] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:48.305049] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2026-02-10T20:22:48.305354] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2026-02-10T20:22:48.305493] [INFO ] [sig       ] GAMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:48.450250] [INFO ] [LOCAL     ] Saved forecast: GAMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GAMB.txt
[2026-02-10T20:22:48.450401] [INFO ] [sig       ] [1293/3417] Completed GAMB in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:48.450443] [INFO ] [sig       ] [1294/3417] Forecasting GANX...
[2026-02-10T20:22:48.450474] [INFO ] [sig       ] Generating forecast for: GANX
[2026-02-10T20:22:48.450507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2026-02-10T20:22:48.462939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2026-02-10T20:22:48.463225] [INFO ] [FORECASTER] Starting predict_future for GANX
[2026-02-10T20:22:48.464299] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2026-02-10T20:22:48.464371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:48.464407] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:48.464434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:48.464684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:48.524491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:48.525169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:48.525249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:48.525283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:48.644946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:48.645110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:48.645152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:48.645217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:48.648802] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2026-02-10T20:22:48.649108] [INFO ] [FORECASTER] Completed predict_future for GANX
[2026-02-10T20:22:48.649246] [INFO ] [sig       ] GANX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:48.800853] [INFO ] [LOCAL     ] Saved forecast: GANX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GANX.txt
[2026-02-10T20:22:48.801034] [INFO ] [sig       ] [1294/3417] Completed GANX in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:48.801077] [INFO ] [sig       ] [1295/3417] Forecasting GASS...
[2026-02-10T20:22:48.801108] [INFO ] [sig       ] Generating forecast for: GASS
[2026-02-10T20:22:48.801138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2026-02-10T20:22:48.813485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2026-02-10T20:22:48.814091] [INFO ] [FORECASTER] Starting predict_future for GASS
[2026-02-10T20:22:48.814926] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2026-02-10T20:22:48.814982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:48.815016] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:48.815045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:48.815104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:48.873796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:48.874721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:48.874810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:48.874844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:48.995507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:48.995687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:48.995728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:48.995757] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:48.999174] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2026-02-10T20:22:48.999461] [INFO ] [FORECASTER] Completed predict_future for GASS
[2026-02-10T20:22:48.999612] [INFO ] [sig       ] GASS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:49.141785] [INFO ] [LOCAL     ] Saved forecast: GASS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GASS.txt
[2026-02-10T20:22:49.141954] [INFO ] [sig       ] [1295/3417] Completed GASS in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:49.141997] [INFO ] [sig       ] [1296/3417] Forecasting GATX...
[2026-02-10T20:22:49.142026] [INFO ] [sig       ] Generating forecast for: GATX
[2026-02-10T20:22:49.142056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2026-02-10T20:22:49.154066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2026-02-10T20:22:49.154459] [INFO ] [FORECASTER] Starting predict_future for GATX
[2026-02-10T20:22:49.155285] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2026-02-10T20:22:49.155349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:49.155388] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:49.155420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:49.155478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:49.213456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:49.214375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:49.214471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:49.214503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:49.338709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:49.338875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:49.338917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:49.338947] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:49.342425] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=24.55%)
[2026-02-10T20:22:49.342748] [INFO ] [FORECASTER] Completed predict_future for GATX
[2026-02-10T20:22:49.342881] [INFO ] [sig       ] GATX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:49.486482] [INFO ] [LOCAL     ] Saved forecast: GATX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GATX.txt
[2026-02-10T20:22:49.486851] [INFO ] [sig       ] [1296/3417] Completed GATX in 0.3s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:49.486892] [INFO ] [sig       ] [1297/3417] Forecasting GBAB...
[2026-02-10T20:22:49.486921] [INFO ] [sig       ] Generating forecast for: GBAB
[2026-02-10T20:22:49.486952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2026-02-10T20:22:49.499087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2026-02-10T20:22:49.499475] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2026-02-10T20:22:49.500282] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2026-02-10T20:22:49.500335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:49.500372] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:49.500400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:49.500458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:49.558409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:49.559503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:49.559608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:49.559644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:49.686874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:49.687040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:49.687080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:49.687109] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:49.691341] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2026-02-10T20:22:49.691688] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2026-02-10T20:22:49.691823] [INFO ] [sig       ] GBAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:49.837298] [INFO ] [LOCAL     ] Saved forecast: GBAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GBAB.txt
[2026-02-10T20:22:49.837469] [INFO ] [sig       ] [1297/3417] Completed GBAB in 0.4s | 2.79 sym/s | Total: 7.7m | ETA: 12.7m
[2026-02-10T20:22:49.837510] [INFO ] [sig       ] [1298/3417] Forecasting GBCI...
[2026-02-10T20:22:49.837541] [INFO ] [sig       ] Generating forecast for: GBCI
[2026-02-10T20:22:49.837591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2026-02-10T20:22:49.849303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2026-02-10T20:22:49.849681] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2026-02-10T20:22:49.850713] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2026-02-10T20:22:49.850767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:49.850800] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:49.850828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:49.850886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:49.910450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:49.911362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:49.911451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:49.911485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:50.031672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:50.031834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:50.031874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:50.031904] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:50.035340] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2026-02-10T20:22:50.035655] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2026-02-10T20:22:50.035791] [INFO ] [sig       ] GBCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:50.178375] [INFO ] [LOCAL     ] Saved forecast: GBCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GBCI.txt
[2026-02-10T20:22:50.178551] [INFO ] [sig       ] [1298/3417] Completed GBCI in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.7m
[2026-02-10T20:22:50.178612] [INFO ] [sig       ] [1299/3417] Forecasting GBDC...
[2026-02-10T20:22:50.178643] [INFO ] [sig       ] Generating forecast for: GBDC
[2026-02-10T20:22:50.178674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2026-02-10T20:22:50.190838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2026-02-10T20:22:50.191251] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2026-02-10T20:22:50.192094] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2026-02-10T20:22:50.192150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:50.192183] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:50.192211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:50.192268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:50.255048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:50.256032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:50.256144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:50.256182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:50.381890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:50.382080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:50.382123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:50.382152] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:50.385664] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2026-02-10T20:22:50.385956] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2026-02-10T20:22:50.386090] [INFO ] [sig       ] GBDC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:50.535028] [INFO ] [LOCAL     ] Saved forecast: GBDC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GBDC.txt
[2026-02-10T20:22:50.535193] [INFO ] [sig       ] [1299/3417] Completed GBDC in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.7m
[2026-02-10T20:22:50.535237] [INFO ] [sig       ] [1300/3417] Forecasting GBTG...
[2026-02-10T20:22:50.535274] [INFO ] [sig       ] Generating forecast for: GBTG
[2026-02-10T20:22:50.535313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2026-02-10T20:22:50.548189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2026-02-10T20:22:50.548608] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2026-02-10T20:22:50.549463] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2026-02-10T20:22:50.549520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:50.549555] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:50.549631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:50.549709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:50.610890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:50.611843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:50.611934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:50.611968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:50.742101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:50.742266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:50.742316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:50.742357] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:50.746066] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2026-02-10T20:22:50.746368] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2026-02-10T20:22:50.746536] [INFO ] [sig       ] GBTG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:50.897498] [INFO ] [LOCAL     ] Saved forecast: GBTG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GBTG.txt
[2026-02-10T20:22:50.897712] [INFO ] [sig       ] [1300/3417] Completed GBTG in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:50.897767] [INFO ] [sig       ] [1301/3417] Forecasting GBX...
[2026-02-10T20:22:50.897800] [INFO ] [sig       ] Generating forecast for: GBX
[2026-02-10T20:22:50.897833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2026-02-10T20:22:50.910858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2026-02-10T20:22:50.911197] [INFO ] [FORECASTER] Starting predict_future for GBX
[2026-02-10T20:22:50.912322] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2026-02-10T20:22:50.912379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:50.912412] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:50.912443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:50.912501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:50.974746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:50.975591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:50.975711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:50.975757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:51.107434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:51.107618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:51.107664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:51.107694] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:51.111686] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2026-02-10T20:22:51.111971] [INFO ] [FORECASTER] Completed predict_future for GBX
[2026-02-10T20:22:51.112105] [INFO ] [sig       ] GBX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:51.265309] [INFO ] [LOCAL     ] Saved forecast: GBX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GBX.txt
[2026-02-10T20:22:51.265458] [INFO ] [sig       ] [1301/3417] Completed GBX in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:51.265500] [INFO ] [sig       ] [1302/3417] Forecasting GCBC...
[2026-02-10T20:22:51.265742] [INFO ] [sig       ] Generating forecast for: GCBC
[2026-02-10T20:22:51.265776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2026-02-10T20:22:51.278930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2026-02-10T20:22:51.279273] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2026-02-10T20:22:51.280149] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2026-02-10T20:22:51.280205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:51.280239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:51.280271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:51.280346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:51.343523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:51.344412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:51.344499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:51.344533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:51.461753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:51.461912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:51.461955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:51.461987] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:51.465901] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2026-02-10T20:22:51.466184] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2026-02-10T20:22:51.466319] [INFO ] [sig       ] GCBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:51.618622] [INFO ] [LOCAL     ] Saved forecast: GCBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GCBC.txt
[2026-02-10T20:22:51.618796] [INFO ] [sig       ] [1302/3417] Completed GCBC in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:51.618842] [INFO ] [sig       ] [1303/3417] Forecasting GCMG...
[2026-02-10T20:22:51.618890] [INFO ] [sig       ] Generating forecast for: GCMG
[2026-02-10T20:22:51.618933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2026-02-10T20:22:51.631019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2026-02-10T20:22:51.631387] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2026-02-10T20:22:51.632227] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2026-02-10T20:22:51.632291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:51.632352] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:51.632384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:51.632444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:51.692748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:51.693662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:51.693751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:51.693785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:51.814043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:51.814214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:51.814257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:51.814287] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:51.817809] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2026-02-10T20:22:51.818140] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2026-02-10T20:22:51.818278] [INFO ] [sig       ] GCMG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:51.965360] [INFO ] [LOCAL     ] Saved forecast: GCMG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GCMG.txt
[2026-02-10T20:22:51.965530] [INFO ] [sig       ] [1303/3417] Completed GCMG in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:51.965590] [INFO ] [sig       ] [1304/3417] Forecasting GCO...
[2026-02-10T20:22:51.965625] [INFO ] [sig       ] Generating forecast for: GCO
[2026-02-10T20:22:51.965656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2026-02-10T20:22:51.978852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2026-02-10T20:22:51.979206] [INFO ] [FORECASTER] Starting predict_future for GCO
[2026-02-10T20:22:51.980187] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2026-02-10T20:22:51.980241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:51.980274] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:51.980300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:51.980356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:52.040349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:52.041491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:52.041595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:52.041630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:52.178717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:52.178887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:52.178931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:52.178962] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:52.182889] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2026-02-10T20:22:52.183200] [INFO ] [FORECASTER] Completed predict_future for GCO
[2026-02-10T20:22:52.183337] [INFO ] [sig       ] GCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:52.332027] [INFO ] [LOCAL     ] Saved forecast: GCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GCO.txt
[2026-02-10T20:22:52.332224] [INFO ] [sig       ] [1304/3417] Completed GCO in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:52.332268] [INFO ] [sig       ] [1305/3417] Forecasting GD...
[2026-02-10T20:22:52.332299] [INFO ] [sig       ] Generating forecast for: GD
[2026-02-10T20:22:52.332330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2026-02-10T20:22:52.343848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2026-02-10T20:22:52.344212] [INFO ] [FORECASTER] Starting predict_future for GD
[2026-02-10T20:22:52.345034] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2026-02-10T20:22:52.345088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:52.345120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:52.345147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:52.345204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:52.402069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:52.402948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:52.403033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:52.403067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:52.523906] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:52.524065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:52.524107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:52.524137] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:52.527935] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2026-02-10T20:22:52.528236] [INFO ] [FORECASTER] Completed predict_future for GD
[2026-02-10T20:22:52.528368] [INFO ] [sig       ] GD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:52.669961] [INFO ] [LOCAL     ] Saved forecast: GD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GD.txt
[2026-02-10T20:22:52.670133] [INFO ] [sig       ] [1305/3417] Completed GD in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:52.670175] [INFO ] [sig       ] [1306/3417] Forecasting GDC...
[2026-02-10T20:22:52.670204] [INFO ] [sig       ] Generating forecast for: GDC
[2026-02-10T20:22:52.670234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2026-02-10T20:22:52.685100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2026-02-10T20:22:52.685477] [INFO ] [FORECASTER] Starting predict_future for GDC
[2026-02-10T20:22:52.686313] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2026-02-10T20:22:52.686366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:52.686397] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:52.686424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:52.686479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:52.744214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:52.745141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:52.745227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:52.745259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:52.868250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:52.868417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:52.868458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:52.868488] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:52.872205] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2026-02-10T20:22:52.872492] [INFO ] [FORECASTER] Completed predict_future for GDC
[2026-02-10T20:22:52.872835] [INFO ] [sig       ] GDC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:53.016942] [INFO ] [LOCAL     ] Saved forecast: GDC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GDC.txt
[2026-02-10T20:22:53.017109] [INFO ] [sig       ] [1306/3417] Completed GDC in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:53.017159] [INFO ] [sig       ] [1307/3417] Forecasting GDDY...
[2026-02-10T20:22:53.017190] [INFO ] [sig       ] Generating forecast for: GDDY
[2026-02-10T20:22:53.017221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2026-02-10T20:22:53.029253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2026-02-10T20:22:53.029640] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2026-02-10T20:22:53.030414] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2026-02-10T20:22:53.030467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:53.030499] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:53.030526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:53.030611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:53.087906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:53.089099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:53.089186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:53.089220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:53.213409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:53.213588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:53.213632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:53.213662] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:53.217049] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2026-02-10T20:22:53.217335] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2026-02-10T20:22:53.217465] [INFO ] [sig       ] GDDY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:53.359980] [INFO ] [LOCAL     ] Saved forecast: GDDY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GDDY.txt
[2026-02-10T20:22:53.360141] [INFO ] [sig       ] [1307/3417] Completed GDDY in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:53.360199] [INFO ] [sig       ] [1308/3417] Forecasting GDEN...
[2026-02-10T20:22:53.360231] [INFO ] [sig       ] Generating forecast for: GDEN
[2026-02-10T20:22:53.360261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2026-02-10T20:22:53.372077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2026-02-10T20:22:53.372407] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2026-02-10T20:22:53.373198] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2026-02-10T20:22:53.373251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:53.373310] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:53.373340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:53.373396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:53.431227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:53.432139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:53.432222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:53.432256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:53.556078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:53.556241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:53.556282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:53.556311] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:53.560338] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2026-02-10T20:22:53.560813] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2026-02-10T20:22:53.560961] [INFO ] [sig       ] GDEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:53.707187] [INFO ] [LOCAL     ] Saved forecast: GDEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GDEN.txt
[2026-02-10T20:22:53.707367] [INFO ] [sig       ] [1308/3417] Completed GDEN in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:53.707417] [INFO ] [sig       ] [1309/3417] Forecasting GDRX...
[2026-02-10T20:22:53.707456] [INFO ] [sig       ] Generating forecast for: GDRX
[2026-02-10T20:22:53.707494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2026-02-10T20:22:53.719708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2026-02-10T20:22:53.720140] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2026-02-10T20:22:53.721023] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2026-02-10T20:22:53.721079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:53.721114] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:53.721143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:53.721202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:53.782316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:53.783267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:53.783361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:53.783404] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:53.911072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:53.911237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:53.911279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:53.911309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:53.915137] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2026-02-10T20:22:53.915420] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2026-02-10T20:22:53.915550] [INFO ] [sig       ] GDRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:54.127023] [INFO ] [LOCAL     ] Saved forecast: GDRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GDRX.txt
[2026-02-10T20:22:54.127185] [INFO ] [sig       ] [1309/3417] Completed GDRX in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:54.127225] [INFO ] [sig       ] [1310/3417] Forecasting GDS...
[2026-02-10T20:22:54.127258] [INFO ] [sig       ] Generating forecast for: GDS
[2026-02-10T20:22:54.127289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2026-02-10T20:22:54.140043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2026-02-10T20:22:54.140446] [INFO ] [FORECASTER] Starting predict_future for GDS
[2026-02-10T20:22:54.141257] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2026-02-10T20:22:54.141311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:54.141344] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:54.141372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:54.141428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:54.199352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:54.200510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:54.200619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:54.200655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:54.325095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:54.325264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:54.325305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:54.325352] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:54.328906] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2026-02-10T20:22:54.329194] [INFO ] [FORECASTER] Completed predict_future for GDS
[2026-02-10T20:22:54.329328] [INFO ] [sig       ] GDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:54.473016] [INFO ] [LOCAL     ] Saved forecast: GDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GDS.txt
[2026-02-10T20:22:54.473187] [INFO ] [sig       ] [1310/3417] Completed GDS in 0.3s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:54.473232] [INFO ] [sig       ] [1311/3417] Forecasting GDYN...
[2026-02-10T20:22:54.473264] [INFO ] [sig       ] Generating forecast for: GDYN
[2026-02-10T20:22:54.473297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2026-02-10T20:22:54.484820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2026-02-10T20:22:54.485137] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2026-02-10T20:22:54.486018] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2026-02-10T20:22:54.486074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:54.486107] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:54.486135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:54.486193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:54.551746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:54.552623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:54.552908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:54.552955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:54.678641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:54.678803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:54.678844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:54.678911] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:54.682615] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2026-02-10T20:22:54.682905] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2026-02-10T20:22:54.683039] [INFO ] [sig       ] GDYN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:54.831358] [INFO ] [LOCAL     ] Saved forecast: GDYN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GDYN.txt
[2026-02-10T20:22:54.831504] [INFO ] [sig       ] [1311/3417] Completed GDYN in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:54.831545] [INFO ] [sig       ] [1312/3417] Forecasting GE...
[2026-02-10T20:22:54.831595] [INFO ] [sig       ] Generating forecast for: GE
[2026-02-10T20:22:54.831629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2026-02-10T20:22:54.845311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2026-02-10T20:22:54.845643] [INFO ] [FORECASTER] Starting predict_future for GE
[2026-02-10T20:22:54.846414] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2026-02-10T20:22:54.846479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:54.846519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:54.846552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:54.846631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:54.910097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:54.910948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:54.911048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:54.911083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:55.041714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:55.041872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:55.041911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:55.041943] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:55.045316] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2026-02-10T20:22:55.045611] [INFO ] [FORECASTER] Completed predict_future for GE
[2026-02-10T20:22:55.045741] [INFO ] [sig       ] GE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:55.194729] [INFO ] [LOCAL     ] Saved forecast: GE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GE.txt
[2026-02-10T20:22:55.194885] [INFO ] [sig       ] [1312/3417] Completed GE in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:55.194927] [INFO ] [sig       ] [1313/3417] Forecasting GECC...
[2026-02-10T20:22:55.194956] [INFO ] [sig       ] Generating forecast for: GECC
[2026-02-10T20:22:55.194985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2026-02-10T20:22:55.207118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2026-02-10T20:22:55.207464] [INFO ] [FORECASTER] Starting predict_future for GECC
[2026-02-10T20:22:55.208538] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2026-02-10T20:22:55.208618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:55.208652] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:55.208679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:55.208737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:55.270688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:55.271567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:55.271865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:55.271900] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:55.403515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:55.403694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:55.403737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:55.403768] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:55.407824] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2026-02-10T20:22:55.408138] [INFO ] [FORECASTER] Completed predict_future for GECC
[2026-02-10T20:22:55.408274] [INFO ] [sig       ] GECC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:55.555279] [INFO ] [LOCAL     ] Saved forecast: GECC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GECC.txt
[2026-02-10T20:22:55.555445] [INFO ] [sig       ] [1313/3417] Completed GECC in 0.4s | 2.79 sym/s | Total: 7.8m | ETA: 12.6m
[2026-02-10T20:22:55.555489] [INFO ] [sig       ] [1314/3417] Forecasting GEF...
[2026-02-10T20:22:55.555518] [INFO ] [sig       ] Generating forecast for: GEF
[2026-02-10T20:22:55.555551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2026-02-10T20:22:55.567146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2026-02-10T20:22:55.567508] [INFO ] [FORECASTER] Starting predict_future for GEF
[2026-02-10T20:22:55.568427] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2026-02-10T20:22:55.568494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:55.568534] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:55.568607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:55.568671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:55.630165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:55.631120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:55.631206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:55.631238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:55.757808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:55.757965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:55.758007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:55.758058] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:55.761695] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2026-02-10T20:22:55.761982] [INFO ] [FORECASTER] Completed predict_future for GEF
[2026-02-10T20:22:55.762120] [INFO ] [sig       ] GEF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:55.920815] [INFO ] [LOCAL     ] Saved forecast: GEF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GEF.txt
[2026-02-10T20:22:55.921018] [INFO ] [sig       ] [1314/3417] Completed GEF in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.6m
[2026-02-10T20:22:55.921073] [INFO ] [sig       ] [1315/3417] Forecasting GEHC...
[2026-02-10T20:22:55.921107] [INFO ] [sig       ] Generating forecast for: GEHC
[2026-02-10T20:22:55.921139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2026-02-10T20:22:55.934908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2026-02-10T20:22:55.935270] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2026-02-10T20:22:55.936132] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2026-02-10T20:22:55.936187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:55.936222] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:55.936249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:55.936306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:55.995948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:55.996897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:55.997073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:55.997110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:56.127721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:56.127885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:56.127925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:56.127956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:56.131658] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2026-02-10T20:22:56.131972] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2026-02-10T20:22:56.132112] [INFO ] [sig       ] GEHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:56.278343] [INFO ] [LOCAL     ] Saved forecast: GEHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GEHC.txt
[2026-02-10T20:22:56.278530] [INFO ] [sig       ] [1315/3417] Completed GEHC in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.6m
[2026-02-10T20:22:56.278608] [INFO ] [sig       ] [1316/3417] Forecasting GEL...
[2026-02-10T20:22:56.278642] [INFO ] [sig       ] Generating forecast for: GEL
[2026-02-10T20:22:56.278675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2026-02-10T20:22:56.292676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2026-02-10T20:22:56.293070] [INFO ] [FORECASTER] Starting predict_future for GEL
[2026-02-10T20:22:56.294140] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2026-02-10T20:22:56.294207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:56.294249] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:56.294286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:56.294371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:56.359841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:56.360764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:56.360860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:56.360918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:56.492771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:56.492935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:56.492977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:56.493009] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:56.497007] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2026-02-10T20:22:56.497353] [INFO ] [FORECASTER] Completed predict_future for GEL
[2026-02-10T20:22:56.497522] [INFO ] [sig       ] GEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:56.640040] [INFO ] [LOCAL     ] Saved forecast: GEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GEL.txt
[2026-02-10T20:22:56.640193] [INFO ] [sig       ] [1316/3417] Completed GEL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.6m
[2026-02-10T20:22:56.640236] [INFO ] [sig       ] [1317/3417] Forecasting GEN...
[2026-02-10T20:22:56.640266] [INFO ] [sig       ] Generating forecast for: GEN
[2026-02-10T20:22:56.640298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2026-02-10T20:22:56.652405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2026-02-10T20:22:56.652780] [INFO ] [FORECASTER] Starting predict_future for GEN
[2026-02-10T20:22:56.653673] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2026-02-10T20:22:56.653728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:56.653761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:56.653790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:56.653863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:56.718289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:56.719418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:56.719507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:56.719542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:56.850960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:56.851123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:56.851164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:56.851193] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:56.854933] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=97.28%)
[2026-02-10T20:22:56.855225] [INFO ] [FORECASTER] Completed predict_future for GEN
[2026-02-10T20:22:56.855361] [INFO ] [sig       ] GEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:57.003183] [INFO ] [LOCAL     ] Saved forecast: GEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GEN.txt
[2026-02-10T20:22:57.003340] [INFO ] [sig       ] [1317/3417] Completed GEN in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:57.003382] [INFO ] [sig       ] [1318/3417] Forecasting GENI...
[2026-02-10T20:22:57.003418] [INFO ] [sig       ] Generating forecast for: GENI
[2026-02-10T20:22:57.003463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2026-02-10T20:22:57.016297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2026-02-10T20:22:57.016659] [INFO ] [FORECASTER] Starting predict_future for GENI
[2026-02-10T20:22:57.017421] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2026-02-10T20:22:57.017474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:57.017505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:57.017534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:57.017618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:57.075063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:57.075776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:57.075883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:57.075918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:57.195785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:57.195948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:57.195989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:57.196018] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:57.199695] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=81.54%)
[2026-02-10T20:22:57.199994] [INFO ] [FORECASTER] Completed predict_future for GENI
[2026-02-10T20:22:57.200125] [INFO ] [sig       ] GENI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:57.348766] [INFO ] [LOCAL     ] Saved forecast: GENI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GENI.txt
[2026-02-10T20:22:57.348914] [INFO ] [sig       ] [1318/3417] Completed GENI in 0.3s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:57.348962] [INFO ] [sig       ] [1319/3417] Forecasting GENK...
[2026-02-10T20:22:57.348995] [INFO ] [sig       ] Generating forecast for: GENK
[2026-02-10T20:22:57.349027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2026-02-10T20:22:57.361604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2026-02-10T20:22:57.361920] [INFO ] [FORECASTER] Starting predict_future for GENK
[2026-02-10T20:22:57.362785] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2026-02-10T20:22:57.362840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:57.362872] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:57.362899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:57.362957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:57.422784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:57.423652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:57.423748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:57.423783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:57.552255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:57.552418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:57.552461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:57.552494] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:57.556212] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2026-02-10T20:22:57.556513] [INFO ] [FORECASTER] Completed predict_future for GENK
[2026-02-10T20:22:57.556682] [INFO ] [sig       ] GENK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:57.718201] [INFO ] [LOCAL     ] Saved forecast: GENK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GENK.txt
[2026-02-10T20:22:57.718375] [INFO ] [sig       ] [1319/3417] Completed GENK in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:57.718421] [INFO ] [sig       ] [1320/3417] Forecasting GEOS...
[2026-02-10T20:22:57.718458] [INFO ] [sig       ] Generating forecast for: GEOS
[2026-02-10T20:22:57.718495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2026-02-10T20:22:57.731307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2026-02-10T20:22:57.731690] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2026-02-10T20:22:57.732451] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2026-02-10T20:22:57.732504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:57.732536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:57.732563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:57.732643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:57.796897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:57.797756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:57.797843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:57.797876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:57.930638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:57.930796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:57.930837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:57.930867] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:57.934479] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2026-02-10T20:22:57.934971] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2026-02-10T20:22:57.935122] [INFO ] [sig       ] GEOS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:58.100565] [INFO ] [LOCAL     ] Saved forecast: GEOS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GEOS.txt
[2026-02-10T20:22:58.100802] [INFO ] [sig       ] [1320/3417] Completed GEOS in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:58.100860] [INFO ] [sig       ] [1321/3417] Forecasting GERN...
[2026-02-10T20:22:58.100900] [INFO ] [sig       ] Generating forecast for: GERN
[2026-02-10T20:22:58.100943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2026-02-10T20:22:58.116517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2026-02-10T20:22:58.117155] [INFO ] [FORECASTER] Starting predict_future for GERN
[2026-02-10T20:22:58.118009] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2026-02-10T20:22:58.118087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:58.118122] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:58.118150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:58.118208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:58.184090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:58.184998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:58.185100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:58.185136] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:58.316484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:58.316666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:58.316708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:58.316738] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:58.320673] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2026-02-10T20:22:58.321035] [INFO ] [FORECASTER] Completed predict_future for GERN
[2026-02-10T20:22:58.321202] [INFO ] [sig       ] GERN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:58.469029] [INFO ] [LOCAL     ] Saved forecast: GERN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GERN.txt
[2026-02-10T20:22:58.469205] [INFO ] [sig       ] [1321/3417] Completed GERN in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:58.469249] [INFO ] [sig       ] [1322/3417] Forecasting GEVO...
[2026-02-10T20:22:58.469278] [INFO ] [sig       ] Generating forecast for: GEVO
[2026-02-10T20:22:58.469309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2026-02-10T20:22:58.481480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2026-02-10T20:22:58.481846] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2026-02-10T20:22:58.482638] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2026-02-10T20:22:58.482691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:58.482723] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:58.482749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:58.482810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:58.543354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:58.544299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:58.544387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:58.544423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:58.677625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:58.677791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:58.677834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:58.677864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:58.681522] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2026-02-10T20:22:58.681829] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2026-02-10T20:22:58.681983] [INFO ] [sig       ] GEVO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:58.832546] [INFO ] [LOCAL     ] Saved forecast: GEVO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GEVO.txt
[2026-02-10T20:22:58.832731] [INFO ] [sig       ] [1322/3417] Completed GEVO in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:58.832773] [INFO ] [sig       ] [1323/3417] Forecasting GFF...
[2026-02-10T20:22:58.832804] [INFO ] [sig       ] Generating forecast for: GFF
[2026-02-10T20:22:58.832835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2026-02-10T20:22:58.844320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2026-02-10T20:22:58.844703] [INFO ] [FORECASTER] Starting predict_future for GFF
[2026-02-10T20:22:58.845539] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2026-02-10T20:22:58.845624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:58.845661] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:58.845690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:58.845750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:58.907045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:58.907980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:58.908091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:58.908128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:59.032191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:59.032363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:59.032405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:59.032435] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:59.036085] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2026-02-10T20:22:59.036398] [INFO ] [FORECASTER] Completed predict_future for GFF
[2026-02-10T20:22:59.036560] [INFO ] [sig       ] GFF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:22:59.188135] [INFO ] [LOCAL     ] Saved forecast: GFF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GFF.txt
[2026-02-10T20:22:59.188362] [INFO ] [sig       ] [1323/3417] Completed GFF in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:59.188418] [INFO ] [sig       ] [1324/3417] Forecasting GFI...
[2026-02-10T20:22:59.188460] [INFO ] [sig       ] Generating forecast for: GFI
[2026-02-10T20:22:59.188503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2026-02-10T20:22:59.202808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2026-02-10T20:22:59.203193] [INFO ] [FORECASTER] Starting predict_future for GFI
[2026-02-10T20:22:59.204155] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2026-02-10T20:22:59.204224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:59.204270] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:59.204301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:59.204360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:59.267537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:59.268486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:59.268612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:59.268658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:59.403852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:59.404016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:59.404058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:59.404089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:59.407734] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2026-02-10T20:22:59.408065] [INFO ] [FORECASTER] Completed predict_future for GFI
[2026-02-10T20:22:59.408207] [INFO ] [sig       ] GFI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:59.563172] [INFO ] [LOCAL     ] Saved forecast: GFI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GFI.txt
[2026-02-10T20:22:59.563337] [INFO ] [sig       ] [1324/3417] Completed GFI in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:59.563380] [INFO ] [sig       ] [1325/3417] Forecasting GFL...
[2026-02-10T20:22:59.563413] [INFO ] [sig       ] Generating forecast for: GFL
[2026-02-10T20:22:59.563446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2026-02-10T20:22:59.576841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2026-02-10T20:22:59.577280] [INFO ] [FORECASTER] Starting predict_future for GFL
[2026-02-10T20:22:59.578206] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2026-02-10T20:22:59.578269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:59.578352] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:59.578396] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:59.578478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:22:59.646407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:22:59.647374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:22:59.647471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:22:59.647504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:22:59.785401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:22:59.785594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:22:59.785648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:22:59.785686] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:22:59.790390] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=37.98%)
[2026-02-10T20:22:59.790796] [INFO ] [FORECASTER] Completed predict_future for GFL
[2026-02-10T20:22:59.790973] [INFO ] [sig       ] GFL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:22:59.957801] [INFO ] [LOCAL     ] Saved forecast: GFL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GFL.txt
[2026-02-10T20:22:59.957972] [INFO ] [sig       ] [1325/3417] Completed GFL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:22:59.958017] [INFO ] [sig       ] [1326/3417] Forecasting GFS...
[2026-02-10T20:22:59.958071] [INFO ] [sig       ] Generating forecast for: GFS
[2026-02-10T20:22:59.958105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2026-02-10T20:22:59.971388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2026-02-10T20:22:59.971821] [INFO ] [FORECASTER] Starting predict_future for GFS
[2026-02-10T20:22:59.972775] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2026-02-10T20:22:59.972837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:22:59.972870] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:22:59.972897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:22:59.972954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:00.044749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:00.046129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:00.046230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:00.046265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:00.186487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:00.186696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:00.186749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:00.186788] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:00.191748] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2026-02-10T20:23:00.192290] [INFO ] [FORECASTER] Completed predict_future for GFS
[2026-02-10T20:23:00.192463] [INFO ] [sig       ] GFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:00.353076] [INFO ] [LOCAL     ] Saved forecast: GFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GFS.txt
[2026-02-10T20:23:00.353244] [INFO ] [sig       ] [1326/3417] Completed GFS in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:23:00.353285] [INFO ] [sig       ] [1327/3417] Forecasting GGAL...
[2026-02-10T20:23:00.353316] [INFO ] [sig       ] Generating forecast for: GGAL
[2026-02-10T20:23:00.353347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2026-02-10T20:23:00.364810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2026-02-10T20:23:00.365179] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2026-02-10T20:23:00.365989] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2026-02-10T20:23:00.366055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:00.366089] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:00.366116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:00.366172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:00.424365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:00.425260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:00.425374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:00.425408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:00.556218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:00.556394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:00.556437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:00.556467] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:00.560552] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2026-02-10T20:23:00.560889] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2026-02-10T20:23:00.561032] [INFO ] [sig       ] GGAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:00.721662] [INFO ] [LOCAL     ] Saved forecast: GGAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GGAL.txt
[2026-02-10T20:23:00.722030] [INFO ] [sig       ] [1327/3417] Completed GGAL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:23:00.722074] [INFO ] [sig       ] [1328/3417] Forecasting GGB...
[2026-02-10T20:23:00.722104] [INFO ] [sig       ] Generating forecast for: GGB
[2026-02-10T20:23:00.722138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2026-02-10T20:23:00.735349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2026-02-10T20:23:00.735812] [INFO ] [FORECASTER] Starting predict_future for GGB
[2026-02-10T20:23:00.736734] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2026-02-10T20:23:00.736796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:00.736830] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:00.736857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:00.736916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:00.801605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:00.802730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:00.802829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:00.802864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:00.931397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:00.931592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:00.931639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:00.931703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:00.935419] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2026-02-10T20:23:00.935747] [INFO ] [FORECASTER] Completed predict_future for GGB
[2026-02-10T20:23:00.935890] [INFO ] [sig       ] GGB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:01.113060] [INFO ] [LOCAL     ] Saved forecast: GGB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GGB.txt
[2026-02-10T20:23:01.113306] [INFO ] [sig       ] [1328/3417] Completed GGB in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:23:01.113366] [INFO ] [sig       ] [1329/3417] Forecasting GGG...
[2026-02-10T20:23:01.113401] [INFO ] [sig       ] Generating forecast for: GGG
[2026-02-10T20:23:01.113433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2026-02-10T20:23:01.129914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2026-02-10T20:23:01.130401] [INFO ] [FORECASTER] Starting predict_future for GGG
[2026-02-10T20:23:01.131674] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2026-02-10T20:23:01.131764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:01.131819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:01.131868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:01.131965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:01.203823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:01.204781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:01.204875] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:01.204909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:01.338552] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:01.338736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:01.338786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:01.338831] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:01.342417] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2026-02-10T20:23:01.342769] [INFO ] [FORECASTER] Completed predict_future for GGG
[2026-02-10T20:23:01.342905] [INFO ] [sig       ] GGG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:01.502354] [INFO ] [LOCAL     ] Saved forecast: GGG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GGG.txt
[2026-02-10T20:23:01.502528] [INFO ] [sig       ] [1329/3417] Completed GGG in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:23:01.502601] [INFO ] [sig       ] [1330/3417] Forecasting GGLL...
[2026-02-10T20:23:01.502644] [INFO ] [sig       ] Generating forecast for: GGLL
[2026-02-10T20:23:01.502682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2026-02-10T20:23:01.515146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2026-02-10T20:23:01.515610] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2026-02-10T20:23:01.516480] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2026-02-10T20:23:01.516536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:01.516568] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:01.516622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:01.516686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:01.581321] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:01.582500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:01.582615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:01.582653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:01.715846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:01.716011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:01.716052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:01.716083] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:01.719708] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2026-02-10T20:23:01.719998] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2026-02-10T20:23:01.720133] [INFO ] [sig       ] GGLL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:01.868709] [INFO ] [LOCAL     ] Saved forecast: GGLL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GGLL.txt
[2026-02-10T20:23:01.868885] [INFO ] [sig       ] [1330/3417] Completed GGLL in 0.4s | 2.79 sym/s | Total: 7.9m | ETA: 12.5m
[2026-02-10T20:23:01.868933] [INFO ] [sig       ] [1331/3417] Forecasting GGLS...
[2026-02-10T20:23:01.868969] [INFO ] [sig       ] Generating forecast for: GGLS
[2026-02-10T20:23:01.869003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2026-02-10T20:23:01.880451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2026-02-10T20:23:01.880864] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2026-02-10T20:23:01.881724] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2026-02-10T20:23:01.881788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:01.881827] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:01.881859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:01.881927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:01.942473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:01.943371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:01.943459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:01.943492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:02.068214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:02.068322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:02.068363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:02.068392] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:02.072292] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2026-02-10T20:23:02.072635] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2026-02-10T20:23:02.072779] [INFO ] [sig       ] GGLS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:02.225119] [INFO ] [LOCAL     ] Saved forecast: GGLS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GGLS.txt
[2026-02-10T20:23:02.225288] [INFO ] [sig       ] [1331/3417] Completed GGLS in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.5m
[2026-02-10T20:23:02.225330] [INFO ] [sig       ] [1332/3417] Forecasting GH...
[2026-02-10T20:23:02.225359] [INFO ] [sig       ] Generating forecast for: GH
[2026-02-10T20:23:02.225390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2026-02-10T20:23:02.237370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2026-02-10T20:23:02.237789] [INFO ] [FORECASTER] Starting predict_future for GH
[2026-02-10T20:23:02.238636] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2026-02-10T20:23:02.238691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:02.238726] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:02.238752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:02.238809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:02.296630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:02.297479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:02.297564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:02.297628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:02.422462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:02.422564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:02.422618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:02.422647] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:02.425822] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2026-02-10T20:23:02.426106] [INFO ] [FORECASTER] Completed predict_future for GH
[2026-02-10T20:23:02.426233] [INFO ] [sig       ] GH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:02.567680] [INFO ] [LOCAL     ] Saved forecast: GH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GH.txt
[2026-02-10T20:23:02.567797] [INFO ] [sig       ] [1332/3417] Completed GH in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.5m
[2026-02-10T20:23:02.567835] [INFO ] [sig       ] [1333/3417] Forecasting GHI...
[2026-02-10T20:23:02.567865] [INFO ] [sig       ] Generating forecast for: GHI
[2026-02-10T20:23:02.567895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2026-02-10T20:23:02.579265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2026-02-10T20:23:02.579556] [INFO ] [FORECASTER] Starting predict_future for GHI
[2026-02-10T20:23:02.580373] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2026-02-10T20:23:02.580426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:02.580458] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:02.580485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:02.580542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:02.638147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:02.638784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:02.638865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:02.638897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:02.761001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:02.761158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:02.761199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:02.761229] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:02.765133] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2026-02-10T20:23:02.765413] [INFO ] [FORECASTER] Completed predict_future for GHI
[2026-02-10T20:23:02.765542] [INFO ] [sig       ] GHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:02.928914] [INFO ] [LOCAL     ] Saved forecast: GHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GHI.txt
[2026-02-10T20:23:02.929074] [INFO ] [sig       ] [1333/3417] Completed GHI in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.5m
[2026-02-10T20:23:02.929115] [INFO ] [sig       ] [1334/3417] Forecasting GHM...
[2026-02-10T20:23:02.929147] [INFO ] [sig       ] Generating forecast for: GHM
[2026-02-10T20:23:02.929178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2026-02-10T20:23:02.941415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2026-02-10T20:23:02.941790] [INFO ] [FORECASTER] Starting predict_future for GHM
[2026-02-10T20:23:02.942628] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2026-02-10T20:23:02.942684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:02.942717] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:02.942746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:02.942804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:03.004854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:03.005789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:03.005887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:03.005921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:03.139980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:03.140158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:03.140229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:03.140273] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:03.144811] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2026-02-10T20:23:03.145104] [INFO ] [FORECASTER] Completed predict_future for GHM
[2026-02-10T20:23:03.145241] [INFO ] [sig       ] GHM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:03.295118] [INFO ] [LOCAL     ] Saved forecast: GHM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GHM.txt
[2026-02-10T20:23:03.295259] [INFO ] [sig       ] [1334/3417] Completed GHM in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:03.295303] [INFO ] [sig       ] [1335/3417] Forecasting GHRS...
[2026-02-10T20:23:03.295335] [INFO ] [sig       ] Generating forecast for: GHRS
[2026-02-10T20:23:03.295365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2026-02-10T20:23:03.306973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2026-02-10T20:23:03.307333] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2026-02-10T20:23:03.308170] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2026-02-10T20:23:03.308225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:03.308257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:03.308290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:03.308348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:03.366946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:03.367752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:03.367870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:03.367904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:03.502652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:03.502821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:03.502862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:03.502892] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:03.506416] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2026-02-10T20:23:03.506754] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2026-02-10T20:23:03.506886] [INFO ] [sig       ] GHRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:03.650251] [INFO ] [LOCAL     ] Saved forecast: GHRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GHRS.txt
[2026-02-10T20:23:03.650386] [INFO ] [sig       ] [1335/3417] Completed GHRS in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:03.650427] [INFO ] [sig       ] [1336/3417] Forecasting GHY...
[2026-02-10T20:23:03.650459] [INFO ] [sig       ] Generating forecast for: GHY
[2026-02-10T20:23:03.650490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2026-02-10T20:23:03.662402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2026-02-10T20:23:03.662795] [INFO ] [FORECASTER] Starting predict_future for GHY
[2026-02-10T20:23:03.663596] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2026-02-10T20:23:03.663651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:03.663684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:03.663711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:03.663768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:03.720383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:03.721121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:03.721203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:03.721236] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:03.845748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:03.845906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:03.845948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:03.845978] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:03.849789] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2026-02-10T20:23:03.850081] [INFO ] [FORECASTER] Completed predict_future for GHY
[2026-02-10T20:23:03.850237] [INFO ] [sig       ] GHY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:04.022009] [INFO ] [LOCAL     ] Saved forecast: GHY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GHY.txt
[2026-02-10T20:23:04.022173] [INFO ] [sig       ] [1336/3417] Completed GHY in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:04.022216] [INFO ] [sig       ] [1337/3417] Forecasting GIB...
[2026-02-10T20:23:04.022245] [INFO ] [sig       ] Generating forecast for: GIB
[2026-02-10T20:23:04.022275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2026-02-10T20:23:04.038735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2026-02-10T20:23:04.039408] [INFO ] [FORECASTER] Starting predict_future for GIB
[2026-02-10T20:23:04.040568] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2026-02-10T20:23:04.040666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:04.040722] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:04.040763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:04.040828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:04.105057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:04.106428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:04.106537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:04.106594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:04.234431] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:04.234611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:04.234654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:04.234684] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:04.238142] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2026-02-10T20:23:04.238428] [INFO ] [FORECASTER] Completed predict_future for GIB
[2026-02-10T20:23:04.238562] [INFO ] [sig       ] GIB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:04.380420] [INFO ] [LOCAL     ] Saved forecast: GIB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GIB.txt
[2026-02-10T20:23:04.380597] [INFO ] [sig       ] [1337/3417] Completed GIB in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:04.380642] [INFO ] [sig       ] [1338/3417] Forecasting GIII...
[2026-02-10T20:23:04.380671] [INFO ] [sig       ] Generating forecast for: GIII
[2026-02-10T20:23:04.380702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2026-02-10T20:23:04.392119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2026-02-10T20:23:04.392413] [INFO ] [FORECASTER] Starting predict_future for GIII
[2026-02-10T20:23:04.393194] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2026-02-10T20:23:04.393248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:04.393292] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:04.393321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:04.393377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:04.451293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:04.451999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:04.452088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:04.452123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:04.578551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:04.578737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:04.578785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:04.578817] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:04.582523] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2026-02-10T20:23:04.582826] [INFO ] [FORECASTER] Completed predict_future for GIII
[2026-02-10T20:23:04.582957] [INFO ] [sig       ] GIII: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:04.727838] [INFO ] [LOCAL     ] Saved forecast: GIII	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GIII.txt
[2026-02-10T20:23:04.728060] [INFO ] [sig       ] [1338/3417] Completed GIII in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:04.728108] [INFO ] [sig       ] [1339/3417] Forecasting GILD...
[2026-02-10T20:23:04.728139] [INFO ] [sig       ] Generating forecast for: GILD
[2026-02-10T20:23:04.728170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2026-02-10T20:23:04.740432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2026-02-10T20:23:04.740767] [INFO ] [FORECASTER] Starting predict_future for GILD
[2026-02-10T20:23:04.741529] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2026-02-10T20:23:04.741600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:04.741635] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:04.741663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:04.741721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:04.799370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:04.800081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:04.800164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:04.800199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:04.924074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:04.924207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:04.924245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:04.924275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:04.927631] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2026-02-10T20:23:04.927901] [INFO ] [FORECASTER] Completed predict_future for GILD
[2026-02-10T20:23:04.928148] [INFO ] [sig       ] GILD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:05.072427] [INFO ] [LOCAL     ] Saved forecast: GILD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GILD.txt
[2026-02-10T20:23:05.072590] [INFO ] [sig       ] [1339/3417] Completed GILD in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:05.072643] [INFO ] [sig       ] [1340/3417] Forecasting GIS...
[2026-02-10T20:23:05.072679] [INFO ] [sig       ] Generating forecast for: GIS
[2026-02-10T20:23:05.072717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2026-02-10T20:23:05.084631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2026-02-10T20:23:05.084978] [INFO ] [FORECASTER] Starting predict_future for GIS
[2026-02-10T20:23:05.085822] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2026-02-10T20:23:05.085876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:05.085908] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:05.085936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:05.085993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:05.142507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:05.143384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:05.143474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:05.143507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:05.271377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:05.271547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:05.271612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:05.271646] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:05.275239] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2026-02-10T20:23:05.275525] [INFO ] [FORECASTER] Completed predict_future for GIS
[2026-02-10T20:23:05.275679] [INFO ] [sig       ] GIS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:05.424801] [INFO ] [LOCAL     ] Saved forecast: GIS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GIS.txt
[2026-02-10T20:23:05.424944] [INFO ] [sig       ] [1340/3417] Completed GIS in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:05.424999] [INFO ] [sig       ] [1341/3417] Forecasting GKOS...
[2026-02-10T20:23:05.425033] [INFO ] [sig       ] Generating forecast for: GKOS
[2026-02-10T20:23:05.425064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2026-02-10T20:23:05.436279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2026-02-10T20:23:05.436594] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2026-02-10T20:23:05.437388] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2026-02-10T20:23:05.437443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:05.437478] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:05.437509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:05.437606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:05.496231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:05.496926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:05.497007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:05.497042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:05.622426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:05.622560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:05.622616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:05.622645] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:05.626158] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2026-02-10T20:23:05.626429] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2026-02-10T20:23:05.626556] [INFO ] [sig       ] GKOS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:05.769674] [INFO ] [LOCAL     ] Saved forecast: GKOS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GKOS.txt
[2026-02-10T20:23:05.769827] [INFO ] [sig       ] [1341/3417] Completed GKOS in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:05.769900] [INFO ] [sig       ] [1342/3417] Forecasting GL...
[2026-02-10T20:23:05.769941] [INFO ] [sig       ] Generating forecast for: GL
[2026-02-10T20:23:05.769972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2026-02-10T20:23:05.782069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2026-02-10T20:23:05.782444] [INFO ] [FORECASTER] Starting predict_future for GL
[2026-02-10T20:23:05.783292] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2026-02-10T20:23:05.783348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:05.783425] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:05.783480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:05.783556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:05.841776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:05.842658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:05.842747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:05.842801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:05.968738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:05.969057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:05.969117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:05.969149] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:05.973090] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2026-02-10T20:23:05.973389] [INFO ] [FORECASTER] Completed predict_future for GL
[2026-02-10T20:23:05.973537] [INFO ] [sig       ] GL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:06.120563] [INFO ] [LOCAL     ] Saved forecast: GL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GL.txt
[2026-02-10T20:23:06.120744] [INFO ] [sig       ] [1342/3417] Completed GL in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:06.120785] [INFO ] [sig       ] [1343/3417] Forecasting GLAD...
[2026-02-10T20:23:06.120816] [INFO ] [sig       ] Generating forecast for: GLAD
[2026-02-10T20:23:06.120847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2026-02-10T20:23:06.133318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2026-02-10T20:23:06.133720] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2026-02-10T20:23:06.134591] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2026-02-10T20:23:06.134649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:06.134684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:06.134716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:06.134776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:06.191756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:06.192833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:06.192917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:06.192950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:06.311352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:06.311506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:06.311545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:06.311595] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:06.314982] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2026-02-10T20:23:06.315250] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2026-02-10T20:23:06.315374] [INFO ] [sig       ] GLAD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:06.458189] [INFO ] [LOCAL     ] Saved forecast: GLAD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLAD.txt
[2026-02-10T20:23:06.458367] [INFO ] [sig       ] [1343/3417] Completed GLAD in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:06.458409] [INFO ] [sig       ] [1344/3417] Forecasting GLBE...
[2026-02-10T20:23:06.458439] [INFO ] [sig       ] Generating forecast for: GLBE
[2026-02-10T20:23:06.458470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2026-02-10T20:23:06.470259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2026-02-10T20:23:06.470662] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2026-02-10T20:23:06.471512] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2026-02-10T20:23:06.471567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:06.471636] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:06.471668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:06.471728] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:06.536412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:06.537338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:06.537428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:06.537464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:06.663838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:06.664023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:06.664064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:06.664094] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:06.667525] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2026-02-10T20:23:06.667854] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2026-02-10T20:23:06.667987] [INFO ] [sig       ] GLBE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:06.813974] [INFO ] [LOCAL     ] Saved forecast: GLBE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLBE.txt
[2026-02-10T20:23:06.814161] [INFO ] [sig       ] [1344/3417] Completed GLBE in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:06.814206] [INFO ] [sig       ] [1345/3417] Forecasting GLBS...
[2026-02-10T20:23:06.814235] [INFO ] [sig       ] Generating forecast for: GLBS
[2026-02-10T20:23:06.814266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2026-02-10T20:23:06.826307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2026-02-10T20:23:06.826759] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2026-02-10T20:23:06.827633] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2026-02-10T20:23:06.827686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:06.827718] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:06.827745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:06.827801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:06.896639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:06.897843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:06.897962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:06.898010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:07.020227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:07.020389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:07.020431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:07.020524] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:07.024501] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2026-02-10T20:23:07.024823] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2026-02-10T20:23:07.024976] [INFO ] [sig       ] GLBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:07.181278] [INFO ] [LOCAL     ] Saved forecast: GLBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GLBS.txt
[2026-02-10T20:23:07.181444] [INFO ] [sig       ] [1345/3417] Completed GLBS in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:07.181487] [INFO ] [sig       ] [1346/3417] Forecasting GLDD...
[2026-02-10T20:23:07.181517] [INFO ] [sig       ] Generating forecast for: GLDD
[2026-02-10T20:23:07.181546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2026-02-10T20:23:07.195082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2026-02-10T20:23:07.195670] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2026-02-10T20:23:07.196452] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2026-02-10T20:23:07.196505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:07.196537] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:07.196564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:07.196645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:07.255893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:07.256787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:07.256876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:07.256910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:07.384286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:07.384455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:07.384496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:07.384527] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:07.388562] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2026-02-10T20:23:07.389002] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2026-02-10T20:23:07.389182] [INFO ] [sig       ] GLDD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:07.541734] [INFO ] [LOCAL     ] Saved forecast: GLDD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLDD.txt
[2026-02-10T20:23:07.541919] [INFO ] [sig       ] [1346/3417] Completed GLDD in 0.4s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:07.541984] [INFO ] [sig       ] [1347/3417] Forecasting GLNG...
[2026-02-10T20:23:07.542016] [INFO ] [sig       ] Generating forecast for: GLNG
[2026-02-10T20:23:07.542046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2026-02-10T20:23:07.553485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2026-02-10T20:23:07.553836] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2026-02-10T20:23:07.554666] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2026-02-10T20:23:07.554721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:07.554753] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:07.554781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:07.554840] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:07.614228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:07.615158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:07.615239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:07.615289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:07.742015] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:07.742184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:07.742229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:07.742260] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:07.745673] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2026-02-10T20:23:07.745961] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2026-02-10T20:23:07.746088] [INFO ] [sig       ] GLNG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:07.887866] [INFO ] [LOCAL     ] Saved forecast: GLNG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLNG.txt
[2026-02-10T20:23:07.887997] [INFO ] [sig       ] [1347/3417] Completed GLNG in 0.3s | 2.79 sym/s | Total: 8.0m | ETA: 12.4m
[2026-02-10T20:23:07.888179] [INFO ] [sig       ] [1348/3417] Forecasting GLOB...
[2026-02-10T20:23:07.888214] [INFO ] [sig       ] Generating forecast for: GLOB
[2026-02-10T20:23:07.888245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2026-02-10T20:23:07.899902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2026-02-10T20:23:07.900223] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2026-02-10T20:23:07.901070] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2026-02-10T20:23:07.901125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:07.901158] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:07.901186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:07.901243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:07.959733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:07.960468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:07.960549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:07.960600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:08.082926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:08.083082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:08.083125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:08.083156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:08.086685] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2026-02-10T20:23:08.086961] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2026-02-10T20:23:08.087090] [INFO ] [sig       ] GLOB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:08.233060] [INFO ] [LOCAL     ] Saved forecast: GLOB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLOB.txt
[2026-02-10T20:23:08.233200] [INFO ] [sig       ] [1348/3417] Completed GLOB in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.4m
[2026-02-10T20:23:08.233241] [INFO ] [sig       ] [1349/3417] Forecasting GLP...
[2026-02-10T20:23:08.233270] [INFO ] [sig       ] Generating forecast for: GLP
[2026-02-10T20:23:08.233302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2026-02-10T20:23:08.244468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2026-02-10T20:23:08.244788] [INFO ] [FORECASTER] Starting predict_future for GLP
[2026-02-10T20:23:08.245547] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2026-02-10T20:23:08.245618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:08.245652] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:08.245679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:08.245754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:08.303524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:08.304295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:08.304401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:08.304436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:08.425054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:08.425196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:08.425235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:08.425263] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:08.428708] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2026-02-10T20:23:08.428988] [INFO ] [FORECASTER] Completed predict_future for GLP
[2026-02-10T20:23:08.429120] [INFO ] [sig       ] GLP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:08.571122] [INFO ] [LOCAL     ] Saved forecast: GLP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GLP.txt
[2026-02-10T20:23:08.571248] [INFO ] [sig       ] [1349/3417] Completed GLP in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.4m
[2026-02-10T20:23:08.571287] [INFO ] [sig       ] [1350/3417] Forecasting GLPG...
[2026-02-10T20:23:08.571316] [INFO ] [sig       ] Generating forecast for: GLPG
[2026-02-10T20:23:08.571349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2026-02-10T20:23:08.582530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2026-02-10T20:23:08.582920] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2026-02-10T20:23:08.583731] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2026-02-10T20:23:08.583797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:08.583837] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:08.583871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:08.583934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:08.642404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:08.643106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:08.643198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:08.643233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:08.772243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:08.772409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:08.772451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:08.772481] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:08.776478] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=46.13%)
[2026-02-10T20:23:08.776795] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2026-02-10T20:23:08.776978] [INFO ] [sig       ] GLPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:08.929928] [INFO ] [LOCAL     ] Saved forecast: GLPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GLPG.txt
[2026-02-10T20:23:08.930093] [INFO ] [sig       ] [1350/3417] Completed GLPG in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.4m
[2026-02-10T20:23:08.930136] [INFO ] [sig       ] [1351/3417] Forecasting GLPI...
[2026-02-10T20:23:08.930176] [INFO ] [sig       ] Generating forecast for: GLPI
[2026-02-10T20:23:08.930220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2026-02-10T20:23:08.942907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2026-02-10T20:23:08.943274] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2026-02-10T20:23:08.944167] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2026-02-10T20:23:08.944226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:08.944259] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:08.944287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:08.944346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:09.007709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:09.008631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:09.008743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:09.008786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:09.132112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:09.132283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:09.132323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:09.132351] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:09.136486] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2026-02-10T20:23:09.136796] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2026-02-10T20:23:09.136933] [INFO ] [sig       ] GLPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:09.283231] [INFO ] [LOCAL     ] Saved forecast: GLPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLPI.txt
[2026-02-10T20:23:09.283373] [INFO ] [sig       ] [1351/3417] Completed GLPI in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:09.283415] [INFO ] [sig       ] [1352/3417] Forecasting GLRE...
[2026-02-10T20:23:09.283444] [INFO ] [sig       ] Generating forecast for: GLRE
[2026-02-10T20:23:09.283475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2026-02-10T20:23:09.497380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2026-02-10T20:23:09.497801] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2026-02-10T20:23:09.498696] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2026-02-10T20:23:09.498754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:09.498795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:09.498834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:09.498895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:09.557365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:09.558207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:09.558321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:09.558355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:09.677824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:09.677991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:09.678055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:09.678089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:09.681654] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2026-02-10T20:23:09.681973] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2026-02-10T20:23:09.682106] [INFO ] [sig       ] GLRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:09.824710] [INFO ] [LOCAL     ] Saved forecast: GLRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GLRE.txt
[2026-02-10T20:23:09.824882] [INFO ] [sig       ] [1352/3417] Completed GLRE in 0.5s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:09.824928] [INFO ] [sig       ] [1353/3417] Forecasting GLSI...
[2026-02-10T20:23:09.824959] [INFO ] [sig       ] Generating forecast for: GLSI
[2026-02-10T20:23:09.824996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2026-02-10T20:23:09.836068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2026-02-10T20:23:09.836361] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2026-02-10T20:23:09.837143] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2026-02-10T20:23:09.837196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:09.837228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:09.837256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:09.837317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:09.895057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:09.895943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:09.896026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:09.896059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:10.013841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:10.014000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:10.014045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:10.014074] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:10.017497] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2026-02-10T20:23:10.017794] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2026-02-10T20:23:10.017922] [INFO ] [sig       ] GLSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:10.163535] [INFO ] [LOCAL     ] Saved forecast: GLSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GLSI.txt
[2026-02-10T20:23:10.163729] [INFO ] [sig       ] [1353/3417] Completed GLSI in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:10.163777] [INFO ] [sig       ] [1354/3417] Forecasting GLTO...
[2026-02-10T20:23:10.163808] [INFO ] [sig       ] Generating forecast for: GLTO
[2026-02-10T20:23:10.163839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2026-02-10T20:23:10.174692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2026-02-10T20:23:10.175004] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2026-02-10T20:23:10.175837] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2026-02-10T20:23:10.175891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:10.175924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:10.175952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:10.176012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:10.238176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:10.239097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:10.239186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:10.239220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:10.360038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:10.360200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:10.360242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:10.360271] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:10.363719] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2026-02-10T20:23:10.364000] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2026-02-10T20:23:10.364130] [INFO ] [sig       ] GLTO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:10.519499] [INFO ] [LOCAL     ] Saved forecast: GLTO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GLTO.txt
[2026-02-10T20:23:10.519711] [INFO ] [sig       ] [1354/3417] Completed GLTO in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:10.519757] [INFO ] [sig       ] [1355/3417] Forecasting GLUE...
[2026-02-10T20:23:10.519789] [INFO ] [sig       ] Generating forecast for: GLUE
[2026-02-10T20:23:10.519824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2026-02-10T20:23:10.531833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2026-02-10T20:23:10.532138] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2026-02-10T20:23:10.532950] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2026-02-10T20:23:10.533004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:10.533037] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:10.533065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:10.533121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:10.590313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:10.590994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:10.591073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:10.591107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:10.709717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:10.709876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:10.709916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:10.709946] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:10.713340] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2026-02-10T20:23:10.713640] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2026-02-10T20:23:10.713780] [INFO ] [sig       ] GLUE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:10.855640] [INFO ] [LOCAL     ] Saved forecast: GLUE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GLUE.txt
[2026-02-10T20:23:10.855826] [INFO ] [sig       ] [1355/3417] Completed GLUE in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:10.855877] [INFO ] [sig       ] [1356/3417] Forecasting GMAB...
[2026-02-10T20:23:10.855913] [INFO ] [sig       ] Generating forecast for: GMAB
[2026-02-10T20:23:10.855947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2026-02-10T20:23:10.867139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2026-02-10T20:23:10.867424] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2026-02-10T20:23:10.868223] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2026-02-10T20:23:10.868275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:10.868308] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:10.868335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:10.868393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:10.931787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:10.932562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:10.932665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:10.932700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:11.060055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:11.060217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:11.060260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:11.060291] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:11.063815] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2026-02-10T20:23:11.064096] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2026-02-10T20:23:11.064245] [INFO ] [sig       ] GMAB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:11.209138] [INFO ] [LOCAL     ] Saved forecast: GMAB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GMAB.txt
[2026-02-10T20:23:11.209268] [INFO ] [sig       ] [1356/3417] Completed GMAB in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:11.209307] [INFO ] [sig       ] [1357/3417] Forecasting GME...
[2026-02-10T20:23:11.209336] [INFO ] [sig       ] Generating forecast for: GME
[2026-02-10T20:23:11.209368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2026-02-10T20:23:11.220542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2026-02-10T20:23:11.220855] [INFO ] [FORECASTER] Starting predict_future for GME
[2026-02-10T20:23:11.221636] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2026-02-10T20:23:11.221688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:11.221720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:11.221750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:11.221819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:11.281037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:11.281901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:11.281997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:11.282030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:11.407850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:11.407975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:11.408016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:11.408066] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:11.411550] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2026-02-10T20:23:11.411888] [INFO ] [FORECASTER] Completed predict_future for GME
[2026-02-10T20:23:11.412029] [INFO ] [sig       ] GME: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:11.555296] [INFO ] [LOCAL     ] Saved forecast: GME	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GME.txt
[2026-02-10T20:23:11.555422] [INFO ] [sig       ] [1357/3417] Completed GME in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:11.555460] [INFO ] [sig       ] [1358/3417] Forecasting GMED...
[2026-02-10T20:23:11.555490] [INFO ] [sig       ] Generating forecast for: GMED
[2026-02-10T20:23:11.555520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2026-02-10T20:23:11.566966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2026-02-10T20:23:11.567262] [INFO ] [FORECASTER] Starting predict_future for GMED
[2026-02-10T20:23:11.568108] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2026-02-10T20:23:11.568162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:11.568193] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:11.568220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:11.568277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:11.630596] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:11.631605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:11.631683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:11.631715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:11.757665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:11.757839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:11.757888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:11.757925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:11.761498] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2026-02-10T20:23:11.761807] [INFO ] [FORECASTER] Completed predict_future for GMED
[2026-02-10T20:23:11.761942] [INFO ] [sig       ] GMED: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:11.904945] [INFO ] [LOCAL     ] Saved forecast: GMED	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GMED.txt
[2026-02-10T20:23:11.905096] [INFO ] [sig       ] [1358/3417] Completed GMED in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:11.905138] [INFO ] [sig       ] [1359/3417] Forecasting GMM...
[2026-02-10T20:23:11.905167] [INFO ] [sig       ] Generating forecast for: GMM
[2026-02-10T20:23:11.905198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2026-02-10T20:23:11.916313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2026-02-10T20:23:11.916612] [INFO ] [FORECASTER] Starting predict_future for GMM
[2026-02-10T20:23:11.917419] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2026-02-10T20:23:11.917472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:11.917547] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:11.917593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:11.917653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:11.975416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:11.976144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:11.976225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:11.976257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:12.098810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:12.098975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:12.099016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:12.099044] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:12.102479] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2026-02-10T20:23:12.102782] [INFO ] [FORECASTER] Completed predict_future for GMM
[2026-02-10T20:23:12.102922] [INFO ] [sig       ] GMM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:12.245873] [INFO ] [LOCAL     ] Saved forecast: GMM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GMM.txt
[2026-02-10T20:23:12.246014] [INFO ] [sig       ] [1359/3417] Completed GMM in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:12.246055] [INFO ] [sig       ] [1360/3417] Forecasting GMRE...
[2026-02-10T20:23:12.246085] [INFO ] [sig       ] Generating forecast for: GMRE
[2026-02-10T20:23:12.246117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2026-02-10T20:23:12.257324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2026-02-10T20:23:12.257644] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2026-02-10T20:23:12.258438] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2026-02-10T20:23:12.258490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:12.258521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:12.258548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:12.258626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:12.321861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:12.322835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:12.322958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:12.322994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:12.454021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:12.454180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:12.454220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:12.454248] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:12.457732] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2026-02-10T20:23:12.458069] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2026-02-10T20:23:12.458201] [INFO ] [sig       ] GMRE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:12.604235] [INFO ] [LOCAL     ] Saved forecast: GMRE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GMRE.txt
[2026-02-10T20:23:12.604391] [INFO ] [sig       ] [1360/3417] Completed GMRE in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:12.604432] [INFO ] [sig       ] [1361/3417] Forecasting GNE...
[2026-02-10T20:23:12.604462] [INFO ] [sig       ] Generating forecast for: GNE
[2026-02-10T20:23:12.604493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2026-02-10T20:23:12.616084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2026-02-10T20:23:12.616423] [INFO ] [FORECASTER] Starting predict_future for GNE
[2026-02-10T20:23:12.617308] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2026-02-10T20:23:12.617364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:12.617397] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:12.617426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:12.617483] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:12.677175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:12.678095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:12.678182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:12.678214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:12.794848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:12.795002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:12.795041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:12.795069] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:12.798548] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2026-02-10T20:23:12.798884] [INFO ] [FORECASTER] Completed predict_future for GNE
[2026-02-10T20:23:12.799032] [INFO ] [sig       ] GNE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:12.943299] [INFO ] [LOCAL     ] Saved forecast: GNE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNE.txt
[2026-02-10T20:23:12.943460] [INFO ] [sig       ] [1361/3417] Completed GNE in 0.3s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:12.943509] [INFO ] [sig       ] [1362/3417] Forecasting GNK...
[2026-02-10T20:23:12.943547] [INFO ] [sig       ] Generating forecast for: GNK
[2026-02-10T20:23:12.943612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2026-02-10T20:23:12.956373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2026-02-10T20:23:12.956877] [INFO ] [FORECASTER] Starting predict_future for GNK
[2026-02-10T20:23:12.957999] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2026-02-10T20:23:12.958299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:12.958335] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:12.958362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:12.958419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:13.018947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:13.019863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:13.019967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:13.020001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:13.147244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:13.147430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:13.147479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:13.147553] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:13.151469] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2026-02-10T20:23:13.151794] [INFO ] [FORECASTER] Completed predict_future for GNK
[2026-02-10T20:23:13.151934] [INFO ] [sig       ] GNK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:13.293527] [INFO ] [LOCAL     ] Saved forecast: GNK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNK.txt
[2026-02-10T20:23:13.293682] [INFO ] [sig       ] [1362/3417] Completed GNK in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:13.293723] [INFO ] [sig       ] [1363/3417] Forecasting GNL...
[2026-02-10T20:23:13.293753] [INFO ] [sig       ] Generating forecast for: GNL
[2026-02-10T20:23:13.293784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2026-02-10T20:23:13.305894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2026-02-10T20:23:13.306238] [INFO ] [FORECASTER] Starting predict_future for GNL
[2026-02-10T20:23:13.307276] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2026-02-10T20:23:13.307332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:13.307366] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:13.307394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:13.307452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:13.377422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:13.378427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:13.378517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:13.378552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:13.507120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:13.507266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:13.507314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:13.507344] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:13.511482] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2026-02-10T20:23:13.511778] [INFO ] [FORECASTER] Completed predict_future for GNL
[2026-02-10T20:23:13.511908] [INFO ] [sig       ] GNL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:13.657698] [INFO ] [LOCAL     ] Saved forecast: GNL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNL.txt
[2026-02-10T20:23:13.657837] [INFO ] [sig       ] [1363/3417] Completed GNL in 0.4s | 2.79 sym/s | Total: 8.1m | ETA: 12.3m
[2026-02-10T20:23:13.657877] [INFO ] [sig       ] [1364/3417] Forecasting GNLN...
[2026-02-10T20:23:13.657907] [INFO ] [sig       ] Generating forecast for: GNLN
[2026-02-10T20:23:13.657938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2026-02-10T20:23:13.668806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2026-02-10T20:23:13.669147] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2026-02-10T20:23:13.670003] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2026-02-10T20:23:13.670058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:13.670091] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:13.670120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:13.670179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:13.734039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:13.735058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:13.735160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:13.735197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:13.856761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:13.857126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:13.857167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:13.857194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:13.860915] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2026-02-10T20:23:13.861198] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2026-02-10T20:23:13.861329] [INFO ] [sig       ] GNLN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:14.004620] [INFO ] [LOCAL     ] Saved forecast: GNLN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNLN.txt
[2026-02-10T20:23:14.004764] [INFO ] [sig       ] [1364/3417] Completed GNLN in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.3m
[2026-02-10T20:23:14.004806] [INFO ] [sig       ] [1365/3417] Forecasting GNLX...
[2026-02-10T20:23:14.004836] [INFO ] [sig       ] Generating forecast for: GNLX
[2026-02-10T20:23:14.004870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2026-02-10T20:23:14.017664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2026-02-10T20:23:14.017967] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2026-02-10T20:23:14.018803] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2026-02-10T20:23:14.018857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:14.018891] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:14.018919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:14.018979] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:14.076925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:14.077711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:14.077799] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:14.077832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:14.199078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:14.199232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:14.199271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:14.199300] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:14.203004] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2026-02-10T20:23:14.203317] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2026-02-10T20:23:14.203456] [INFO ] [sig       ] GNLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:14.345931] [INFO ] [LOCAL     ] Saved forecast: GNLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNLX.txt
[2026-02-10T20:23:14.346074] [INFO ] [sig       ] [1365/3417] Completed GNLX in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.3m
[2026-02-10T20:23:14.346120] [INFO ] [sig       ] [1366/3417] Forecasting GNMA...
[2026-02-10T20:23:14.346153] [INFO ] [sig       ] Generating forecast for: GNMA
[2026-02-10T20:23:14.346184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2026-02-10T20:23:14.357314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2026-02-10T20:23:14.357678] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2026-02-10T20:23:14.358628] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2026-02-10T20:23:14.358682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:14.358717] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:14.358744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:14.358806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:14.419872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:14.420610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:14.420694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:14.420729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:14.542368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:14.542607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:14.542657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:14.542688] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:14.546443] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2026-02-10T20:23:14.546771] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2026-02-10T20:23:14.546928] [INFO ] [sig       ] GNMA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:14.703957] [INFO ] [LOCAL     ] Saved forecast: GNMA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GNMA.txt
[2026-02-10T20:23:14.704117] [INFO ] [sig       ] [1366/3417] Completed GNMA in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.3m
[2026-02-10T20:23:14.704158] [INFO ] [sig       ] [1367/3417] Forecasting GNOM...
[2026-02-10T20:23:14.704190] [INFO ] [sig       ] Generating forecast for: GNOM
[2026-02-10T20:23:14.704237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2026-02-10T20:23:14.716029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2026-02-10T20:23:14.716369] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2026-02-10T20:23:14.717211] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2026-02-10T20:23:14.717265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:14.717297] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:14.717324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:14.717392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:14.774629] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:14.775484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:14.775568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:14.775655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:14.890394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:14.890583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:14.890627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:14.890655] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:14.894132] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2026-02-10T20:23:14.894406] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2026-02-10T20:23:14.894552] [INFO ] [sig       ] GNOM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:15.035313] [INFO ] [LOCAL     ] Saved forecast: GNOM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNOM.txt
[2026-02-10T20:23:15.035459] [INFO ] [sig       ] [1367/3417] Completed GNOM in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:15.035503] [INFO ] [sig       ] [1368/3417] Forecasting GNPX...
[2026-02-10T20:23:15.035534] [INFO ] [sig       ] Generating forecast for: GNPX
[2026-02-10T20:23:15.035565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2026-02-10T20:23:15.047161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2026-02-10T20:23:15.047474] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2026-02-10T20:23:15.048314] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2026-02-10T20:23:15.048368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:15.048400] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:15.048428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:15.048486] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:15.107895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:15.108692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:15.108779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:15.108813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:15.225395] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:15.225601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:15.225652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:15.225685] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:15.229403] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2026-02-10T20:23:15.229709] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2026-02-10T20:23:15.229845] [INFO ] [sig       ] GNPX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:15.371399] [INFO ] [LOCAL     ] Saved forecast: GNPX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GNPX.txt
[2026-02-10T20:23:15.371549] [INFO ] [sig       ] [1368/3417] Completed GNPX in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:15.371615] [INFO ] [sig       ] [1369/3417] Forecasting GNRC...
[2026-02-10T20:23:15.371648] [INFO ] [sig       ] Generating forecast for: GNRC
[2026-02-10T20:23:15.371687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2026-02-10T20:23:15.384015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2026-02-10T20:23:15.384380] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2026-02-10T20:23:15.385180] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2026-02-10T20:23:15.385234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:15.385267] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:15.385297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:15.385354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:15.444340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:15.445151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:15.445293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:15.445347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:15.579001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:15.579184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:15.579248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:15.579280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:15.583065] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2026-02-10T20:23:15.583378] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2026-02-10T20:23:15.583532] [INFO ] [sig       ] GNRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:15.732625] [INFO ] [LOCAL     ] Saved forecast: GNRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GNRC.txt
[2026-02-10T20:23:15.732776] [INFO ] [sig       ] [1369/3417] Completed GNRC in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:15.732818] [INFO ] [sig       ] [1370/3417] Forecasting GNSS...
[2026-02-10T20:23:15.732849] [INFO ] [sig       ] Generating forecast for: GNSS
[2026-02-10T20:23:15.732886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2026-02-10T20:23:15.746117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2026-02-10T20:23:15.746431] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2026-02-10T20:23:15.747289] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2026-02-10T20:23:15.747532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:15.747566] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:15.747615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:15.747676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:15.807688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:15.808666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:15.808764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:15.808800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:15.938397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:15.938619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:15.938670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:15.938702] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:15.942558] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2026-02-10T20:23:15.942869] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2026-02-10T20:23:15.943004] [INFO ] [sig       ] GNSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:16.093201] [INFO ] [LOCAL     ] Saved forecast: GNSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GNSS.txt
[2026-02-10T20:23:16.093348] [INFO ] [sig       ] [1370/3417] Completed GNSS in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:16.093390] [INFO ] [sig       ] [1371/3417] Forecasting GNTX...
[2026-02-10T20:23:16.093428] [INFO ] [sig       ] Generating forecast for: GNTX
[2026-02-10T20:23:16.093469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2026-02-10T20:23:16.106100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2026-02-10T20:23:16.106412] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2026-02-10T20:23:16.107224] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2026-02-10T20:23:16.107277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:16.107309] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:16.107336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:16.107401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:16.169462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:16.170241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:16.170329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:16.170363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:16.293702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:16.293852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:16.293896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:16.293933] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:16.297487] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2026-02-10T20:23:16.297780] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2026-02-10T20:23:16.297913] [INFO ] [sig       ] GNTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:16.446873] [INFO ] [LOCAL     ] Saved forecast: GNTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GNTX.txt
[2026-02-10T20:23:16.447036] [INFO ] [sig       ] [1371/3417] Completed GNTX in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:16.447082] [INFO ] [sig       ] [1372/3417] Forecasting GO...
[2026-02-10T20:23:16.447112] [INFO ] [sig       ] Generating forecast for: GO
[2026-02-10T20:23:16.447142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2026-02-10T20:23:16.460691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2026-02-10T20:23:16.461003] [INFO ] [FORECASTER] Starting predict_future for GO
[2026-02-10T20:23:16.461837] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2026-02-10T20:23:16.461891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:16.461926] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:16.461953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:16.462010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:16.520282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:16.521165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:16.521253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:16.521289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:16.655823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:16.656000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:16.656043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:16.656075] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:16.659705] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2026-02-10T20:23:16.660034] [INFO ] [FORECASTER] Completed predict_future for GO
[2026-02-10T20:23:16.660178] [INFO ] [sig       ] GO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:16.814949] [INFO ] [LOCAL     ] Saved forecast: GO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GO.txt
[2026-02-10T20:23:16.815141] [INFO ] [sig       ] [1372/3417] Completed GO in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:16.815187] [INFO ] [sig       ] [1373/3417] Forecasting GOCO...
[2026-02-10T20:23:16.815219] [INFO ] [sig       ] Generating forecast for: GOCO
[2026-02-10T20:23:16.815250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2026-02-10T20:23:16.827808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2026-02-10T20:23:16.828170] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2026-02-10T20:23:16.829059] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2026-02-10T20:23:16.829116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:16.829163] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:16.829194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:16.829252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:16.891273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:16.892047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:16.892140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:16.892176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:17.019878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:17.020034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:17.020076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:17.020106] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:17.024090] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2026-02-10T20:23:17.024401] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2026-02-10T20:23:17.024538] [INFO ] [sig       ] GOCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:17.171757] [INFO ] [LOCAL     ] Saved forecast: GOCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GOCO.txt
[2026-02-10T20:23:17.171990] [INFO ] [sig       ] [1373/3417] Completed GOCO in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:17.172058] [INFO ] [sig       ] [1374/3417] Forecasting GOF...
[2026-02-10T20:23:17.172095] [INFO ] [sig       ] Generating forecast for: GOF
[2026-02-10T20:23:17.172136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2026-02-10T20:23:17.184600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2026-02-10T20:23:17.184945] [INFO ] [FORECASTER] Starting predict_future for GOF
[2026-02-10T20:23:17.185772] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2026-02-10T20:23:17.185826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:17.185860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:17.185889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:17.185948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:17.247282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:17.248060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:17.248145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:17.248180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:17.374160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:17.374330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:17.374374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:17.374406] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:17.378155] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2026-02-10T20:23:17.378490] [INFO ] [FORECASTER] Completed predict_future for GOF
[2026-02-10T20:23:17.378650] [INFO ] [sig       ] GOF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:17.523960] [INFO ] [LOCAL     ] Saved forecast: GOF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GOF.txt
[2026-02-10T20:23:17.524138] [INFO ] [sig       ] [1374/3417] Completed GOF in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:17.524180] [INFO ] [sig       ] [1375/3417] Forecasting GOGO...
[2026-02-10T20:23:17.524211] [INFO ] [sig       ] Generating forecast for: GOGO
[2026-02-10T20:23:17.524242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2026-02-10T20:23:17.537435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2026-02-10T20:23:17.537911] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2026-02-10T20:23:17.538834] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2026-02-10T20:23:17.538890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:17.538924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:17.538955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:17.539031] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:17.598261] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:17.599179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:17.599264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:17.599297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:17.719791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:17.719958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:17.720002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:17.720032] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:17.723461] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2026-02-10T20:23:17.723765] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2026-02-10T20:23:17.723897] [INFO ] [sig       ] GOGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:17.868127] [INFO ] [LOCAL     ] Saved forecast: GOGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GOGO.txt
[2026-02-10T20:23:17.868306] [INFO ] [sig       ] [1375/3417] Completed GOGO in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:17.868346] [INFO ] [sig       ] [1376/3417] Forecasting GOLF...
[2026-02-10T20:23:17.868377] [INFO ] [sig       ] Generating forecast for: GOLF
[2026-02-10T20:23:17.868407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2026-02-10T20:23:17.879905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2026-02-10T20:23:17.880296] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2026-02-10T20:23:17.881117] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2026-02-10T20:23:17.881172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:17.881236] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:17.881265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:17.881324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:17.944926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:17.945917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:17.946008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:17.946045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:18.063693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:18.063852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:18.063892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:18.063922] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:18.067854] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2026-02-10T20:23:18.068156] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2026-02-10T20:23:18.068477] [INFO ] [sig       ] GOLF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:18.207903] [INFO ] [LOCAL     ] Saved forecast: GOLF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GOLF.txt
[2026-02-10T20:23:18.208068] [INFO ] [sig       ] [1376/3417] Completed GOLF in 0.3s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:18.208109] [INFO ] [sig       ] [1377/3417] Forecasting GOOD...
[2026-02-10T20:23:18.208146] [INFO ] [sig       ] Generating forecast for: GOOD
[2026-02-10T20:23:18.208177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2026-02-10T20:23:18.221096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2026-02-10T20:23:18.221439] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2026-02-10T20:23:18.222420] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2026-02-10T20:23:18.222473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:18.222505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:18.222532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:18.222604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:18.282023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:18.282930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:18.283012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:18.283048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:18.402877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:18.403041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:18.403094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:18.403126] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:18.406524] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2026-02-10T20:23:18.406821] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2026-02-10T20:23:18.406959] [INFO ] [sig       ] GOOD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:18.561067] [INFO ] [LOCAL     ] Saved forecast: GOOD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GOOD.txt
[2026-02-10T20:23:18.561264] [INFO ] [sig       ] [1377/3417] Completed GOOD in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:18.561309] [INFO ] [sig       ] [1378/3417] Forecasting GOOG...
[2026-02-10T20:23:18.561340] [INFO ] [sig       ] Generating forecast for: GOOG
[2026-02-10T20:23:18.561370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2026-02-10T20:23:18.574641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2026-02-10T20:23:18.575044] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2026-02-10T20:23:18.575890] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2026-02-10T20:23:18.575951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:18.575992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:18.576026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:18.576096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:18.636065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:18.637155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:18.637444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:18.637477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:18.768701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:18.768861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:18.768903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:18.768934] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:18.773146] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2026-02-10T20:23:18.773643] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2026-02-10T20:23:18.773783] [INFO ] [sig       ] GOOG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:18.920602] [INFO ] [LOCAL     ] Saved forecast: GOOG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GOOG.txt
[2026-02-10T20:23:18.920752] [INFO ] [sig       ] [1378/3417] Completed GOOG in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:18.920798] [INFO ] [sig       ] [1379/3417] Forecasting GOOS...
[2026-02-10T20:23:18.920844] [INFO ] [sig       ] Generating forecast for: GOOS
[2026-02-10T20:23:18.920880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2026-02-10T20:23:18.934386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2026-02-10T20:23:18.934715] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2026-02-10T20:23:18.935737] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2026-02-10T20:23:18.935791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:18.935823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:18.935851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:18.935909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:18.996052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:18.996801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:18.996885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:18.996918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:19.120695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:19.120859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:19.120901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:19.120966] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:19.125037] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2026-02-10T20:23:19.125326] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2026-02-10T20:23:19.125455] [INFO ] [sig       ] GOOS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:19.273543] [INFO ] [LOCAL     ] Saved forecast: GOOS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GOOS.txt
[2026-02-10T20:23:19.273743] [INFO ] [sig       ] [1379/3417] Completed GOOS in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:19.273787] [INFO ] [sig       ] [1380/3417] Forecasting GOSS...
[2026-02-10T20:23:19.273817] [INFO ] [sig       ] Generating forecast for: GOSS
[2026-02-10T20:23:19.273850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2026-02-10T20:23:19.287102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2026-02-10T20:23:19.287491] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2026-02-10T20:23:19.288392] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2026-02-10T20:23:19.288447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:19.288479] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:19.288505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:19.288562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:19.346953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:19.348053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:19.348142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:19.348338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:19.474946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:19.475108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:19.475149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:19.475194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:19.478905] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2026-02-10T20:23:19.479214] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2026-02-10T20:23:19.479545] [INFO ] [sig       ] GOSS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:19.626461] [INFO ] [LOCAL     ] Saved forecast: GOSS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GOSS.txt
[2026-02-10T20:23:19.626642] [INFO ] [sig       ] [1380/3417] Completed GOSS in 0.4s | 2.79 sym/s | Total: 8.2m | ETA: 12.2m
[2026-02-10T20:23:19.626684] [INFO ] [sig       ] [1381/3417] Forecasting GOVI...
[2026-02-10T20:23:19.626714] [INFO ] [sig       ] Generating forecast for: GOVI
[2026-02-10T20:23:19.626747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2026-02-10T20:23:19.639201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2026-02-10T20:23:19.639622] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2026-02-10T20:23:19.640425] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2026-02-10T20:23:19.640480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:19.640513] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:19.640541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:19.640625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:19.703442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:19.704355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:19.704444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:19.704478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:19.835887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:19.836062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:19.836104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:19.836134] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:19.840203] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2026-02-10T20:23:19.840714] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2026-02-10T20:23:19.840922] [INFO ] [sig       ] GOVI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:20.033418] [INFO ] [LOCAL     ] Saved forecast: GOVI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GOVI.txt
[2026-02-10T20:23:20.033696] [INFO ] [sig       ] [1381/3417] Completed GOVI in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.2m
[2026-02-10T20:23:20.033773] [INFO ] [sig       ] [1382/3417] Forecasting GPC...
[2026-02-10T20:23:20.033827] [INFO ] [sig       ] Generating forecast for: GPC
[2026-02-10T20:23:20.033878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2026-02-10T20:23:20.050128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2026-02-10T20:23:20.050628] [INFO ] [FORECASTER] Starting predict_future for GPC
[2026-02-10T20:23:20.051667] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2026-02-10T20:23:20.051738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:20.051776] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:20.051808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:20.051880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:20.127001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:20.128365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:20.128523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:20.128600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:20.297689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:20.297900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:20.297967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:20.298017] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:20.303919] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2026-02-10T20:23:20.304532] [INFO ] [FORECASTER] Completed predict_future for GPC
[2026-02-10T20:23:20.304796] [INFO ] [sig       ] GPC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:20.531030] [INFO ] [LOCAL     ] Saved forecast: GPC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPC.txt
[2026-02-10T20:23:20.531292] [INFO ] [sig       ] [1382/3417] Completed GPC in 0.5s | 2.79 sym/s | Total: 8.3m | ETA: 12.2m
[2026-02-10T20:23:20.531366] [INFO ] [sig       ] [1383/3417] Forecasting GPI...
[2026-02-10T20:23:20.531420] [INFO ] [sig       ] Generating forecast for: GPI
[2026-02-10T20:23:20.531474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2026-02-10T20:23:20.560747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2026-02-10T20:23:20.561318] [INFO ] [FORECASTER] Starting predict_future for GPI
[2026-02-10T20:23:20.562624] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2026-02-10T20:23:20.562699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:20.562747] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:20.562792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:20.562882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:20.657132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:20.662449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:20.662699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:20.662760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:20.826358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:20.826557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:20.826632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:20.826676] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:20.831486] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2026-02-10T20:23:20.831982] [INFO ] [FORECASTER] Completed predict_future for GPI
[2026-02-10T20:23:20.832175] [INFO ] [sig       ] GPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:21.048633] [INFO ] [LOCAL     ] Saved forecast: GPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPI.txt
[2026-02-10T20:23:21.048871] [INFO ] [sig       ] [1383/3417] Completed GPI in 0.5s | 2.79 sym/s | Total: 8.3m | ETA: 12.2m
[2026-02-10T20:23:21.048943] [INFO ] [sig       ] [1384/3417] Forecasting GPIQ...
[2026-02-10T20:23:21.049007] [INFO ] [sig       ] Generating forecast for: GPIQ
[2026-02-10T20:23:21.049070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2026-02-10T20:23:21.066376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2026-02-10T20:23:21.066917] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2026-02-10T20:23:21.068152] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2026-02-10T20:23:21.068218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:21.068256] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:21.068304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:21.068375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:21.146716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:21.147835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:21.147943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:21.147989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:21.298543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:21.298731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:21.298780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:21.298823] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:21.302772] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2026-02-10T20:23:21.303104] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2026-02-10T20:23:21.303274] [INFO ] [sig       ] GPIQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:21.451152] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GPIQ.txt
[2026-02-10T20:23:21.451303] [INFO ] [sig       ] [1384/3417] Completed GPIQ in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.2m
[2026-02-10T20:23:21.451346] [INFO ] [sig       ] [1385/3417] Forecasting GPIX...
[2026-02-10T20:23:21.451375] [INFO ] [sig       ] Generating forecast for: GPIX
[2026-02-10T20:23:21.451406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2026-02-10T20:23:21.463548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2026-02-10T20:23:21.463937] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2026-02-10T20:23:21.464756] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2026-02-10T20:23:21.464810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:21.464843] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:21.464870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:21.464927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:21.525327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:21.526266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:21.526351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:21.526385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:21.644409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:21.644591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:21.644635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:21.644664] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:21.648278] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2026-02-10T20:23:21.648560] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2026-02-10T20:23:21.648708] [INFO ] [sig       ] GPIX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:21.792133] [INFO ] [LOCAL     ] Saved forecast: GPIX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPIX.txt
[2026-02-10T20:23:21.792300] [INFO ] [sig       ] [1385/3417] Completed GPIX in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:21.792341] [INFO ] [sig       ] [1386/3417] Forecasting GPJA...
[2026-02-10T20:23:21.792371] [INFO ] [sig       ] Generating forecast for: GPJA
[2026-02-10T20:23:21.792401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2026-02-10T20:23:21.804863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2026-02-10T20:23:21.805162] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2026-02-10T20:23:21.806143] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2026-02-10T20:23:21.806195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:21.806226] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:21.806253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:21.806311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:21.866172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:21.866862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:21.866970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:21.867005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:21.987294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:21.987446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:21.987494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:21.987524] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:21.991312] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2026-02-10T20:23:21.991625] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2026-02-10T20:23:21.991761] [INFO ] [sig       ] GPJA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:22.137589] [INFO ] [LOCAL     ] Saved forecast: GPJA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPJA.txt
[2026-02-10T20:23:22.137727] [INFO ] [sig       ] [1386/3417] Completed GPJA in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:22.137768] [INFO ] [sig       ] [1387/3417] Forecasting GPK...
[2026-02-10T20:23:22.137798] [INFO ] [sig       ] Generating forecast for: GPK
[2026-02-10T20:23:22.137830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2026-02-10T20:23:22.150484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2026-02-10T20:23:22.150793] [INFO ] [FORECASTER] Starting predict_future for GPK
[2026-02-10T20:23:22.151614] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2026-02-10T20:23:22.151669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:22.151702] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:22.151730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:22.151788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:22.212797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:22.213483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:22.213565] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:22.213619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:22.335185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:22.335346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:22.335387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:22.335417] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:22.338906] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2026-02-10T20:23:22.339222] [INFO ] [FORECASTER] Completed predict_future for GPK
[2026-02-10T20:23:22.339352] [INFO ] [sig       ] GPK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:22.481331] [INFO ] [LOCAL     ] Saved forecast: GPK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPK.txt
[2026-02-10T20:23:22.481465] [INFO ] [sig       ] [1387/3417] Completed GPK in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:22.481505] [INFO ] [sig       ] [1388/3417] Forecasting GPN...
[2026-02-10T20:23:22.481536] [INFO ] [sig       ] Generating forecast for: GPN
[2026-02-10T20:23:22.481590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2026-02-10T20:23:22.493903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2026-02-10T20:23:22.494447] [INFO ] [FORECASTER] Starting predict_future for GPN
[2026-02-10T20:23:22.495285] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2026-02-10T20:23:22.495339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:22.495372] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:22.495399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:22.495458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:22.555290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:22.556182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:22.556276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:22.556311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:22.682723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:22.682888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:22.682930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:22.682959] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:22.686495] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2026-02-10T20:23:22.686799] [INFO ] [FORECASTER] Completed predict_future for GPN
[2026-02-10T20:23:22.686938] [INFO ] [sig       ] GPN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:22.831321] [INFO ] [LOCAL     ] Saved forecast: GPN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPN.txt
[2026-02-10T20:23:22.831494] [INFO ] [sig       ] [1388/3417] Completed GPN in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:22.831555] [INFO ] [sig       ] [1389/3417] Forecasting GPRE...
[2026-02-10T20:23:22.831621] [INFO ] [sig       ] Generating forecast for: GPRE
[2026-02-10T20:23:22.831675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2026-02-10T20:23:22.843490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2026-02-10T20:23:22.843862] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2026-02-10T20:23:22.844764] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2026-02-10T20:23:22.844820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:22.844855] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:22.844883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:22.844940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:22.907457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:22.908408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:22.908498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:22.908531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:23.041471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:23.041651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:23.041694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:23.041726] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:23.045381] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2026-02-10T20:23:23.045706] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2026-02-10T20:23:23.045859] [INFO ] [sig       ] GPRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:23.195650] [INFO ] [LOCAL     ] Saved forecast: GPRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GPRE.txt
[2026-02-10T20:23:23.195835] [INFO ] [sig       ] [1389/3417] Completed GPRE in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:23.195876] [INFO ] [sig       ] [1390/3417] Forecasting GPRK...
[2026-02-10T20:23:23.195907] [INFO ] [sig       ] Generating forecast for: GPRK
[2026-02-10T20:23:23.195940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2026-02-10T20:23:23.207717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2026-02-10T20:23:23.208085] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2026-02-10T20:23:23.208953] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2026-02-10T20:23:23.209010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:23.209049] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:23.209085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:23.209157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:23.270566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:23.271409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:23.271497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:23.271533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:23.397099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:23.397261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:23.397304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:23.397335] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:23.401152] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2026-02-10T20:23:23.401459] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2026-02-10T20:23:23.401640] [INFO ] [sig       ] GPRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:23.548872] [INFO ] [LOCAL     ] Saved forecast: GPRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GPRK.txt
[2026-02-10T20:23:23.549029] [INFO ] [sig       ] [1390/3417] Completed GPRK in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:23.549072] [INFO ] [sig       ] [1391/3417] Forecasting GRAB...
[2026-02-10T20:23:23.549104] [INFO ] [sig       ] Generating forecast for: GRAB
[2026-02-10T20:23:23.549136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2026-02-10T20:23:23.561977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2026-02-10T20:23:23.562369] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2026-02-10T20:23:23.563348] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2026-02-10T20:23:23.563407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:23.563441] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:23.563469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:23.563527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:23.627844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:23.628803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:23.628892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:23.628926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:23.761836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:23.762006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:23.762059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:23.762090] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:23.765776] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2026-02-10T20:23:23.766063] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2026-02-10T20:23:23.766224] [INFO ] [sig       ] GRAB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:23.916306] [INFO ] [LOCAL     ] Saved forecast: GRAB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GRAB.txt
[2026-02-10T20:23:23.916483] [INFO ] [sig       ] [1391/3417] Completed GRAB in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:23.916552] [INFO ] [sig       ] [1392/3417] Forecasting GRAL...
[2026-02-10T20:23:23.916625] [INFO ] [sig       ] Generating forecast for: GRAL
[2026-02-10T20:23:23.916675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2026-02-10T20:23:23.928486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2026-02-10T20:23:23.928888] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2026-02-10T20:23:23.929711] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2026-02-10T20:23:23.929764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:23.929797] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:23.929824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:23.929881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:23.987265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:23.988007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:23.988107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:23.988140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:24.116403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:24.116567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:24.116630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:24.116661] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:24.120304] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=52.21%)
[2026-02-10T20:23:24.120642] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2026-02-10T20:23:24.120803] [INFO ] [sig       ] GRAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:24.274671] [INFO ] [LOCAL     ] Saved forecast: GRAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GRAL.txt
[2026-02-10T20:23:24.274834] [INFO ] [sig       ] [1392/3417] Completed GRAL in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:24.274876] [INFO ] [sig       ] [1393/3417] Forecasting GRBK...
[2026-02-10T20:23:24.274910] [INFO ] [sig       ] Generating forecast for: GRBK
[2026-02-10T20:23:24.274941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2026-02-10T20:23:24.287120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2026-02-10T20:23:24.287488] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2026-02-10T20:23:24.288412] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2026-02-10T20:23:24.288478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:24.288565] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:24.288640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:24.288726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:24.349362] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:24.350211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:24.350303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:24.350346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:24.482607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:24.482767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:24.482809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:24.482839] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:24.486782] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2026-02-10T20:23:24.487076] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2026-02-10T20:23:24.487236] [INFO ] [sig       ] GRBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:24.638266] [INFO ] [LOCAL     ] Saved forecast: GRBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GRBK.txt
[2026-02-10T20:23:24.638662] [INFO ] [sig       ] [1393/3417] Completed GRBK in 0.4s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:24.638707] [INFO ] [sig       ] [1394/3417] Forecasting GRC...
[2026-02-10T20:23:24.638738] [INFO ] [sig       ] Generating forecast for: GRC
[2026-02-10T20:23:24.638769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2026-02-10T20:23:24.651215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2026-02-10T20:23:24.651565] [INFO ] [FORECASTER] Starting predict_future for GRC
[2026-02-10T20:23:24.652391] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2026-02-10T20:23:24.652445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:24.652477] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:24.652716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:24.652774] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:24.710711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:24.711829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:24.711917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:24.711951] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:24.834390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:24.834553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:24.834617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:24.834647] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:24.838122] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2026-02-10T20:23:24.838429] [INFO ] [FORECASTER] Completed predict_future for GRC
[2026-02-10T20:23:24.838561] [INFO ] [sig       ] GRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:24.981633] [INFO ] [LOCAL     ] Saved forecast: GRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRC.txt
[2026-02-10T20:23:24.981807] [INFO ] [sig       ] [1394/3417] Completed GRC in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:24.981848] [INFO ] [sig       ] [1395/3417] Forecasting GREE...
[2026-02-10T20:23:24.981881] [INFO ] [sig       ] Generating forecast for: GREE
[2026-02-10T20:23:24.981911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2026-02-10T20:23:24.994248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2026-02-10T20:23:24.994673] [INFO ] [FORECASTER] Starting predict_future for GREE
[2026-02-10T20:23:24.995483] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2026-02-10T20:23:24.995537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:24.995569] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:24.995635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:24.995708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:25.054951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:25.056073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:25.056160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:25.056193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:25.179131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:25.179298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:25.179339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:25.179369] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:25.182917] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2026-02-10T20:23:25.183218] [INFO ] [FORECASTER] Completed predict_future for GREE
[2026-02-10T20:23:25.183358] [INFO ] [sig       ] GREE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:25.324717] [INFO ] [LOCAL     ] Saved forecast: GREE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GREE.txt
[2026-02-10T20:23:25.324889] [INFO ] [sig       ] [1395/3417] Completed GREE in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:25.324929] [INFO ] [sig       ] [1396/3417] Forecasting GRFS...
[2026-02-10T20:23:25.324959] [INFO ] [sig       ] Generating forecast for: GRFS
[2026-02-10T20:23:25.324993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2026-02-10T20:23:25.338798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2026-02-10T20:23:25.339222] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2026-02-10T20:23:25.340079] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2026-02-10T20:23:25.340142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:25.340183] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:25.340218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:25.340286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:25.397992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:25.399140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:25.399249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:25.399287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:25.525531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:25.525710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:25.525753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:25.525814] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:25.529799] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2026-02-10T20:23:25.530080] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2026-02-10T20:23:25.530237] [INFO ] [sig       ] GRFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:25.671117] [INFO ] [LOCAL     ] Saved forecast: GRFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GRFS.txt
[2026-02-10T20:23:25.671266] [INFO ] [sig       ] [1396/3417] Completed GRFS in 0.3s | 2.79 sym/s | Total: 8.3m | ETA: 12.1m
[2026-02-10T20:23:25.671306] [INFO ] [sig       ] [1397/3417] Forecasting GRID...
[2026-02-10T20:23:25.671338] [INFO ] [sig       ] Generating forecast for: GRID
[2026-02-10T20:23:25.671368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2026-02-10T20:23:25.684079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2026-02-10T20:23:25.684425] [INFO ] [FORECASTER] Starting predict_future for GRID
[2026-02-10T20:23:25.685215] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2026-02-10T20:23:25.685279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:25.685312] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:25.685339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:25.685394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:25.742753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:25.743476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:25.743559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:25.743612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:25.866149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:25.866319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:25.866362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:25.866392] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:25.869927] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2026-02-10T20:23:25.870226] [INFO ] [FORECASTER] Completed predict_future for GRID
[2026-02-10T20:23:25.870368] [INFO ] [sig       ] GRID: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:26.022313] [INFO ] [LOCAL     ] Saved forecast: GRID	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GRID.txt
[2026-02-10T20:23:26.022522] [INFO ] [sig       ] [1397/3417] Completed GRID in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-10T20:23:26.022598] [INFO ] [sig       ] [1398/3417] Forecasting GRMN...
[2026-02-10T20:23:26.022634] [INFO ] [sig       ] Generating forecast for: GRMN
[2026-02-10T20:23:26.022667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2026-02-10T20:23:26.036752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2026-02-10T20:23:26.037106] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2026-02-10T20:23:26.037923] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2026-02-10T20:23:26.037978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:26.038012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:26.038065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:26.038144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:26.100616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:26.101371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:26.101459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:26.101492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:26.234627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:26.234791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:26.234834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:26.234865] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:26.239032] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2026-02-10T20:23:26.239358] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2026-02-10T20:23:26.239497] [INFO ] [sig       ] GRMN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:26.397657] [INFO ] [LOCAL     ] Saved forecast: GRMN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRMN.txt
[2026-02-10T20:23:26.397805] [INFO ] [sig       ] [1398/3417] Completed GRMN in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-10T20:23:26.397848] [INFO ] [sig       ] [1399/3417] Forecasting GRND...
[2026-02-10T20:23:26.397883] [INFO ] [sig       ] Generating forecast for: GRND
[2026-02-10T20:23:26.397915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2026-02-10T20:23:26.413854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2026-02-10T20:23:26.414417] [INFO ] [FORECASTER] Starting predict_future for GRND
[2026-02-10T20:23:26.415416] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2026-02-10T20:23:26.415697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:26.415734] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:26.415762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:26.415820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:26.476382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:26.477437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:26.477542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:26.477596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:26.605025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:26.605222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:26.605266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:26.605294] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:26.609331] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2026-02-10T20:23:26.609677] [INFO ] [FORECASTER] Completed predict_future for GRND
[2026-02-10T20:23:26.609826] [INFO ] [sig       ] GRND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:26.757480] [INFO ] [LOCAL     ] Saved forecast: GRND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRND.txt
[2026-02-10T20:23:26.757680] [INFO ] [sig       ] [1399/3417] Completed GRND in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-10T20:23:26.757729] [INFO ] [sig       ] [1400/3417] Forecasting GRPN...
[2026-02-10T20:23:26.757760] [INFO ] [sig       ] Generating forecast for: GRPN
[2026-02-10T20:23:26.757791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2026-02-10T20:23:26.771075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2026-02-10T20:23:26.771485] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2026-02-10T20:23:26.772362] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2026-02-10T20:23:26.772419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:26.772453] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:26.772483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:26.772569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:26.832493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:26.833446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:26.833537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:26.833591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:26.961598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:26.961768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:26.961810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:26.961840] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:26.965557] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2026-02-10T20:23:26.965861] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2026-02-10T20:23:26.965996] [INFO ] [sig       ] GRPN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:27.109773] [INFO ] [LOCAL     ] Saved forecast: GRPN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRPN.txt
[2026-02-10T20:23:27.109955] [INFO ] [sig       ] [1400/3417] Completed GRPN in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-10T20:23:27.109997] [INFO ] [sig       ] [1401/3417] Forecasting GRVY...
[2026-02-10T20:23:27.110029] [INFO ] [sig       ] Generating forecast for: GRVY
[2026-02-10T20:23:27.110058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2026-02-10T20:23:27.122092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2026-02-10T20:23:27.122707] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2026-02-10T20:23:27.123495] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2026-02-10T20:23:27.123548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:27.123602] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:27.123632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:27.123689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:27.183536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:27.184500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:27.184617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:27.184655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:27.299057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:27.299237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:27.299287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:27.299325] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:27.303269] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2026-02-10T20:23:27.303596] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2026-02-10T20:23:27.303741] [INFO ] [sig       ] GRVY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:27.455114] [INFO ] [LOCAL     ] Saved forecast: GRVY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRVY.txt
[2026-02-10T20:23:27.455282] [INFO ] [sig       ] [1401/3417] Completed GRVY in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.1m
[2026-02-10T20:23:27.455323] [INFO ] [sig       ] [1402/3417] Forecasting GRWG...
[2026-02-10T20:23:27.455354] [INFO ] [sig       ] Generating forecast for: GRWG
[2026-02-10T20:23:27.455385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2026-02-10T20:23:27.468566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2026-02-10T20:23:27.469000] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2026-02-10T20:23:27.469878] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2026-02-10T20:23:27.469932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:27.469964] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:27.469991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:27.470046] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:27.528313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:27.529269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:27.529356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:27.529389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:27.655196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:27.655372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:27.655413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:27.655442] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:27.658979] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2026-02-10T20:23:27.659273] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2026-02-10T20:23:27.659401] [INFO ] [sig       ] GRWG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:27.801283] [INFO ] [LOCAL     ] Saved forecast: GRWG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRWG.txt
[2026-02-10T20:23:27.801423] [INFO ] [sig       ] [1402/3417] Completed GRWG in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:27.801464] [INFO ] [sig       ] [1403/3417] Forecasting GRX...
[2026-02-10T20:23:27.801495] [INFO ] [sig       ] Generating forecast for: GRX
[2026-02-10T20:23:27.801526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2026-02-10T20:23:27.812525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2026-02-10T20:23:27.812839] [INFO ] [FORECASTER] Starting predict_future for GRX
[2026-02-10T20:23:27.813640] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2026-02-10T20:23:27.813693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:27.813725] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:27.813752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:27.813808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:27.874121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:27.874999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:27.875109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:27.875143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:27.986710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:27.986873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:27.986919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:27.986959] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:27.990419] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2026-02-10T20:23:27.990718] [INFO ] [FORECASTER] Completed predict_future for GRX
[2026-02-10T20:23:27.990847] [INFO ] [sig       ] GRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:28.132826] [INFO ] [LOCAL     ] Saved forecast: GRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GRX.txt
[2026-02-10T20:23:28.132957] [INFO ] [sig       ] [1403/3417] Completed GRX in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:28.132998] [INFO ] [sig       ] [1404/3417] Forecasting GS...
[2026-02-10T20:23:28.133027] [INFO ] [sig       ] Generating forecast for: GS
[2026-02-10T20:23:28.133057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2026-02-10T20:23:28.146033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2026-02-10T20:23:28.146340] [INFO ] [FORECASTER] Starting predict_future for GS
[2026-02-10T20:23:28.147124] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2026-02-10T20:23:28.147176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:28.147208] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:28.147235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:28.147292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:28.207104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:28.208280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:28.208560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:28.208613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:28.336830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:28.337011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:28.337053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:28.337082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:28.340551] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2026-02-10T20:23:28.340846] [INFO ] [FORECASTER] Completed predict_future for GS
[2026-02-10T20:23:28.340977] [INFO ] [sig       ] GS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:28.481526] [INFO ] [LOCAL     ] Saved forecast: GS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GS.txt
[2026-02-10T20:23:28.481694] [INFO ] [sig       ] [1404/3417] Completed GS in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:28.481735] [INFO ] [sig       ] [1405/3417] Forecasting GSBC...
[2026-02-10T20:23:28.481766] [INFO ] [sig       ] Generating forecast for: GSBC
[2026-02-10T20:23:28.481796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2026-02-10T20:23:28.493222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2026-02-10T20:23:28.493540] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2026-02-10T20:23:28.494326] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2026-02-10T20:23:28.494379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:28.494411] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:28.494438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:28.494494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:28.555304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:28.556655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:28.556745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:28.556778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:28.681761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:28.681931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:28.681972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:28.682002] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:28.685756] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2026-02-10T20:23:28.686097] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2026-02-10T20:23:28.686236] [INFO ] [sig       ] GSBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:28.833597] [INFO ] [LOCAL     ] Saved forecast: GSBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GSBC.txt
[2026-02-10T20:23:28.833772] [INFO ] [sig       ] [1405/3417] Completed GSBC in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:28.833813] [INFO ] [sig       ] [1406/3417] Forecasting GSBD...
[2026-02-10T20:23:28.833844] [INFO ] [sig       ] Generating forecast for: GSBD
[2026-02-10T20:23:28.833875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2026-02-10T20:23:28.846381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2026-02-10T20:23:28.846795] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2026-02-10T20:23:28.847594] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2026-02-10T20:23:28.847648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:28.847681] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:28.847713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:28.847783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:28.909556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:28.910521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:28.910642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:28.910679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:29.034176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:29.034345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:29.034392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:29.034428] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:29.037851] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2026-02-10T20:23:29.038155] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2026-02-10T20:23:29.038288] [INFO ] [sig       ] GSBD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:29.181176] [INFO ] [LOCAL     ] Saved forecast: GSBD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GSBD.txt
[2026-02-10T20:23:29.181372] [INFO ] [sig       ] [1406/3417] Completed GSBD in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:29.181413] [INFO ] [sig       ] [1407/3417] Forecasting GSHD...
[2026-02-10T20:23:29.181445] [INFO ] [sig       ] Generating forecast for: GSHD
[2026-02-10T20:23:29.181477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2026-02-10T20:23:29.193428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2026-02-10T20:23:29.193825] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2026-02-10T20:23:29.194687] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2026-02-10T20:23:29.194741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:29.194775] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:29.194804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:29.194862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:29.253010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:29.253752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:29.253834] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:29.253866] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:29.379758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:29.379930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:29.379971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:29.380000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:29.383431] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=33.61%)
[2026-02-10T20:23:29.383748] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2026-02-10T20:23:29.383884] [INFO ] [sig       ] GSHD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:29.537685] [INFO ] [LOCAL     ] Saved forecast: GSHD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GSHD.txt
[2026-02-10T20:23:29.537857] [INFO ] [sig       ] [1407/3417] Completed GSHD in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:29.537899] [INFO ] [sig       ] [1408/3417] Forecasting GSK...
[2026-02-10T20:23:29.537930] [INFO ] [sig       ] Generating forecast for: GSK
[2026-02-10T20:23:29.537962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2026-02-10T20:23:29.549557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2026-02-10T20:23:29.549905] [INFO ] [FORECASTER] Starting predict_future for GSK
[2026-02-10T20:23:29.550694] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2026-02-10T20:23:29.550747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:29.550791] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:29.550820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:29.550877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:29.610253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:29.611365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:29.611451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:29.611483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:29.744465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:29.744648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:29.744691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:29.744719] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:29.748165] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2026-02-10T20:23:29.748473] [INFO ] [FORECASTER] Completed predict_future for GSK
[2026-02-10T20:23:29.748622] [INFO ] [sig       ] GSK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:29.890976] [INFO ] [LOCAL     ] Saved forecast: GSK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GSK.txt
[2026-02-10T20:23:29.891116] [INFO ] [sig       ] [1408/3417] Completed GSK in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:29.891156] [INFO ] [sig       ] [1409/3417] Forecasting GSL...
[2026-02-10T20:23:29.891187] [INFO ] [sig       ] Generating forecast for: GSL
[2026-02-10T20:23:29.891225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2026-02-10T20:23:29.903118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2026-02-10T20:23:29.903417] [INFO ] [FORECASTER] Starting predict_future for GSL
[2026-02-10T20:23:29.904197] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2026-02-10T20:23:29.904255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:29.904295] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:29.904329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:29.904392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:29.961503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:29.962425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:29.962512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:29.962544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:30.091404] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:30.091587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:30.091630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:30.091659] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:30.095166] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2026-02-10T20:23:30.095467] [INFO ] [FORECASTER] Completed predict_future for GSL
[2026-02-10T20:23:30.095659] [INFO ] [sig       ] GSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:30.241163] [INFO ] [LOCAL     ] Saved forecast: GSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GSL.txt
[2026-02-10T20:23:30.241329] [INFO ] [sig       ] [1409/3417] Completed GSL in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:30.241369] [INFO ] [sig       ] [1410/3417] Forecasting GSM...
[2026-02-10T20:23:30.241400] [INFO ] [sig       ] Generating forecast for: GSM
[2026-02-10T20:23:30.241431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2026-02-10T20:23:30.253742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2026-02-10T20:23:30.254135] [INFO ] [FORECASTER] Starting predict_future for GSM
[2026-02-10T20:23:30.254965] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2026-02-10T20:23:30.255019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:30.255086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:30.255115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:30.255172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:30.313369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:30.314712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:30.314796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:30.314830] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:30.441021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:30.441191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:30.441237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:30.441272] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:30.444877] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2026-02-10T20:23:30.445199] [INFO ] [FORECASTER] Completed predict_future for GSM
[2026-02-10T20:23:30.445345] [INFO ] [sig       ] GSM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:30.590995] [INFO ] [LOCAL     ] Saved forecast: GSM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GSM.txt
[2026-02-10T20:23:30.591157] [INFO ] [sig       ] [1410/3417] Completed GSM in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:30.591201] [INFO ] [sig       ] [1411/3417] Forecasting GTES...
[2026-02-10T20:23:30.591236] [INFO ] [sig       ] Generating forecast for: GTES
[2026-02-10T20:23:30.591274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2026-02-10T20:23:30.603885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2026-02-10T20:23:30.604200] [INFO ] [FORECASTER] Starting predict_future for GTES
[2026-02-10T20:23:30.605180] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2026-02-10T20:23:30.605232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:30.605263] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:30.605290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:30.605345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:30.663198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:30.663860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:30.663939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:30.663971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:30.785725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:30.785896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:30.785937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:30.785965] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:30.789560] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2026-02-10T20:23:30.789867] [INFO ] [FORECASTER] Completed predict_future for GTES
[2026-02-10T20:23:30.789997] [INFO ] [sig       ] GTES: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:30.934164] [INFO ] [LOCAL     ] Saved forecast: GTES	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GTES.txt
[2026-02-10T20:23:30.934334] [INFO ] [sig       ] [1411/3417] Completed GTES in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:30.934389] [INFO ] [sig       ] [1412/3417] Forecasting GTLB...
[2026-02-10T20:23:30.934428] [INFO ] [sig       ] Generating forecast for: GTLB
[2026-02-10T20:23:30.934462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2026-02-10T20:23:30.946786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2026-02-10T20:23:30.947085] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2026-02-10T20:23:30.947923] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2026-02-10T20:23:30.947976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:30.948009] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:30.948054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:30.948112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:31.007616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:31.008482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:31.008568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:31.008621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:31.128936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:31.129102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:31.129143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:31.129171] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:31.132628] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2026-02-10T20:23:31.132917] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2026-02-10T20:23:31.133049] [INFO ] [sig       ] GTLB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:31.275193] [INFO ] [LOCAL     ] Saved forecast: GTLB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GTLB.txt
[2026-02-10T20:23:31.275354] [INFO ] [sig       ] [1412/3417] Completed GTLB in 0.3s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:31.275393] [INFO ] [sig       ] [1413/3417] Forecasting GTLS...
[2026-02-10T20:23:31.275424] [INFO ] [sig       ] Generating forecast for: GTLS
[2026-02-10T20:23:31.275456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2026-02-10T20:23:31.287412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2026-02-10T20:23:31.287842] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2026-02-10T20:23:31.288726] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2026-02-10T20:23:31.288780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:31.288811] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:31.288838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:31.288894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:31.348504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:31.349440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:31.349535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:31.349588] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:31.475272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:31.475439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:31.475480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:31.475544] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:31.479059] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2026-02-10T20:23:31.479373] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2026-02-10T20:23:31.479532] [INFO ] [sig       ] GTLS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:31.627616] [INFO ] [LOCAL     ] Saved forecast: GTLS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GTLS.txt
[2026-02-10T20:23:31.627789] [INFO ] [sig       ] [1413/3417] Completed GTLS in 0.4s | 2.79 sym/s | Total: 8.4m | ETA: 12.0m
[2026-02-10T20:23:31.627832] [INFO ] [sig       ] [1414/3417] Forecasting GTN...
[2026-02-10T20:23:31.627863] [INFO ] [sig       ] Generating forecast for: GTN
[2026-02-10T20:23:31.627897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2026-02-10T20:23:31.641188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2026-02-10T20:23:31.641533] [INFO ] [FORECASTER] Starting predict_future for GTN
[2026-02-10T20:23:31.642393] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2026-02-10T20:23:31.642450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:31.642484] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:31.642512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:31.642595] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:31.699789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:31.700594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:31.700679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:31.700711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:31.824136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:31.824302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:31.824342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:31.824371] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:31.828078] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2026-02-10T20:23:31.828353] [INFO ] [FORECASTER] Completed predict_future for GTN
[2026-02-10T20:23:31.828481] [INFO ] [sig       ] GTN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:31.971998] [INFO ] [LOCAL     ] Saved forecast: GTN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GTN.txt
[2026-02-10T20:23:31.972138] [INFO ] [sig       ] [1414/3417] Completed GTN in 0.3s | 2.79 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-10T20:23:31.972177] [INFO ] [sig       ] [1415/3417] Forecasting GTX...
[2026-02-10T20:23:31.972208] [INFO ] [sig       ] Generating forecast for: GTX
[2026-02-10T20:23:31.972238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2026-02-10T20:23:31.984472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2026-02-10T20:23:31.984817] [INFO ] [FORECASTER] Starting predict_future for GTX
[2026-02-10T20:23:31.985635] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2026-02-10T20:23:31.985689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:31.985723] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:31.985752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:31.985811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:32.044628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:32.045461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:32.045546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:32.045600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:32.168831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:32.168992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:32.169032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:32.169081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:32.172670] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2026-02-10T20:23:32.172969] [INFO ] [FORECASTER] Completed predict_future for GTX
[2026-02-10T20:23:32.173106] [INFO ] [sig       ] GTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:32.318743] [INFO ] [LOCAL     ] Saved forecast: GTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GTX.txt
[2026-02-10T20:23:32.318912] [INFO ] [sig       ] [1415/3417] Completed GTX in 0.3s | 2.79 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-10T20:23:32.318953] [INFO ] [sig       ] [1416/3417] Forecasting GTY...
[2026-02-10T20:23:32.318985] [INFO ] [sig       ] Generating forecast for: GTY
[2026-02-10T20:23:32.319016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2026-02-10T20:23:32.331786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2026-02-10T20:23:32.332123] [INFO ] [FORECASTER] Starting predict_future for GTY
[2026-02-10T20:23:32.332962] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2026-02-10T20:23:32.333015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:32.333047] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:32.333074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:32.333130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:32.391283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:32.392193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:32.392285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:32.392328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:32.521247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:32.521430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:32.521490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:32.521529] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:32.526108] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2026-02-10T20:23:32.526479] [INFO ] [FORECASTER] Completed predict_future for GTY
[2026-02-10T20:23:32.526863] [INFO ] [sig       ] GTY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:32.686672] [INFO ] [LOCAL     ] Saved forecast: GTY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GTY.txt
[2026-02-10T20:23:32.686847] [INFO ] [sig       ] [1416/3417] Completed GTY in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-10T20:23:32.686888] [INFO ] [sig       ] [1417/3417] Forecasting GUG...
[2026-02-10T20:23:32.686919] [INFO ] [sig       ] Generating forecast for: GUG
[2026-02-10T20:23:32.686950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2026-02-10T20:23:32.699636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2026-02-10T20:23:32.700050] [INFO ] [FORECASTER] Starting predict_future for GUG
[2026-02-10T20:23:32.701081] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2026-02-10T20:23:32.701139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:32.701171] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:32.701198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:32.701255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:32.762950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:32.763828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:32.763928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:32.763963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:32.885254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:32.885421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:32.885461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:32.885489] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:32.888956] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2026-02-10T20:23:32.889247] [INFO ] [FORECASTER] Completed predict_future for GUG
[2026-02-10T20:23:32.889407] [INFO ] [sig       ] GUG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:33.037834] [INFO ] [LOCAL     ] Saved forecast: GUG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GUG.txt
[2026-02-10T20:23:33.038012] [INFO ] [sig       ] [1417/3417] Completed GUG in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 12.0m
[2026-02-10T20:23:33.038090] [INFO ] [sig       ] [1418/3417] Forecasting GVA...
[2026-02-10T20:23:33.038129] [INFO ] [sig       ] Generating forecast for: GVA
[2026-02-10T20:23:33.038169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2026-02-10T20:23:33.050442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2026-02-10T20:23:33.050805] [INFO ] [FORECASTER] Starting predict_future for GVA
[2026-02-10T20:23:33.051635] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2026-02-10T20:23:33.051691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:33.051724] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:33.051752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:33.051811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:33.111319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:33.112261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:33.112351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:33.112384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:33.237585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:33.237746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:33.237787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:33.237815] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:33.241356] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2026-02-10T20:23:33.241663] [INFO ] [FORECASTER] Completed predict_future for GVA
[2026-02-10T20:23:33.241801] [INFO ] [sig       ] GVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:33.382869] [INFO ] [LOCAL     ] Saved forecast: GVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GVA.txt
[2026-02-10T20:23:33.383025] [INFO ] [sig       ] [1418/3417] Completed GVA in 0.3s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:33.383065] [INFO ] [sig       ] [1419/3417] Forecasting GWH...
[2026-02-10T20:23:33.383096] [INFO ] [sig       ] Generating forecast for: GWH
[2026-02-10T20:23:33.383128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2026-02-10T20:23:33.395211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2026-02-10T20:23:33.395555] [INFO ] [FORECASTER] Starting predict_future for GWH
[2026-02-10T20:23:33.396359] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2026-02-10T20:23:33.396423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:33.396462] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:33.396502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:33.396560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:33.453207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:33.454032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:33.454117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:33.454150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:33.583595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:33.583791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:33.583859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:33.583907] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:33.589130] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2026-02-10T20:23:33.589468] [INFO ] [FORECASTER] Completed predict_future for GWH
[2026-02-10T20:23:33.589826] [INFO ] [sig       ] GWH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:33.733417] [INFO ] [LOCAL     ] Saved forecast: GWH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GWH.txt
[2026-02-10T20:23:33.733774] [INFO ] [sig       ] [1419/3417] Completed GWH in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:33.733818] [INFO ] [sig       ] [1420/3417] Forecasting GWRE...
[2026-02-10T20:23:33.733848] [INFO ] [sig       ] Generating forecast for: GWRE
[2026-02-10T20:23:33.733879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2026-02-10T20:23:33.747284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2026-02-10T20:23:33.747618] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2026-02-10T20:23:33.748410] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2026-02-10T20:23:33.748463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:33.748495] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:33.748522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:33.748596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:33.806754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:33.807726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:33.807843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:33.807878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:33.936864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:33.937027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:33.937070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:33.937099] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:33.940558] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2026-02-10T20:23:33.940851] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2026-02-10T20:23:33.940976] [INFO ] [sig       ] GWRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:34.085350] [INFO ] [LOCAL     ] Saved forecast: GWRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GWRE.txt
[2026-02-10T20:23:34.085489] [INFO ] [sig       ] [1420/3417] Completed GWRE in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:34.085529] [INFO ] [sig       ] [1421/3417] Forecasting GWRS...
[2026-02-10T20:23:34.085560] [INFO ] [sig       ] Generating forecast for: GWRS
[2026-02-10T20:23:34.085611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2026-02-10T20:23:34.097359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2026-02-10T20:23:34.097662] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2026-02-10T20:23:34.098457] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2026-02-10T20:23:34.098510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:34.098542] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:34.098593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:34.098655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:34.155417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:34.156218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:34.156301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:34.156334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:34.275060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:34.275218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:34.275257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:34.275286] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:34.279274] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2026-02-10T20:23:34.279767] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2026-02-10T20:23:34.279896] [INFO ] [sig       ] GWRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:34.424049] [INFO ] [LOCAL     ] Saved forecast: GWRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/GWRS.txt
[2026-02-10T20:23:34.424220] [INFO ] [sig       ] [1421/3417] Completed GWRS in 0.3s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:34.424262] [INFO ] [sig       ] [1422/3417] Forecasting GXAI...
[2026-02-10T20:23:34.424294] [INFO ] [sig       ] Generating forecast for: GXAI
[2026-02-10T20:23:34.424325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2026-02-10T20:23:34.436100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2026-02-10T20:23:34.436466] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2026-02-10T20:23:34.437302] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2026-02-10T20:23:34.437358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:34.437390] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:34.437417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:34.437474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:34.494991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:34.495941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:34.496033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:34.496065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:34.618109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:34.618268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:34.618314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:34.618349] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:34.621866] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2026-02-10T20:23:34.622141] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2026-02-10T20:23:34.622270] [INFO ] [sig       ] GXAI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:34.782502] [INFO ] [LOCAL     ] Saved forecast: GXAI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GXAI.txt
[2026-02-10T20:23:34.782673] [INFO ] [sig       ] [1422/3417] Completed GXAI in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:34.782715] [INFO ] [sig       ] [1423/3417] Forecasting GYRE...
[2026-02-10T20:23:34.782745] [INFO ] [sig       ] Generating forecast for: GYRE
[2026-02-10T20:23:34.782782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2026-02-10T20:23:34.795775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2026-02-10T20:23:34.796092] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2026-02-10T20:23:34.797060] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2026-02-10T20:23:34.797113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:34.797145] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:34.797171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:34.797226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:34.856188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:34.856982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:34.857064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:34.857096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:34.982481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:34.982665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:34.982707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:34.982740] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:34.986377] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2026-02-10T20:23:34.986681] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2026-02-10T20:23:34.986820] [INFO ] [sig       ] GYRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:35.132147] [INFO ] [LOCAL     ] Saved forecast: GYRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/GYRE.txt
[2026-02-10T20:23:35.132340] [INFO ] [sig       ] [1423/3417] Completed GYRE in 0.3s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:35.132385] [INFO ] [sig       ] [1424/3417] Forecasting H...
[2026-02-10T20:23:35.132416] [INFO ] [sig       ] Generating forecast for: H
[2026-02-10T20:23:35.132449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2026-02-10T20:23:35.146314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2026-02-10T20:23:35.146736] [INFO ] [FORECASTER] Starting predict_future for H
[2026-02-10T20:23:35.147770] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2026-02-10T20:23:35.147826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:35.147859] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:35.147886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:35.147944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:35.211589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:35.212493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:35.212603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:35.212641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:35.344388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:35.344561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:35.344622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:35.344653] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:35.348139] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2026-02-10T20:23:35.348444] [INFO ] [FORECASTER] Completed predict_future for H
[2026-02-10T20:23:35.348601] [INFO ] [sig       ] H: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:35.492426] [INFO ] [LOCAL     ] Saved forecast: H	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/H.txt
[2026-02-10T20:23:35.492620] [INFO ] [sig       ] [1424/3417] Completed H in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:35.492666] [INFO ] [sig       ] [1425/3417] Forecasting HAE...
[2026-02-10T20:23:35.492696] [INFO ] [sig       ] Generating forecast for: HAE
[2026-02-10T20:23:35.492727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2026-02-10T20:23:35.504232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2026-02-10T20:23:35.504604] [INFO ] [FORECASTER] Starting predict_future for HAE
[2026-02-10T20:23:35.505389] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2026-02-10T20:23:35.505453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:35.505491] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:35.505521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:35.505596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:35.563850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:35.564800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:35.564891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:35.564926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:35.697046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:35.697211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:35.697251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:35.697280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:35.701362] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2026-02-10T20:23:35.701671] [INFO ] [FORECASTER] Completed predict_future for HAE
[2026-02-10T20:23:35.701835] [INFO ] [sig       ] HAE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:35.844875] [INFO ] [LOCAL     ] Saved forecast: HAE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HAE.txt
[2026-02-10T20:23:35.845044] [INFO ] [sig       ] [1425/3417] Completed HAE in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:35.845086] [INFO ] [sig       ] [1426/3417] Forecasting HAFC...
[2026-02-10T20:23:35.845115] [INFO ] [sig       ] Generating forecast for: HAFC
[2026-02-10T20:23:35.845145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2026-02-10T20:23:35.858302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2026-02-10T20:23:35.858919] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2026-02-10T20:23:35.859749] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2026-02-10T20:23:35.859802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:35.859835] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:35.859861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:35.859916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:35.923007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:35.924105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:35.924209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:35.924243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:36.055840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:36.056010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:36.056054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:36.056083] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:36.059977] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2026-02-10T20:23:36.060325] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2026-02-10T20:23:36.060480] [INFO ] [sig       ] HAFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:36.228113] [INFO ] [LOCAL     ] Saved forecast: HAFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HAFC.txt
[2026-02-10T20:23:36.228292] [INFO ] [sig       ] [1426/3417] Completed HAFC in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:36.228337] [INFO ] [sig       ] [1427/3417] Forecasting HAL...
[2026-02-10T20:23:36.228369] [INFO ] [sig       ] Generating forecast for: HAL
[2026-02-10T20:23:36.228401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2026-02-10T20:23:36.241548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2026-02-10T20:23:36.241917] [INFO ] [FORECASTER] Starting predict_future for HAL
[2026-02-10T20:23:36.242784] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2026-02-10T20:23:36.242838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:36.242922] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:36.242951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:36.243010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:36.306273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:36.307196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:36.307286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:36.307319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:36.437394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:36.437560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:36.437623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:36.437655] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:36.441937] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2026-02-10T20:23:36.442247] [INFO ] [FORECASTER] Completed predict_future for HAL
[2026-02-10T20:23:36.442393] [INFO ] [sig       ] HAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:36.593513] [INFO ] [LOCAL     ] Saved forecast: HAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HAL.txt
[2026-02-10T20:23:36.593712] [INFO ] [sig       ] [1427/3417] Completed HAL in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:36.593756] [INFO ] [sig       ] [1428/3417] Forecasting HALO...
[2026-02-10T20:23:36.593786] [INFO ] [sig       ] Generating forecast for: HALO
[2026-02-10T20:23:36.593817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2026-02-10T20:23:36.606518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2026-02-10T20:23:36.606959] [INFO ] [FORECASTER] Starting predict_future for HALO
[2026-02-10T20:23:36.607815] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2026-02-10T20:23:36.607870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:36.607903] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:36.607932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:36.607990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:36.666328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:36.667238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:36.667332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:36.667373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:36.794437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:36.794644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:36.794689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:36.794905] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:36.799149] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2026-02-10T20:23:36.799432] [INFO ] [FORECASTER] Completed predict_future for HALO
[2026-02-10T20:23:36.799561] [INFO ] [sig       ] HALO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:36.944991] [INFO ] [LOCAL     ] Saved forecast: HALO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HALO.txt
[2026-02-10T20:23:36.945155] [INFO ] [sig       ] [1428/3417] Completed HALO in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:36.945195] [INFO ] [sig       ] [1429/3417] Forecasting HAS...
[2026-02-10T20:23:36.945225] [INFO ] [sig       ] Generating forecast for: HAS
[2026-02-10T20:23:36.945256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2026-02-10T20:23:36.957006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2026-02-10T20:23:36.957423] [INFO ] [FORECASTER] Starting predict_future for HAS
[2026-02-10T20:23:36.958343] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2026-02-10T20:23:36.958405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:36.958445] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:36.958480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:36.958549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:37.016753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:37.017639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:37.017728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:37.017762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:37.143527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:37.143709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:37.143754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:37.143786] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:37.147615] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2026-02-10T20:23:37.147907] [INFO ] [FORECASTER] Completed predict_future for HAS
[2026-02-10T20:23:37.148060] [INFO ] [sig       ] HAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:37.293148] [INFO ] [LOCAL     ] Saved forecast: HAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HAS.txt
[2026-02-10T20:23:37.293309] [INFO ] [sig       ] [1429/3417] Completed HAS in 0.3s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:37.293351] [INFO ] [sig       ] [1430/3417] Forecasting HASI...
[2026-02-10T20:23:37.293380] [INFO ] [sig       ] Generating forecast for: HASI
[2026-02-10T20:23:37.293413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2026-02-10T20:23:37.305073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2026-02-10T20:23:37.305461] [INFO ] [FORECASTER] Starting predict_future for HASI
[2026-02-10T20:23:37.306263] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2026-02-10T20:23:37.306316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:37.306348] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:37.306376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:37.306437] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:37.368331] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:37.369228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:37.369314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:37.369347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:37.503679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:37.503839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:37.503880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:37.503942] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:37.507479] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2026-02-10T20:23:37.507794] [INFO ] [FORECASTER] Completed predict_future for HASI
[2026-02-10T20:23:37.507924] [INFO ] [sig       ] HASI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:37.659127] [INFO ] [LOCAL     ] Saved forecast: HASI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HASI.txt
[2026-02-10T20:23:37.659296] [INFO ] [sig       ] [1430/3417] Completed HASI in 0.4s | 2.79 sym/s | Total: 8.5m | ETA: 11.9m
[2026-02-10T20:23:37.659337] [INFO ] [sig       ] [1431/3417] Forecasting HBAN...
[2026-02-10T20:23:37.659370] [INFO ] [sig       ] Generating forecast for: HBAN
[2026-02-10T20:23:37.659408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2026-02-10T20:23:37.672044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2026-02-10T20:23:37.672432] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2026-02-10T20:23:37.673281] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2026-02-10T20:23:37.673337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:37.673370] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:37.673398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:37.673454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:37.733508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:37.734379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:37.734465] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:37.734498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:37.861693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:37.861858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:37.861900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:37.861931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:37.865709] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2026-02-10T20:23:37.865995] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2026-02-10T20:23:37.866131] [INFO ] [sig       ] HBAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:38.009095] [INFO ] [LOCAL     ] Saved forecast: HBAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HBAN.txt
[2026-02-10T20:23:38.009252] [INFO ] [sig       ] [1431/3417] Completed HBAN in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-10T20:23:38.009295] [INFO ] [sig       ] [1432/3417] Forecasting HBANL...
[2026-02-10T20:23:38.009325] [INFO ] [sig       ] Generating forecast for: HBANL
[2026-02-10T20:23:38.009356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2026-02-10T20:23:38.020913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2026-02-10T20:23:38.021311] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2026-02-10T20:23:38.022115] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2026-02-10T20:23:38.022182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:38.022215] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:38.022242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:38.022300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:38.081909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:38.082794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:38.082887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:38.082926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:38.200554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:38.200749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:38.200790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:38.200821] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:38.204339] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2026-02-10T20:23:38.204641] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2026-02-10T20:23:38.204773] [INFO ] [sig       ] HBANL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:38.350454] [INFO ] [LOCAL     ] Saved forecast: HBANL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HBANL.txt
[2026-02-10T20:23:38.350612] [INFO ] [sig       ] [1432/3417] Completed HBANL in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-10T20:23:38.350653] [INFO ] [sig       ] [1433/3417] Forecasting HBANP...
[2026-02-10T20:23:38.350683] [INFO ] [sig       ] Generating forecast for: HBANP
[2026-02-10T20:23:38.350715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2026-02-10T20:23:38.362565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2026-02-10T20:23:38.362885] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2026-02-10T20:23:38.363763] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2026-02-10T20:23:38.363817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:38.363852] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:38.363884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:38.363954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:38.423680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:38.424502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:38.424607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:38.424645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:38.539269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:38.539424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:38.539473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:38.539509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:38.543093] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2026-02-10T20:23:38.543381] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2026-02-10T20:23:38.543536] [INFO ] [sig       ] HBANP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:38.689042] [INFO ] [LOCAL     ] Saved forecast: HBANP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HBANP.txt
[2026-02-10T20:23:38.689174] [INFO ] [sig       ] [1433/3417] Completed HBANP in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.9m
[2026-02-10T20:23:38.689213] [INFO ] [sig       ] [1434/3417] Forecasting HBB...
[2026-02-10T20:23:38.689244] [INFO ] [sig       ] Generating forecast for: HBB
[2026-02-10T20:23:38.689274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2026-02-10T20:23:38.702262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2026-02-10T20:23:38.702607] [INFO ] [FORECASTER] Starting predict_future for HBB
[2026-02-10T20:23:38.703368] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2026-02-10T20:23:38.703421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:38.703457] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:38.703487] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:38.703544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:38.763112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:38.763760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:38.763840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:38.763872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:38.879854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:38.880013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:38.880053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:38.880081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:38.883925] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2026-02-10T20:23:38.884215] [INFO ] [FORECASTER] Completed predict_future for HBB
[2026-02-10T20:23:38.884346] [INFO ] [sig       ] HBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:39.033094] [INFO ] [LOCAL     ] Saved forecast: HBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HBB.txt
[2026-02-10T20:23:39.033255] [INFO ] [sig       ] [1434/3417] Completed HBB in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:39.033300] [INFO ] [sig       ] [1435/3417] Forecasting HBCP...
[2026-02-10T20:23:39.033333] [INFO ] [sig       ] Generating forecast for: HBCP
[2026-02-10T20:23:39.033366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2026-02-10T20:23:39.044994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2026-02-10T20:23:39.045326] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2026-02-10T20:23:39.046284] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2026-02-10T20:23:39.046351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:39.046398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:39.046439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:39.046527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:39.108205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:39.109041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:39.109129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:39.109165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:39.228669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:39.228827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:39.228868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:39.228899] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:39.232475] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2026-02-10T20:23:39.232784] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2026-02-10T20:23:39.232920] [INFO ] [sig       ] HBCP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:39.374162] [INFO ] [LOCAL     ] Saved forecast: HBCP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HBCP.txt
[2026-02-10T20:23:39.374315] [INFO ] [sig       ] [1435/3417] Completed HBCP in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:39.374376] [INFO ] [sig       ] [1436/3417] Forecasting HBM...
[2026-02-10T20:23:39.374414] [INFO ] [sig       ] Generating forecast for: HBM
[2026-02-10T20:23:39.374454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2026-02-10T20:23:39.385953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2026-02-10T20:23:39.386267] [INFO ] [FORECASTER] Starting predict_future for HBM
[2026-02-10T20:23:39.387143] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2026-02-10T20:23:39.387198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:39.387231] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:39.387258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:39.387315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:39.445875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:39.446657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:39.446738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:39.446771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:39.571167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:39.571321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:39.571361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:39.571390] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:39.574830] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2026-02-10T20:23:39.575104] [INFO ] [FORECASTER] Completed predict_future for HBM
[2026-02-10T20:23:39.575233] [INFO ] [sig       ] HBM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:39.726600] [INFO ] [LOCAL     ] Saved forecast: HBM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HBM.txt
[2026-02-10T20:23:39.726767] [INFO ] [sig       ] [1436/3417] Completed HBM in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:39.726807] [INFO ] [sig       ] [1437/3417] Forecasting HBNC...
[2026-02-10T20:23:39.726837] [INFO ] [sig       ] Generating forecast for: HBNC
[2026-02-10T20:23:39.726868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2026-02-10T20:23:39.740432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2026-02-10T20:23:39.740815] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2026-02-10T20:23:39.741663] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2026-02-10T20:23:39.741730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:39.741789] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:39.741844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:39.741913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:39.799130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:39.799922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:39.800036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:39.800071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:39.917716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:39.917870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:39.917911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:39.917940] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:39.921362] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2026-02-10T20:23:39.921678] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2026-02-10T20:23:39.921804] [INFO ] [sig       ] HBNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:40.066418] [INFO ] [LOCAL     ] Saved forecast: HBNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HBNC.txt
[2026-02-10T20:23:40.066602] [INFO ] [sig       ] [1437/3417] Completed HBNC in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:40.066645] [INFO ] [sig       ] [1438/3417] Forecasting HCA...
[2026-02-10T20:23:40.066678] [INFO ] [sig       ] Generating forecast for: HCA
[2026-02-10T20:23:40.066707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2026-02-10T20:23:40.077975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2026-02-10T20:23:40.078292] [INFO ] [FORECASTER] Starting predict_future for HCA
[2026-02-10T20:23:40.079077] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2026-02-10T20:23:40.079129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:40.079161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:40.079189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:40.079245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:40.136742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:40.137382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:40.137468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:40.137507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:40.255664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:40.255843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:40.255884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:40.255913] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:40.259323] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2026-02-10T20:23:40.259654] [INFO ] [FORECASTER] Completed predict_future for HCA
[2026-02-10T20:23:40.259783] [INFO ] [sig       ] HCA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:40.400116] [INFO ] [LOCAL     ] Saved forecast: HCA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HCA.txt
[2026-02-10T20:23:40.400256] [INFO ] [sig       ] [1438/3417] Completed HCA in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:40.400294] [INFO ] [sig       ] [1439/3417] Forecasting HCC...
[2026-02-10T20:23:40.400324] [INFO ] [sig       ] Generating forecast for: HCC
[2026-02-10T20:23:40.400356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2026-02-10T20:23:40.411277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2026-02-10T20:23:40.411566] [INFO ] [FORECASTER] Starting predict_future for HCC
[2026-02-10T20:23:40.412365] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2026-02-10T20:23:40.412417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:40.412448] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:40.412476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:40.412532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:40.469923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:40.470780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:40.470864] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:40.470897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:40.593454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:40.593633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:40.593690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:40.593720] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:40.597084] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2026-02-10T20:23:40.597356] [INFO ] [FORECASTER] Completed predict_future for HCC
[2026-02-10T20:23:40.597482] [INFO ] [sig       ] HCC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:40.739365] [INFO ] [LOCAL     ] Saved forecast: HCC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HCC.txt
[2026-02-10T20:23:40.739535] [INFO ] [sig       ] [1439/3417] Completed HCC in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:40.739594] [INFO ] [sig       ] [1440/3417] Forecasting HCI...
[2026-02-10T20:23:40.739629] [INFO ] [sig       ] Generating forecast for: HCI
[2026-02-10T20:23:40.739659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2026-02-10T20:23:40.751432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2026-02-10T20:23:40.751818] [INFO ] [FORECASTER] Starting predict_future for HCI
[2026-02-10T20:23:40.752614] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2026-02-10T20:23:40.752667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:40.752700] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:40.752726] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:40.752783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:40.815087] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:40.816014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:40.816105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:40.816139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:40.938318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:40.938489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:40.938531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:40.938562] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:40.942139] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2026-02-10T20:23:40.942437] [INFO ] [FORECASTER] Completed predict_future for HCI
[2026-02-10T20:23:40.942596] [INFO ] [sig       ] HCI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:41.162557] [INFO ] [LOCAL     ] Saved forecast: HCI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HCI.txt
[2026-02-10T20:23:41.162785] [INFO ] [sig       ] [1440/3417] Completed HCI in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:41.162831] [INFO ] [sig       ] [1441/3417] Forecasting HCM...
[2026-02-10T20:23:41.162869] [INFO ] [sig       ] Generating forecast for: HCM
[2026-02-10T20:23:41.162913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2026-02-10T20:23:41.174545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2026-02-10T20:23:41.174867] [INFO ] [FORECASTER] Starting predict_future for HCM
[2026-02-10T20:23:41.175681] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2026-02-10T20:23:41.175736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:41.175771] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:41.175801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:41.175860] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:41.235326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:41.236390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:41.236494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:41.236539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:41.362550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:41.362733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:41.362774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:41.362803] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:41.366474] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2026-02-10T20:23:41.366812] [INFO ] [FORECASTER] Completed predict_future for HCM
[2026-02-10T20:23:41.366957] [INFO ] [sig       ] HCM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:41.522496] [INFO ] [LOCAL     ] Saved forecast: HCM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HCM.txt
[2026-02-10T20:23:41.522742] [INFO ] [sig       ] [1441/3417] Completed HCM in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:41.522789] [INFO ] [sig       ] [1442/3417] Forecasting HCSG...
[2026-02-10T20:23:41.522824] [INFO ] [sig       ] Generating forecast for: HCSG
[2026-02-10T20:23:41.522857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2026-02-10T20:23:41.537936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2026-02-10T20:23:41.538387] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2026-02-10T20:23:41.539228] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2026-02-10T20:23:41.539283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:41.539318] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:41.539347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:41.539405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:41.600328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:41.601262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:41.601435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:41.601473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:41.722871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:41.723037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:41.723078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:41.723106] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:41.726789] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2026-02-10T20:23:41.727123] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2026-02-10T20:23:41.727265] [INFO ] [sig       ] HCSG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:41.887524] [INFO ] [LOCAL     ] Saved forecast: HCSG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HCSG.txt
[2026-02-10T20:23:41.887740] [INFO ] [sig       ] [1442/3417] Completed HCSG in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:41.887782] [INFO ] [sig       ] [1443/3417] Forecasting HD...
[2026-02-10T20:23:41.887820] [INFO ] [sig       ] Generating forecast for: HD
[2026-02-10T20:23:41.887863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2026-02-10T20:23:41.900486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2026-02-10T20:23:41.900934] [INFO ] [FORECASTER] Starting predict_future for HD
[2026-02-10T20:23:41.901790] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2026-02-10T20:23:41.901844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:41.901893] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:41.901923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:41.901982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:41.964570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:41.965470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:41.965562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:41.965620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:42.099339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:42.099503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:42.099546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:42.099597] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:42.103171] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2026-02-10T20:23:42.103462] [INFO ] [FORECASTER] Completed predict_future for HD
[2026-02-10T20:23:42.103620] [INFO ] [sig       ] HD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:42.244604] [INFO ] [LOCAL     ] Saved forecast: HD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HD.txt
[2026-02-10T20:23:42.244746] [INFO ] [sig       ] [1443/3417] Completed HD in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:42.244785] [INFO ] [sig       ] [1444/3417] Forecasting HDB...
[2026-02-10T20:23:42.244817] [INFO ] [sig       ] Generating forecast for: HDB
[2026-02-10T20:23:42.244847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2026-02-10T20:23:42.256047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2026-02-10T20:23:42.256347] [INFO ] [FORECASTER] Starting predict_future for HDB
[2026-02-10T20:23:42.257162] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2026-02-10T20:23:42.257216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:42.257273] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:42.257302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:42.257359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:42.315504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:42.316366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:42.316449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:42.316483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:42.445457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:42.445641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:42.445684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:42.445713] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:42.449324] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2026-02-10T20:23:42.449629] [INFO ] [FORECASTER] Completed predict_future for HDB
[2026-02-10T20:23:42.449763] [INFO ] [sig       ] HDB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:42.591728] [INFO ] [LOCAL     ] Saved forecast: HDB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HDB.txt
[2026-02-10T20:23:42.591886] [INFO ] [sig       ] [1444/3417] Completed HDB in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:42.591928] [INFO ] [sig       ] [1445/3417] Forecasting HDSN...
[2026-02-10T20:23:42.591958] [INFO ] [sig       ] Generating forecast for: HDSN
[2026-02-10T20:23:42.591988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2026-02-10T20:23:42.603180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2026-02-10T20:23:42.603505] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2026-02-10T20:23:42.604287] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2026-02-10T20:23:42.604341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:42.604372] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:42.604399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:42.604455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:42.661774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:42.662678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:42.662767] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:42.662800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:42.783269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:42.783444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:42.783486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:42.783515] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:42.787093] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2026-02-10T20:23:42.787387] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2026-02-10T20:23:42.787523] [INFO ] [sig       ] HDSN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:42.937898] [INFO ] [LOCAL     ] Saved forecast: HDSN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HDSN.txt
[2026-02-10T20:23:42.938153] [INFO ] [sig       ] [1445/3417] Completed HDSN in 0.3s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:42.938217] [INFO ] [sig       ] [1446/3417] Forecasting HE...
[2026-02-10T20:23:42.938250] [INFO ] [sig       ] Generating forecast for: HE
[2026-02-10T20:23:42.938281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2026-02-10T20:23:42.952664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2026-02-10T20:23:42.953185] [INFO ] [FORECASTER] Starting predict_future for HE
[2026-02-10T20:23:42.954195] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2026-02-10T20:23:42.954248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:42.954280] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:42.954307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:42.954363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:43.013062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:43.013999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:43.014095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:43.014132] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:43.139606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:43.139771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:43.139814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:43.139844] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:43.143520] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2026-02-10T20:23:43.143878] [INFO ] [FORECASTER] Completed predict_future for HE
[2026-02-10T20:23:43.144024] [INFO ] [sig       ] HE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:43.288312] [INFO ] [LOCAL     ] Saved forecast: HE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HE.txt
[2026-02-10T20:23:43.288474] [INFO ] [sig       ] [1446/3417] Completed HE in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:43.288517] [INFO ] [sig       ] [1447/3417] Forecasting HEI...
[2026-02-10T20:23:43.288554] [INFO ] [sig       ] Generating forecast for: HEI
[2026-02-10T20:23:43.288628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2026-02-10T20:23:43.300129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2026-02-10T20:23:43.300460] [INFO ] [FORECASTER] Starting predict_future for HEI
[2026-02-10T20:23:43.301286] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2026-02-10T20:23:43.301341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:43.301375] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:43.301403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:43.301462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:43.359895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:43.360787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:43.360882] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:43.360915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:43.497996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:43.498187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:43.498231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:43.498262] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:43.502490] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2026-02-10T20:23:43.502815] [INFO ] [FORECASTER] Completed predict_future for HEI
[2026-02-10T20:23:43.502992] [INFO ] [sig       ] HEI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:43.667845] [INFO ] [LOCAL     ] Saved forecast: HEI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HEI.txt
[2026-02-10T20:23:43.668004] [INFO ] [sig       ] [1447/3417] Completed HEI in 0.4s | 2.79 sym/s | Total: 8.6m | ETA: 11.8m
[2026-02-10T20:23:43.668060] [INFO ] [sig       ] [1448/3417] Forecasting HELE...
[2026-02-10T20:23:43.668093] [INFO ] [sig       ] Generating forecast for: HELE
[2026-02-10T20:23:43.668123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2026-02-10T20:23:43.679915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2026-02-10T20:23:43.680256] [INFO ] [FORECASTER] Starting predict_future for HELE
[2026-02-10T20:23:43.681061] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2026-02-10T20:23:43.681114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:43.681146] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:43.681172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:43.681228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:43.739343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:43.740246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:43.740334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:43.740368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:43.863819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:43.863977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:43.864018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:43.864047] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:43.867566] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2026-02-10T20:23:43.867891] [INFO ] [FORECASTER] Completed predict_future for HELE
[2026-02-10T20:23:43.868022] [INFO ] [sig       ] HELE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:44.010658] [INFO ] [LOCAL     ] Saved forecast: HELE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HELE.txt
[2026-02-10T20:23:44.010826] [INFO ] [sig       ] [1448/3417] Completed HELE in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-10T20:23:44.010871] [INFO ] [sig       ] [1449/3417] Forecasting HEPS...
[2026-02-10T20:23:44.010902] [INFO ] [sig       ] Generating forecast for: HEPS
[2026-02-10T20:23:44.010934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2026-02-10T20:23:44.022433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2026-02-10T20:23:44.022771] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2026-02-10T20:23:44.023611] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2026-02-10T20:23:44.023687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:44.023733] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:44.023768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:44.023827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:44.083628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:44.084364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:44.084447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:44.084482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:44.205953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:44.206112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:44.206153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:44.206182] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:44.209702] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2026-02-10T20:23:44.209980] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2026-02-10T20:23:44.210108] [INFO ] [sig       ] HEPS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:44.350946] [INFO ] [LOCAL     ] Saved forecast: HEPS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HEPS.txt
[2026-02-10T20:23:44.351157] [INFO ] [sig       ] [1449/3417] Completed HEPS in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-10T20:23:44.351227] [INFO ] [sig       ] [1450/3417] Forecasting HEQ...
[2026-02-10T20:23:44.351280] [INFO ] [sig       ] Generating forecast for: HEQ
[2026-02-10T20:23:44.351321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2026-02-10T20:23:44.364327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2026-02-10T20:23:44.364829] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2026-02-10T20:23:44.365790] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2026-02-10T20:23:44.365847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:44.365880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:44.365908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:44.365966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:44.441064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:44.442268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:44.442382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:44.442435] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:44.560462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:44.560641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:44.560684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:44.560729] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:44.564111] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2026-02-10T20:23:44.564387] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2026-02-10T20:23:44.564516] [INFO ] [sig       ] HEQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:44.704301] [INFO ] [LOCAL     ] Saved forecast: HEQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HEQ.txt
[2026-02-10T20:23:44.704436] [INFO ] [sig       ] [1450/3417] Completed HEQ in 0.4s | 2.79 sym/s | Total: 8.7m | ETA: 11.8m
[2026-02-10T20:23:44.704476] [INFO ] [sig       ] [1451/3417] Forecasting HERO...
[2026-02-10T20:23:44.704508] [INFO ] [sig       ] Generating forecast for: HERO
[2026-02-10T20:23:44.704537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2026-02-10T20:23:44.716138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2026-02-10T20:23:44.716439] [INFO ] [FORECASTER] Starting predict_future for HERO
[2026-02-10T20:23:44.717223] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2026-02-10T20:23:44.717275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:44.717308] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:44.717335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:44.717391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:44.775103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:44.775774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:44.775854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:44.775886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:44.898304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:44.898459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:44.898499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:44.898528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:44.902351] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2026-02-10T20:23:44.902650] [INFO ] [FORECASTER] Completed predict_future for HERO
[2026-02-10T20:23:44.902783] [INFO ] [sig       ] HERO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:45.047741] [INFO ] [LOCAL     ] Saved forecast: HERO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HERO.txt
[2026-02-10T20:23:45.047907] [INFO ] [sig       ] [1451/3417] Completed HERO in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:45.047949] [INFO ] [sig       ] [1452/3417] Forecasting HESM...
[2026-02-10T20:23:45.047980] [INFO ] [sig       ] Generating forecast for: HESM
[2026-02-10T20:23:45.048012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2026-02-10T20:23:45.059827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2026-02-10T20:23:45.060138] [INFO ] [FORECASTER] Starting predict_future for HESM
[2026-02-10T20:23:45.060930] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2026-02-10T20:23:45.060983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:45.061015] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:45.061042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:45.061099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:45.120063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:45.120737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:45.120819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:45.120852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:45.245728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:45.245877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:45.245915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:45.245944] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:45.249638] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2026-02-10T20:23:45.249917] [INFO ] [FORECASTER] Completed predict_future for HESM
[2026-02-10T20:23:45.250070] [INFO ] [sig       ] HESM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:45.394720] [INFO ] [LOCAL     ] Saved forecast: HESM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HESM.txt
[2026-02-10T20:23:45.394862] [INFO ] [sig       ] [1452/3417] Completed HESM in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:45.394902] [INFO ] [sig       ] [1453/3417] Forecasting HFFG...
[2026-02-10T20:23:45.394932] [INFO ] [sig       ] Generating forecast for: HFFG
[2026-02-10T20:23:45.394963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2026-02-10T20:23:45.406873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2026-02-10T20:23:45.407217] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2026-02-10T20:23:45.408016] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2026-02-10T20:23:45.408176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:45.408219] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:45.408247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:45.408303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:45.465014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:45.465774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:45.465860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:45.466066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:45.585219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:45.585384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:45.585425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:45.585454] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:45.589325] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2026-02-10T20:23:45.589814] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2026-02-10T20:23:45.589944] [INFO ] [sig       ] HFFG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:45.736034] [INFO ] [LOCAL     ] Saved forecast: HFFG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HFFG.txt
[2026-02-10T20:23:45.736195] [INFO ] [sig       ] [1453/3417] Completed HFFG in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:45.736244] [INFO ] [sig       ] [1454/3417] Forecasting HFRO...
[2026-02-10T20:23:45.736276] [INFO ] [sig       ] Generating forecast for: HFRO
[2026-02-10T20:23:45.736308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2026-02-10T20:23:45.749191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2026-02-10T20:23:45.749530] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2026-02-10T20:23:45.750367] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2026-02-10T20:23:45.750421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:45.750454] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:45.750484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:45.750554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:45.810957] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:45.811693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:45.811802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:45.811838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:45.932355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:45.932503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:45.932542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:45.932588] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:45.935974] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2026-02-10T20:23:45.936246] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2026-02-10T20:23:45.936374] [INFO ] [sig       ] HFRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:46.077838] [INFO ] [LOCAL     ] Saved forecast: HFRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HFRO.txt
[2026-02-10T20:23:46.078005] [INFO ] [sig       ] [1454/3417] Completed HFRO in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:46.078064] [INFO ] [sig       ] [1455/3417] Forecasting HFWA...
[2026-02-10T20:23:46.078097] [INFO ] [sig       ] Generating forecast for: HFWA
[2026-02-10T20:23:46.078128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2026-02-10T20:23:46.089650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2026-02-10T20:23:46.090014] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2026-02-10T20:23:46.090884] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2026-02-10T20:23:46.090939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:46.090972] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:46.091001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:46.091059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:46.151428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:46.152332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:46.152419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:46.152454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:46.272113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:46.272255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:46.272294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:46.272324] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:46.275660] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2026-02-10T20:23:46.275933] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2026-02-10T20:23:46.276061] [INFO ] [sig       ] HFWA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:46.418527] [INFO ] [LOCAL     ] Saved forecast: HFWA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HFWA.txt
[2026-02-10T20:23:46.418685] [INFO ] [sig       ] [1455/3417] Completed HFWA in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:46.418736] [INFO ] [sig       ] [1456/3417] Forecasting HG...
[2026-02-10T20:23:46.418773] [INFO ] [sig       ] Generating forecast for: HG
[2026-02-10T20:23:46.418807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2026-02-10T20:23:46.430086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2026-02-10T20:23:46.430377] [INFO ] [FORECASTER] Starting predict_future for HG
[2026-02-10T20:23:46.431185] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2026-02-10T20:23:46.431266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:46.431301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:46.431328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:46.431384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:46.488655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:46.489289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:46.489368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:46.489400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:46.609001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:46.609150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:46.609188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:46.609216] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:46.612623] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2026-02-10T20:23:46.612897] [INFO ] [FORECASTER] Completed predict_future for HG
[2026-02-10T20:23:46.613025] [INFO ] [sig       ] HG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:46.753098] [INFO ] [LOCAL     ] Saved forecast: HG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HG.txt
[2026-02-10T20:23:46.753234] [INFO ] [sig       ] [1456/3417] Completed HG in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:46.753275] [INFO ] [sig       ] [1457/3417] Forecasting HGBL...
[2026-02-10T20:23:46.753305] [INFO ] [sig       ] Generating forecast for: HGBL
[2026-02-10T20:23:46.753335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2026-02-10T20:23:46.764341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2026-02-10T20:23:46.764666] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2026-02-10T20:23:46.765428] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2026-02-10T20:23:46.765480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:46.765512] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:46.765539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:46.765617] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:46.823884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:46.824545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:46.824642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:46.824675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:46.946883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:46.947040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:46.947080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:46.947110] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:46.950682] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2026-02-10T20:23:46.950967] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2026-02-10T20:23:46.951099] [INFO ] [sig       ] HGBL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:47.105933] [INFO ] [LOCAL     ] Saved forecast: HGBL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HGBL.txt
[2026-02-10T20:23:47.106108] [INFO ] [sig       ] [1457/3417] Completed HGBL in 0.4s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:47.106153] [INFO ] [sig       ] [1458/3417] Forecasting HGLB...
[2026-02-10T20:23:47.106185] [INFO ] [sig       ] Generating forecast for: HGLB
[2026-02-10T20:23:47.106218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2026-02-10T20:23:47.117962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2026-02-10T20:23:47.118319] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2026-02-10T20:23:47.119219] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2026-02-10T20:23:47.119274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:47.119308] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:47.119336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:47.119395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:47.180845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:47.181782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:47.181876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:47.181911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:47.303993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:47.304150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:47.304191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:47.304219] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:47.307649] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2026-02-10T20:23:47.307946] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2026-02-10T20:23:47.308097] [INFO ] [sig       ] HGLB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:47.450786] [INFO ] [LOCAL     ] Saved forecast: HGLB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HGLB.txt
[2026-02-10T20:23:47.450926] [INFO ] [sig       ] [1458/3417] Completed HGLB in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:47.450964] [INFO ] [sig       ] [1459/3417] Forecasting HGTY...
[2026-02-10T20:23:47.450994] [INFO ] [sig       ] Generating forecast for: HGTY
[2026-02-10T20:23:47.451023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2026-02-10T20:23:47.462680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2026-02-10T20:23:47.462991] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2026-02-10T20:23:47.463835] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2026-02-10T20:23:47.463891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:47.463924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:47.463952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:47.464010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:47.526389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:47.527063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:47.527146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:47.527181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:47.645927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:47.646071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:47.646110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:47.646138] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:47.649526] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2026-02-10T20:23:47.649843] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2026-02-10T20:23:47.649979] [INFO ] [sig       ] HGTY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:47.792683] [INFO ] [LOCAL     ] Saved forecast: HGTY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HGTY.txt
[2026-02-10T20:23:47.792827] [INFO ] [sig       ] [1459/3417] Completed HGTY in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:47.792867] [INFO ] [sig       ] [1460/3417] Forecasting HHH...
[2026-02-10T20:23:47.792898] [INFO ] [sig       ] Generating forecast for: HHH
[2026-02-10T20:23:47.792929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2026-02-10T20:23:47.804400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2026-02-10T20:23:47.804743] [INFO ] [FORECASTER] Starting predict_future for HHH
[2026-02-10T20:23:47.805509] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2026-02-10T20:23:47.805561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:47.805615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:47.805643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:47.805699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:47.863072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:47.863774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:47.863854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:47.863887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:47.985792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:47.985957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:47.985998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:47.986027] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:47.989449] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=46.73%)
[2026-02-10T20:23:47.989740] [INFO ] [FORECASTER] Completed predict_future for HHH
[2026-02-10T20:23:47.989874] [INFO ] [sig       ] HHH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:48.133469] [INFO ] [LOCAL     ] Saved forecast: HHH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HHH.txt
[2026-02-10T20:23:48.133622] [INFO ] [sig       ] [1460/3417] Completed HHH in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:48.133673] [INFO ] [sig       ] [1461/3417] Forecasting HIFS...
[2026-02-10T20:23:48.133710] [INFO ] [sig       ] Generating forecast for: HIFS
[2026-02-10T20:23:48.133747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2026-02-10T20:23:48.145044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2026-02-10T20:23:48.145357] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2026-02-10T20:23:48.146317] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2026-02-10T20:23:48.146369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:48.146428] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:48.146456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:48.146513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:48.205334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:48.206074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:48.206157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:48.206190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:48.320507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:48.320691] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:23:48.320736] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:48.320765] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:48.324281] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2026-02-10T20:23:48.324611] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2026-02-10T20:23:48.324751] [INFO ] [sig       ] HIFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:48.471336] [INFO ] [LOCAL     ] Saved forecast: HIFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HIFS.txt
[2026-02-10T20:23:48.471476] [INFO ] [sig       ] [1461/3417] Completed HIFS in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:48.471517] [INFO ] [sig       ] [1462/3417] Forecasting HIG...
[2026-02-10T20:23:48.471547] [INFO ] [sig       ] Generating forecast for: HIG
[2026-02-10T20:23:48.471613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2026-02-10T20:23:48.483233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2026-02-10T20:23:48.483528] [INFO ] [FORECASTER] Starting predict_future for HIG
[2026-02-10T20:23:48.484337] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2026-02-10T20:23:48.484390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:48.484423] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:48.484450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:48.484507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:48.543774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:48.544668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:48.544801] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:48.544858] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:48.670955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:48.671105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:48.671145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:48.671174] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:48.674561] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2026-02-10T20:23:48.674856] [INFO ] [FORECASTER] Completed predict_future for HIG
[2026-02-10T20:23:48.674982] [INFO ] [sig       ] HIG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:48.820565] [INFO ] [LOCAL     ] Saved forecast: HIG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HIG.txt
[2026-02-10T20:23:48.820719] [INFO ] [sig       ] [1462/3417] Completed HIG in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:48.820763] [INFO ] [sig       ] [1463/3417] Forecasting HII...
[2026-02-10T20:23:48.820803] [INFO ] [sig       ] Generating forecast for: HII
[2026-02-10T20:23:48.820833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2026-02-10T20:23:48.832543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2026-02-10T20:23:48.832905] [INFO ] [FORECASTER] Starting predict_future for HII
[2026-02-10T20:23:48.833743] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2026-02-10T20:23:48.833798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:48.833832] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:48.833861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:48.833919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:48.891750] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:48.892455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:48.892539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:48.892589] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:49.022278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:49.022451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:49.022491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:49.022519] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:49.026310] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2026-02-10T20:23:49.026602] [INFO ] [FORECASTER] Completed predict_future for HII
[2026-02-10T20:23:49.026733] [INFO ] [sig       ] HII: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:49.172494] [INFO ] [LOCAL     ] Saved forecast: HII	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HII.txt
[2026-02-10T20:23:49.172649] [INFO ] [sig       ] [1463/3417] Completed HII in 0.4s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:49.172692] [INFO ] [sig       ] [1464/3417] Forecasting HIMS...
[2026-02-10T20:23:49.172728] [INFO ] [sig       ] Generating forecast for: HIMS
[2026-02-10T20:23:49.172762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2026-02-10T20:23:49.184385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2026-02-10T20:23:49.184742] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2026-02-10T20:23:49.185564] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2026-02-10T20:23:49.185636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:49.185670] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:49.185697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:49.185759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:49.244400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:49.245088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:49.245168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:49.245200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:49.367650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:49.367829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:49.367877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:49.367950] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:49.371533] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2026-02-10T20:23:49.371850] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2026-02-10T20:23:49.371987] [INFO ] [sig       ] HIMS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:49.516005] [INFO ] [LOCAL     ] Saved forecast: HIMS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HIMS.txt
[2026-02-10T20:23:49.516150] [INFO ] [sig       ] [1464/3417] Completed HIMS in 0.3s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:49.516192] [INFO ] [sig       ] [1465/3417] Forecasting HIMX...
[2026-02-10T20:23:49.516221] [INFO ] [sig       ] Generating forecast for: HIMX
[2026-02-10T20:23:49.516252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2026-02-10T20:23:49.528158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2026-02-10T20:23:49.528508] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2026-02-10T20:23:49.529396] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2026-02-10T20:23:49.529451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:49.529485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:49.529514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:49.529594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:49.588303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:49.589175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:49.589262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:49.589297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:49.715714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:49.715871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:49.715912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:49.715941] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:49.719599] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2026-02-10T20:23:49.720004] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2026-02-10T20:23:49.720170] [INFO ] [sig       ] HIMX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:49.872083] [INFO ] [LOCAL     ] Saved forecast: HIMX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HIMX.txt
[2026-02-10T20:23:49.872230] [INFO ] [sig       ] [1465/3417] Completed HIMX in 0.4s | 2.79 sym/s | Total: 8.7m | ETA: 11.7m
[2026-02-10T20:23:49.872271] [INFO ] [sig       ] [1466/3417] Forecasting HIO...
[2026-02-10T20:23:49.872301] [INFO ] [sig       ] Generating forecast for: HIO
[2026-02-10T20:23:49.872332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2026-02-10T20:23:49.883938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2026-02-10T20:23:49.884297] [INFO ] [FORECASTER] Starting predict_future for HIO
[2026-02-10T20:23:49.885159] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2026-02-10T20:23:49.885213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:49.885247] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:49.885274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:49.885333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:49.945782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:49.946538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:49.946640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:49.946676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:50.070962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:50.071122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:50.071163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:50.071192] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:50.074622] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2026-02-10T20:23:50.074908] [INFO ] [FORECASTER] Completed predict_future for HIO
[2026-02-10T20:23:50.075039] [INFO ] [sig       ] HIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:50.220279] [INFO ] [LOCAL     ] Saved forecast: HIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HIO.txt
[2026-02-10T20:23:50.220420] [INFO ] [sig       ] [1466/3417] Completed HIO in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.7m
[2026-02-10T20:23:50.220460] [INFO ] [sig       ] [1467/3417] Forecasting HIPO...
[2026-02-10T20:23:50.220490] [INFO ] [sig       ] Generating forecast for: HIPO
[2026-02-10T20:23:50.220522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2026-02-10T20:23:50.232008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2026-02-10T20:23:50.232322] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2026-02-10T20:23:50.233156] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2026-02-10T20:23:50.233210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:50.233254] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:50.233284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:50.233341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:50.291387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:50.292225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:50.292311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:50.292347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:50.416446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:50.416609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:50.416649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:50.416677] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:50.420168] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2026-02-10T20:23:50.420438] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2026-02-10T20:23:50.420564] [INFO ] [sig       ] HIPO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:50.571611] [INFO ] [LOCAL     ] Saved forecast: HIPO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HIPO.txt
[2026-02-10T20:23:50.571792] [INFO ] [sig       ] [1467/3417] Completed HIPO in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:50.571842] [INFO ] [sig       ] [1468/3417] Forecasting HITI...
[2026-02-10T20:23:50.571879] [INFO ] [sig       ] Generating forecast for: HITI
[2026-02-10T20:23:50.571912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2026-02-10T20:23:50.582796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2026-02-10T20:23:50.583098] [INFO ] [FORECASTER] Starting predict_future for HITI
[2026-02-10T20:23:50.583906] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2026-02-10T20:23:50.583958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:50.583990] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:50.584018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:50.584074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:50.641259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:50.641904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:50.641982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:50.642014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:50.762694] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:50.762855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:50.762897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:50.762926] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:50.766641] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2026-02-10T20:23:50.766916] [INFO ] [FORECASTER] Completed predict_future for HITI
[2026-02-10T20:23:50.767043] [INFO ] [sig       ] HITI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:50.908442] [INFO ] [LOCAL     ] Saved forecast: HITI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HITI.txt
[2026-02-10T20:23:50.908591] [INFO ] [sig       ] [1468/3417] Completed HITI in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:50.908644] [INFO ] [sig       ] [1469/3417] Forecasting HIVE...
[2026-02-10T20:23:50.908676] [INFO ] [sig       ] Generating forecast for: HIVE
[2026-02-10T20:23:50.908713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2026-02-10T20:23:50.920554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2026-02-10T20:23:50.920889] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2026-02-10T20:23:50.921670] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2026-02-10T20:23:50.921723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:50.921755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:50.921782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:50.921843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:50.980254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:50.980979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:50.981059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:50.981091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:51.102990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:51.103150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:51.103190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:51.103220] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:51.106733] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2026-02-10T20:23:51.107017] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2026-02-10T20:23:51.107149] [INFO ] [sig       ] HIVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:51.252791] [INFO ] [LOCAL     ] Saved forecast: HIVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HIVE.txt
[2026-02-10T20:23:51.252933] [INFO ] [sig       ] [1469/3417] Completed HIVE in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:51.252981] [INFO ] [sig       ] [1470/3417] Forecasting HIX...
[2026-02-10T20:23:51.253026] [INFO ] [sig       ] Generating forecast for: HIX
[2026-02-10T20:23:51.253067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2026-02-10T20:23:51.264065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2026-02-10T20:23:51.264376] [INFO ] [FORECASTER] Starting predict_future for HIX
[2026-02-10T20:23:51.265335] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2026-02-10T20:23:51.265388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:51.265432] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:51.265462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:51.265518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:51.324471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:51.325342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:51.325428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:51.325462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:51.443807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:51.444158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:51.444199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:51.444229] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:51.448165] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=67.70%)
[2026-02-10T20:23:51.448443] [INFO ] [FORECASTER] Completed predict_future for HIX
[2026-02-10T20:23:51.448600] [INFO ] [sig       ] HIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:51.599731] [INFO ] [LOCAL     ] Saved forecast: HIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HIX.txt
[2026-02-10T20:23:51.599897] [INFO ] [sig       ] [1470/3417] Completed HIX in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:51.599943] [INFO ] [sig       ] [1471/3417] Forecasting HL...
[2026-02-10T20:23:51.599976] [INFO ] [sig       ] Generating forecast for: HL
[2026-02-10T20:23:51.600006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2026-02-10T20:23:51.611608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2026-02-10T20:23:51.612181] [INFO ] [FORECASTER] Starting predict_future for HL
[2026-02-10T20:23:51.613237] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2026-02-10T20:23:51.613292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:51.613325] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:51.613354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:51.613413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:51.675618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:51.676478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:51.676642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:51.676697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:51.803526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:51.803706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:51.803750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:51.803780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:51.807259] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2026-02-10T20:23:51.807547] [INFO ] [FORECASTER] Completed predict_future for HL
[2026-02-10T20:23:51.807703] [INFO ] [sig       ] HL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:51.952216] [INFO ] [LOCAL     ] Saved forecast: HL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HL.txt
[2026-02-10T20:23:51.952347] [INFO ] [sig       ] [1471/3417] Completed HL in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:51.952387] [INFO ] [sig       ] [1472/3417] Forecasting HLAL...
[2026-02-10T20:23:51.952417] [INFO ] [sig       ] Generating forecast for: HLAL
[2026-02-10T20:23:51.952446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2026-02-10T20:23:51.963927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2026-02-10T20:23:51.964280] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2026-02-10T20:23:51.965108] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2026-02-10T20:23:51.965162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:51.965194] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:51.965222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:51.965279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:52.023132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:52.023876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:52.023958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:52.023990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:52.148100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:52.148254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:52.148484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:52.148512] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:52.152325] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2026-02-10T20:23:52.152621] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2026-02-10T20:23:52.152779] [INFO ] [sig       ] HLAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:52.293018] [INFO ] [LOCAL     ] Saved forecast: HLAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HLAL.txt
[2026-02-10T20:23:52.293183] [INFO ] [sig       ] [1472/3417] Completed HLAL in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:52.293225] [INFO ] [sig       ] [1473/3417] Forecasting HLF...
[2026-02-10T20:23:52.293255] [INFO ] [sig       ] Generating forecast for: HLF
[2026-02-10T20:23:52.293286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2026-02-10T20:23:52.304335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2026-02-10T20:23:52.304668] [INFO ] [FORECASTER] Starting predict_future for HLF
[2026-02-10T20:23:52.305435] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2026-02-10T20:23:52.305487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:52.305519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:52.305546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:52.305624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:52.364192] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:52.364866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:52.365133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:52.365165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:52.490895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:52.491052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:52.491093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:52.491123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:52.494602] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2026-02-10T20:23:52.494888] [INFO ] [FORECASTER] Completed predict_future for HLF
[2026-02-10T20:23:52.495019] [INFO ] [sig       ] HLF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:52.641538] [INFO ] [LOCAL     ] Saved forecast: HLF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HLF.txt
[2026-02-10T20:23:52.641687] [INFO ] [sig       ] [1473/3417] Completed HLF in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:52.641727] [INFO ] [sig       ] [1474/3417] Forecasting HLI...
[2026-02-10T20:23:52.641757] [INFO ] [sig       ] Generating forecast for: HLI
[2026-02-10T20:23:52.641790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2026-02-10T20:23:52.653156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2026-02-10T20:23:52.653459] [INFO ] [FORECASTER] Starting predict_future for HLI
[2026-02-10T20:23:52.654244] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2026-02-10T20:23:52.654297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:52.654330] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:52.654364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:52.654444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:52.712291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:52.713155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:52.713243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:52.713275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:52.828129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:52.828288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:52.828327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:52.828372] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:52.831764] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2026-02-10T20:23:52.832038] [INFO ] [FORECASTER] Completed predict_future for HLI
[2026-02-10T20:23:52.832165] [INFO ] [sig       ] HLI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:52.972055] [INFO ] [LOCAL     ] Saved forecast: HLI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HLI.txt
[2026-02-10T20:23:52.972237] [INFO ] [sig       ] [1474/3417] Completed HLI in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:52.972279] [INFO ] [sig       ] [1475/3417] Forecasting HLIO...
[2026-02-10T20:23:52.972308] [INFO ] [sig       ] Generating forecast for: HLIO
[2026-02-10T20:23:52.972338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2026-02-10T20:23:52.984167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2026-02-10T20:23:52.984548] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2026-02-10T20:23:52.985411] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2026-02-10T20:23:52.985468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:52.985503] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:52.985533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:52.985615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:53.046546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:53.047354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:53.047440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:53.047475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:53.171241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:53.171399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:53.171441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:53.171471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:53.174896] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2026-02-10T20:23:53.175175] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2026-02-10T20:23:53.175303] [INFO ] [sig       ] HLIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:53.326256] [INFO ] [LOCAL     ] Saved forecast: HLIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HLIO.txt
[2026-02-10T20:23:53.326418] [INFO ] [sig       ] [1475/3417] Completed HLIO in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:53.326460] [INFO ] [sig       ] [1476/3417] Forecasting HLLY...
[2026-02-10T20:23:53.326490] [INFO ] [sig       ] Generating forecast for: HLLY
[2026-02-10T20:23:53.326521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2026-02-10T20:23:53.338478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2026-02-10T20:23:53.338811] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2026-02-10T20:23:53.339631] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2026-02-10T20:23:53.339684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:53.339717] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:53.339745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:53.339801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:53.399618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:53.400510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:53.400637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:53.400675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:53.519831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:53.519990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:53.520038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:53.520073] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:53.523632] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2026-02-10T20:23:53.523941] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2026-02-10T20:23:53.524067] [INFO ] [sig       ] HLLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:53.675763] [INFO ] [LOCAL     ] Saved forecast: HLLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HLLY.txt
[2026-02-10T20:23:53.675967] [INFO ] [sig       ] [1476/3417] Completed HLLY in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:53.676028] [INFO ] [sig       ] [1477/3417] Forecasting HLMN...
[2026-02-10T20:23:53.676073] [INFO ] [sig       ] Generating forecast for: HLMN
[2026-02-10T20:23:53.676121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2026-02-10T20:23:53.690836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2026-02-10T20:23:53.691237] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2026-02-10T20:23:53.692359] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2026-02-10T20:23:53.692428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:53.692480] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:53.692526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:53.692636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:53.755617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:53.756459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:53.756542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:53.756595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:53.877128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:53.877292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:53.877336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:53.877369] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:53.881133] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2026-02-10T20:23:53.881419] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2026-02-10T20:23:53.881551] [INFO ] [sig       ] HLMN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:54.045844] [INFO ] [LOCAL     ] Saved forecast: HLMN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HLMN.txt
[2026-02-10T20:23:54.046015] [INFO ] [sig       ] [1477/3417] Completed HLMN in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:54.046067] [INFO ] [sig       ] [1478/3417] Forecasting HLN...
[2026-02-10T20:23:54.046097] [INFO ] [sig       ] Generating forecast for: HLN
[2026-02-10T20:23:54.046128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2026-02-10T20:23:54.057727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2026-02-10T20:23:54.058254] [INFO ] [FORECASTER] Starting predict_future for HLN
[2026-02-10T20:23:54.059117] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2026-02-10T20:23:54.059173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:54.059234] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:54.059277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:54.059340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:54.121489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:54.122429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:54.122515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:54.122555] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:54.244057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:54.244220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:54.244263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:54.244293] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:54.248214] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=92.42%)
[2026-02-10T20:23:54.248530] [INFO ] [FORECASTER] Completed predict_future for HLN
[2026-02-10T20:23:54.248695] [INFO ] [sig       ] HLN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:54.402916] [INFO ] [LOCAL     ] Saved forecast: HLN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HLN.txt
[2026-02-10T20:23:54.403076] [INFO ] [sig       ] [1478/3417] Completed HLN in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:54.403120] [INFO ] [sig       ] [1479/3417] Forecasting HLNE...
[2026-02-10T20:23:54.403150] [INFO ] [sig       ] Generating forecast for: HLNE
[2026-02-10T20:23:54.403180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2026-02-10T20:23:54.414266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2026-02-10T20:23:54.414621] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2026-02-10T20:23:54.415404] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2026-02-10T20:23:54.415458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:54.415490] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:54.415516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:54.415592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:54.482183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:54.483276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:54.483382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:54.483426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:54.600508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:54.600661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:54.600703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:54.600732] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:54.604239] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2026-02-10T20:23:54.604509] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2026-02-10T20:23:54.604655] [INFO ] [sig       ] HLNE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:54.752632] [INFO ] [LOCAL     ] Saved forecast: HLNE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HLNE.txt
[2026-02-10T20:23:54.752773] [INFO ] [sig       ] [1479/3417] Completed HLNE in 0.3s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:54.752813] [INFO ] [sig       ] [1480/3417] Forecasting HLX...
[2026-02-10T20:23:54.752842] [INFO ] [sig       ] Generating forecast for: HLX
[2026-02-10T20:23:54.752872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2026-02-10T20:23:54.764013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2026-02-10T20:23:54.764324] [INFO ] [FORECASTER] Starting predict_future for HLX
[2026-02-10T20:23:54.765160] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2026-02-10T20:23:54.765215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:54.765250] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:54.765279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:54.765337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:54.825539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:54.826228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:54.826310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:54.826345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:54.947590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:54.947756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:54.947798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:54.947825] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:54.951596] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2026-02-10T20:23:54.951906] [INFO ] [FORECASTER] Completed predict_future for HLX
[2026-02-10T20:23:54.952049] [INFO ] [sig       ] HLX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:55.107449] [INFO ] [LOCAL     ] Saved forecast: HLX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HLX.txt
[2026-02-10T20:23:55.107601] [INFO ] [sig       ] [1480/3417] Completed HLX in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:55.107644] [INFO ] [sig       ] [1481/3417] Forecasting HMC...
[2026-02-10T20:23:55.107674] [INFO ] [sig       ] Generating forecast for: HMC
[2026-02-10T20:23:55.107706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2026-02-10T20:23:55.119009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2026-02-10T20:23:55.119306] [INFO ] [FORECASTER] Starting predict_future for HMC
[2026-02-10T20:23:55.120095] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2026-02-10T20:23:55.120148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:55.120180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:55.120207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:55.120263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:55.179566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:55.180290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:55.180373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:55.180408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:55.302866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:55.303022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:55.303062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:55.303127] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:55.306814] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2026-02-10T20:23:55.307109] [INFO ] [FORECASTER] Completed predict_future for HMC
[2026-02-10T20:23:55.307252] [INFO ] [sig       ] HMC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:55.467126] [INFO ] [LOCAL     ] Saved forecast: HMC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HMC.txt
[2026-02-10T20:23:55.467273] [INFO ] [sig       ] [1481/3417] Completed HMC in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:55.467314] [INFO ] [sig       ] [1482/3417] Forecasting HMN...
[2026-02-10T20:23:55.467344] [INFO ] [sig       ] Generating forecast for: HMN
[2026-02-10T20:23:55.467381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2026-02-10T20:23:55.479156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2026-02-10T20:23:55.479671] [INFO ] [FORECASTER] Starting predict_future for HMN
[2026-02-10T20:23:55.480721] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2026-02-10T20:23:55.480774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:55.480806] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:55.480832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:55.480888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:55.543638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:55.544496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:55.544600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:55.544638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:55.667934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:55.668122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:55.668166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:55.668196] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:55.671867] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2026-02-10T20:23:55.672160] [INFO ] [FORECASTER] Completed predict_future for HMN
[2026-02-10T20:23:55.672293] [INFO ] [sig       ] HMN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:55.826047] [INFO ] [LOCAL     ] Saved forecast: HMN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HMN.txt
[2026-02-10T20:23:55.826190] [INFO ] [sig       ] [1482/3417] Completed HMN in 0.4s | 2.79 sym/s | Total: 8.8m | ETA: 11.6m
[2026-02-10T20:23:55.826230] [INFO ] [sig       ] [1483/3417] Forecasting HMY...
[2026-02-10T20:23:55.826260] [INFO ] [sig       ] Generating forecast for: HMY
[2026-02-10T20:23:55.826290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2026-02-10T20:23:55.838316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2026-02-10T20:23:55.838715] [INFO ] [FORECASTER] Starting predict_future for HMY
[2026-02-10T20:23:55.839550] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2026-02-10T20:23:55.839636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:55.839674] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:55.839703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:55.839768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:55.900138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:55.900986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:55.901073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:55.901107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:56.022745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:56.022911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:56.022952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:56.022981] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:56.026415] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2026-02-10T20:23:56.026727] [INFO ] [FORECASTER] Completed predict_future for HMY
[2026-02-10T20:23:56.026861] [INFO ] [sig       ] HMY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:56.169328] [INFO ] [LOCAL     ] Saved forecast: HMY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HMY.txt
[2026-02-10T20:23:56.169488] [INFO ] [sig       ] [1483/3417] Completed HMY in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:56.169528] [INFO ] [sig       ] [1484/3417] Forecasting HNDL...
[2026-02-10T20:23:56.169559] [INFO ] [sig       ] Generating forecast for: HNDL
[2026-02-10T20:23:56.169612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2026-02-10T20:23:56.180522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2026-02-10T20:23:56.180844] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2026-02-10T20:23:56.181637] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2026-02-10T20:23:56.181690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:56.181721] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:56.181748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:56.181805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:56.238993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:56.239670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:56.239751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:56.239784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:56.358106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:56.358441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:56.358481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:56.358508] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:56.362339] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2026-02-10T20:23:56.362635] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2026-02-10T20:23:56.362763] [INFO ] [sig       ] HNDL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:56.504565] [INFO ] [LOCAL     ] Saved forecast: HNDL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HNDL.txt
[2026-02-10T20:23:56.504756] [INFO ] [sig       ] [1484/3417] Completed HNDL in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:56.504797] [INFO ] [sig       ] [1485/3417] Forecasting HNI...
[2026-02-10T20:23:56.504827] [INFO ] [sig       ] Generating forecast for: HNI
[2026-02-10T20:23:56.504860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2026-02-10T20:23:56.516540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2026-02-10T20:23:56.517025] [INFO ] [FORECASTER] Starting predict_future for HNI
[2026-02-10T20:23:56.518081] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2026-02-10T20:23:56.518162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:56.518195] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:56.518223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:56.518282] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:56.574716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:56.575598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:56.575683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:56.575715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:56.699304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:56.699463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:56.699503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:56.699533] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:56.702963] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2026-02-10T20:23:56.703235] [INFO ] [FORECASTER] Completed predict_future for HNI
[2026-02-10T20:23:56.703363] [INFO ] [sig       ] HNI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:56.846156] [INFO ] [LOCAL     ] Saved forecast: HNI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HNI.txt
[2026-02-10T20:23:56.846302] [INFO ] [sig       ] [1485/3417] Completed HNI in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:56.846348] [INFO ] [sig       ] [1486/3417] Forecasting HNRG...
[2026-02-10T20:23:56.846379] [INFO ] [sig       ] Generating forecast for: HNRG
[2026-02-10T20:23:56.846409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2026-02-10T20:23:56.858998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2026-02-10T20:23:56.859384] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2026-02-10T20:23:56.860650] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2026-02-10T20:23:56.860714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:56.860752] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:56.860781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:56.860841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:56.922482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:56.923603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:56.923723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:56.923760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:57.047770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:57.047929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:57.047970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:57.048000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:57.051650] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=75.14%)
[2026-02-10T20:23:57.051942] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2026-02-10T20:23:57.052092] [INFO ] [sig       ] HNRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:57.196192] [INFO ] [LOCAL     ] Saved forecast: HNRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HNRG.txt
[2026-02-10T20:23:57.196336] [INFO ] [sig       ] [1486/3417] Completed HNRG in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:57.196378] [INFO ] [sig       ] [1487/3417] Forecasting HOG...
[2026-02-10T20:23:57.196407] [INFO ] [sig       ] Generating forecast for: HOG
[2026-02-10T20:23:57.196437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2026-02-10T20:23:57.207876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2026-02-10T20:23:57.208255] [INFO ] [FORECASTER] Starting predict_future for HOG
[2026-02-10T20:23:57.209177] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2026-02-10T20:23:57.209232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:57.209265] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:57.209293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:57.209351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:57.269672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:57.270399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:57.270485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:57.270519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:57.396560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:57.396740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:57.396781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:57.396811] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:57.401206] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2026-02-10T20:23:57.401528] [INFO ] [FORECASTER] Completed predict_future for HOG
[2026-02-10T20:23:57.401687] [INFO ] [sig       ] HOG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:57.547519] [INFO ] [LOCAL     ] Saved forecast: HOG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HOG.txt
[2026-02-10T20:23:57.547777] [INFO ] [sig       ] [1487/3417] Completed HOG in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:57.547844] [INFO ] [sig       ] [1488/3417] Forecasting HOLO...
[2026-02-10T20:23:57.547890] [INFO ] [sig       ] Generating forecast for: HOLO
[2026-02-10T20:23:57.547932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2026-02-10T20:23:57.561050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2026-02-10T20:23:57.561383] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2026-02-10T20:23:57.562216] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2026-02-10T20:23:57.562270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:57.562303] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:57.562332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:57.562391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:57.625980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:57.626908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:57.627029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:57.627064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:57.752688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:57.752844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:57.752887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:57.752916] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:57.756392] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=91.63%)
[2026-02-10T20:23:57.756695] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2026-02-10T20:23:57.756829] [INFO ] [sig       ] HOLO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:57.900377] [INFO ] [LOCAL     ] Saved forecast: HOLO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HOLO.txt
[2026-02-10T20:23:57.900532] [INFO ] [sig       ] [1488/3417] Completed HOLO in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:57.900597] [INFO ] [sig       ] [1489/3417] Forecasting HOLX...
[2026-02-10T20:23:57.900634] [INFO ] [sig       ] Generating forecast for: HOLX
[2026-02-10T20:23:57.900666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2026-02-10T20:23:57.913082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2026-02-10T20:23:57.913471] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2026-02-10T20:23:57.914479] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2026-02-10T20:23:57.914533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:57.914565] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:57.914613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:57.914671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:57.977142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:57.978136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:57.978226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:57.978261] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:58.107764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:58.107928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:58.107968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:58.107998] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:58.111696] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2026-02-10T20:23:58.112048] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2026-02-10T20:23:58.112189] [INFO ] [sig       ] HOLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:58.271824] [INFO ] [LOCAL     ] Saved forecast: HOLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HOLX.txt
[2026-02-10T20:23:58.271986] [INFO ] [sig       ] [1489/3417] Completed HOLX in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:58.272028] [INFO ] [sig       ] [1490/3417] Forecasting HOMB...
[2026-02-10T20:23:58.272059] [INFO ] [sig       ] Generating forecast for: HOMB
[2026-02-10T20:23:58.272091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2026-02-10T20:23:58.284252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2026-02-10T20:23:58.284618] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2026-02-10T20:23:58.285433] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2026-02-10T20:23:58.285488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:58.285521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:58.285549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:58.285634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:58.347166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:58.347898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:58.348010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:58.348076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:58.469036] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:58.469190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:58.469231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:58.469261] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:58.472744] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2026-02-10T20:23:58.473018] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2026-02-10T20:23:58.473145] [INFO ] [sig       ] HOMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:23:58.618874] [INFO ] [LOCAL     ] Saved forecast: HOMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HOMB.txt
[2026-02-10T20:23:58.619039] [INFO ] [sig       ] [1490/3417] Completed HOMB in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:58.619086] [INFO ] [sig       ] [1491/3417] Forecasting HON...
[2026-02-10T20:23:58.619115] [INFO ] [sig       ] Generating forecast for: HON
[2026-02-10T20:23:58.619146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2026-02-10T20:23:58.630605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2026-02-10T20:23:58.630917] [INFO ] [FORECASTER] Starting predict_future for HON
[2026-02-10T20:23:58.631732] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2026-02-10T20:23:58.631822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:58.631858] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:58.631886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:58.631945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:58.691375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:58.692066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:58.692148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:58.692182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:58.821204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:58.821364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:58.821406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:58.821436] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:58.824939] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2026-02-10T20:23:58.825248] [INFO ] [FORECASTER] Completed predict_future for HON
[2026-02-10T20:23:58.825382] [INFO ] [sig       ] HON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:58.970104] [INFO ] [LOCAL     ] Saved forecast: HON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HON.txt
[2026-02-10T20:23:58.970292] [INFO ] [sig       ] [1491/3417] Completed HON in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:58.970335] [INFO ] [sig       ] [1492/3417] Forecasting HOOD...
[2026-02-10T20:23:58.970366] [INFO ] [sig       ] Generating forecast for: HOOD
[2026-02-10T20:23:58.970396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2026-02-10T20:23:58.981716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2026-02-10T20:23:58.982066] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2026-02-10T20:23:58.982855] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2026-02-10T20:23:58.982914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:58.982953] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:58.982986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:58.983056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:59.041732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:59.042371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:59.042450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:59.042482] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:59.163268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:59.163412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:59.163459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:59.163488] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:59.167441] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=41.41%)
[2026-02-10T20:23:59.167734] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2026-02-10T20:23:59.167862] [INFO ] [sig       ] HOOD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:59.311137] [INFO ] [LOCAL     ] Saved forecast: HOOD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HOOD.txt
[2026-02-10T20:23:59.311293] [INFO ] [sig       ] [1492/3417] Completed HOOD in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:59.311335] [INFO ] [sig       ] [1493/3417] Forecasting HOPE...
[2026-02-10T20:23:59.311364] [INFO ] [sig       ] Generating forecast for: HOPE
[2026-02-10T20:23:59.311395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2026-02-10T20:23:59.322591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2026-02-10T20:23:59.322893] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2026-02-10T20:23:59.323696] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2026-02-10T20:23:59.323749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:59.323781] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:59.323808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:59.323864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:59.385635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:59.386533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:59.386641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:59.386677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:59.507362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:59.507511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:59.507552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:59.507599] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:59.511481] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2026-02-10T20:23:59.511773] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2026-02-10T20:23:59.511902] [INFO ] [sig       ] HOPE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:59.659091] [INFO ] [LOCAL     ] Saved forecast: HOPE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HOPE.txt
[2026-02-10T20:23:59.659243] [INFO ] [sig       ] [1493/3417] Completed HOPE in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:59.659285] [INFO ] [sig       ] [1494/3417] Forecasting HP...
[2026-02-10T20:23:59.659315] [INFO ] [sig       ] Generating forecast for: HP
[2026-02-10T20:23:59.659344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2026-02-10T20:23:59.671181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2026-02-10T20:23:59.671706] [INFO ] [FORECASTER] Starting predict_future for HP
[2026-02-10T20:23:59.672514] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2026-02-10T20:23:59.672600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:23:59.672640] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:23:59.672670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:23:59.672729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:23:59.733798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:23:59.734589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:23:59.734674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:23:59.734707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:23:59.853676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:23:59.853828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:23:59.853867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:23:59.853896] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:23:59.857553] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2026-02-10T20:23:59.857857] [INFO ] [FORECASTER] Completed predict_future for HP
[2026-02-10T20:23:59.857994] [INFO ] [sig       ] HP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:23:59.998470] [INFO ] [LOCAL     ] Saved forecast: HP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HP.txt
[2026-02-10T20:23:59.998634] [INFO ] [sig       ] [1494/3417] Completed HP in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:23:59.998684] [INFO ] [sig       ] [1495/3417] Forecasting HPE...
[2026-02-10T20:23:59.998715] [INFO ] [sig       ] Generating forecast for: HPE
[2026-02-10T20:23:59.998746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2026-02-10T20:24:00.010175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2026-02-10T20:24:00.010525] [INFO ] [FORECASTER] Starting predict_future for HPE
[2026-02-10T20:24:00.011377] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2026-02-10T20:24:00.011433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:00.011502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:00.011533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:00.011610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:00.069477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:00.070265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:00.070349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:00.070382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:00.193684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:00.193849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:00.193891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:00.193924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:00.197494] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2026-02-10T20:24:00.197798] [INFO ] [FORECASTER] Completed predict_future for HPE
[2026-02-10T20:24:00.197931] [INFO ] [sig       ] HPE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:00.344399] [INFO ] [LOCAL     ] Saved forecast: HPE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HPE.txt
[2026-02-10T20:24:00.344566] [INFO ] [sig       ] [1495/3417] Completed HPE in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:24:00.344631] [INFO ] [sig       ] [1496/3417] Forecasting HPF...
[2026-02-10T20:24:00.344663] [INFO ] [sig       ] Generating forecast for: HPF
[2026-02-10T20:24:00.344695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2026-02-10T20:24:00.356124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2026-02-10T20:24:00.356696] [INFO ] [FORECASTER] Starting predict_future for HPF
[2026-02-10T20:24:00.357741] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2026-02-10T20:24:00.357795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:00.357828] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:00.357854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:00.357912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:00.418659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:00.419475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:00.419562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:00.419617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:00.539880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:00.540004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:00.540045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:00.540073] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:00.543617] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2026-02-10T20:24:00.543918] [INFO ] [FORECASTER] Completed predict_future for HPF
[2026-02-10T20:24:00.544068] [INFO ] [sig       ] HPF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:00.686910] [INFO ] [LOCAL     ] Saved forecast: HPF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HPF.txt
[2026-02-10T20:24:00.687060] [INFO ] [sig       ] [1496/3417] Completed HPF in 0.3s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:24:00.687106] [INFO ] [sig       ] [1497/3417] Forecasting HPI...
[2026-02-10T20:24:00.687142] [INFO ] [sig       ] Generating forecast for: HPI
[2026-02-10T20:24:00.687179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2026-02-10T20:24:00.698887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2026-02-10T20:24:00.699284] [INFO ] [FORECASTER] Starting predict_future for HPI
[2026-02-10T20:24:00.700092] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2026-02-10T20:24:00.700145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:00.700178] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:00.700205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:00.700260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:00.759719] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:00.760543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:00.760653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:00.760688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:00.884004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:00.884135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:00.884178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:00.884207] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:00.888177] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=69.90%)
[2026-02-10T20:24:00.888458] [INFO ] [FORECASTER] Completed predict_future for HPI
[2026-02-10T20:24:00.888615] [INFO ] [sig       ] HPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:01.057436] [INFO ] [LOCAL     ] Saved forecast: HPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HPI.txt
[2026-02-10T20:24:01.057644] [INFO ] [sig       ] [1497/3417] Completed HPI in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:24:01.057695] [INFO ] [sig       ] [1498/3417] Forecasting HPK...
[2026-02-10T20:24:01.057726] [INFO ] [sig       ] Generating forecast for: HPK
[2026-02-10T20:24:01.057758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2026-02-10T20:24:01.069838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2026-02-10T20:24:01.070234] [INFO ] [FORECASTER] Starting predict_future for HPK
[2026-02-10T20:24:01.071142] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2026-02-10T20:24:01.071200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:01.071233] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:01.071260] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:01.071316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:01.131900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:01.132877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:01.132978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:01.133013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:01.262770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:01.262930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:01.262989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:01.263021] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:01.266666] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2026-02-10T20:24:01.266959] [INFO ] [FORECASTER] Completed predict_future for HPK
[2026-02-10T20:24:01.267094] [INFO ] [sig       ] HPK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:01.413385] [INFO ] [LOCAL     ] Saved forecast: HPK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HPK.txt
[2026-02-10T20:24:01.414603] [INFO ] [sig       ] [1498/3417] Completed HPK in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.5m
[2026-02-10T20:24:01.414665] [INFO ] [sig       ] [1499/3417] Forecasting HPP...
[2026-02-10T20:24:01.414700] [INFO ] [sig       ] Generating forecast for: HPP
[2026-02-10T20:24:01.414732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2026-02-10T20:24:01.428185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2026-02-10T20:24:01.428597] [INFO ] [FORECASTER] Starting predict_future for HPP
[2026-02-10T20:24:01.429618] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2026-02-10T20:24:01.429673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:01.429707] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:01.429737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:01.429796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:01.496286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:01.497225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:01.497315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:01.497349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:01.622624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:01.622785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:01.622828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:01.622858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:01.626955] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2026-02-10T20:24:01.627276] [INFO ] [FORECASTER] Completed predict_future for HPP
[2026-02-10T20:24:01.627409] [INFO ] [sig       ] HPP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:01.775409] [INFO ] [LOCAL     ] Saved forecast: HPP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HPP.txt
[2026-02-10T20:24:01.775550] [INFO ] [sig       ] [1499/3417] Completed HPP in 0.4s | 2.79 sym/s | Total: 8.9m | ETA: 11.4m
[2026-02-10T20:24:01.775610] [INFO ] [sig       ] [1500/3417] Forecasting HPQ...
[2026-02-10T20:24:01.775642] [INFO ] [sig       ] Generating forecast for: HPQ
[2026-02-10T20:24:01.775672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2026-02-10T20:24:01.787745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2026-02-10T20:24:01.788092] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2026-02-10T20:24:01.788983] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2026-02-10T20:24:01.789039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:01.789072] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:01.789099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:01.789156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:01.847246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:01.848167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:01.848269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:01.848303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:01.975798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:01.975957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:01.975997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:01.976026] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:01.979514] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2026-02-10T20:24:01.979818] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2026-02-10T20:24:01.979952] [INFO ] [sig       ] HPQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:02.132730] [INFO ] [LOCAL     ] Saved forecast: HPQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HPQ.txt
[2026-02-10T20:24:02.132909] [INFO ] [sig       ] [1500/3417] Completed HPQ in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:02.132979] [INFO ] [sig       ] [1501/3417] Forecasting HPS...
[2026-02-10T20:24:02.133016] [INFO ] [sig       ] Generating forecast for: HPS
[2026-02-10T20:24:02.133060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2026-02-10T20:24:02.146558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2026-02-10T20:24:02.146956] [INFO ] [FORECASTER] Starting predict_future for HPS
[2026-02-10T20:24:02.147957] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2026-02-10T20:24:02.148010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:02.148074] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:02.148103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:02.148160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:02.207447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:02.208395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:02.208486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:02.208519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:02.335652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:02.335819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:02.335875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:02.335907] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:02.339930] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2026-02-10T20:24:02.340298] [INFO ] [FORECASTER] Completed predict_future for HPS
[2026-02-10T20:24:02.340449] [INFO ] [sig       ] HPS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:02.493136] [INFO ] [LOCAL     ] Saved forecast: HPS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HPS.txt
[2026-02-10T20:24:02.493295] [INFO ] [sig       ] [1501/3417] Completed HPS in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:02.493336] [INFO ] [sig       ] [1502/3417] Forecasting HQI...
[2026-02-10T20:24:02.493368] [INFO ] [sig       ] Generating forecast for: HQI
[2026-02-10T20:24:02.493399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2026-02-10T20:24:02.504806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2026-02-10T20:24:02.505201] [INFO ] [FORECASTER] Starting predict_future for HQI
[2026-02-10T20:24:02.506086] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2026-02-10T20:24:02.506142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:02.506189] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:02.506220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:02.506280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:02.565773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:02.566775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:02.566870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:02.566905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:02.678627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:02.678814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:02.678872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:02.678920] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:02.682805] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2026-02-10T20:24:02.683120] [INFO ] [FORECASTER] Completed predict_future for HQI
[2026-02-10T20:24:02.683265] [INFO ] [sig       ] HQI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:02.839807] [INFO ] [LOCAL     ] Saved forecast: HQI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HQI.txt
[2026-02-10T20:24:02.839979] [INFO ] [sig       ] [1502/3417] Completed HQI in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:02.840024] [INFO ] [sig       ] [1503/3417] Forecasting HQL...
[2026-02-10T20:24:02.840057] [INFO ] [sig       ] Generating forecast for: HQL
[2026-02-10T20:24:02.840092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2026-02-10T20:24:02.851810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2026-02-10T20:24:02.852196] [INFO ] [FORECASTER] Starting predict_future for HQL
[2026-02-10T20:24:02.853028] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2026-02-10T20:24:02.853085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:02.853118] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:02.853146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:02.853204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:02.915666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:02.916568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:02.916690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:02.916725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:03.042049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:03.042211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:03.042252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:03.042282] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:03.045862] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=40.54%)
[2026-02-10T20:24:03.046143] [INFO ] [FORECASTER] Completed predict_future for HQL
[2026-02-10T20:24:03.046278] [INFO ] [sig       ] HQL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:03.193868] [INFO ] [LOCAL     ] Saved forecast: HQL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HQL.txt
[2026-02-10T20:24:03.194032] [INFO ] [sig       ] [1503/3417] Completed HQL in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:03.194074] [INFO ] [sig       ] [1504/3417] Forecasting HQY...
[2026-02-10T20:24:03.194103] [INFO ] [sig       ] Generating forecast for: HQY
[2026-02-10T20:24:03.194135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2026-02-10T20:24:03.206090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2026-02-10T20:24:03.206489] [INFO ] [FORECASTER] Starting predict_future for HQY
[2026-02-10T20:24:03.207413] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2026-02-10T20:24:03.207469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:03.207505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:03.207533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:03.207614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:03.266475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:03.267380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:03.267469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:03.267504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:03.396387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:03.396551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:03.396614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:03.396647] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:03.400343] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2026-02-10T20:24:03.400713] [INFO ] [FORECASTER] Completed predict_future for HQY
[2026-02-10T20:24:03.400865] [INFO ] [sig       ] HQY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:03.547875] [INFO ] [LOCAL     ] Saved forecast: HQY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HQY.txt
[2026-02-10T20:24:03.548019] [INFO ] [sig       ] [1504/3417] Completed HQY in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:03.548083] [INFO ] [sig       ] [1505/3417] Forecasting HRB...
[2026-02-10T20:24:03.548114] [INFO ] [sig       ] Generating forecast for: HRB
[2026-02-10T20:24:03.548145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2026-02-10T20:24:03.559247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2026-02-10T20:24:03.559593] [INFO ] [FORECASTER] Starting predict_future for HRB
[2026-02-10T20:24:03.560429] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2026-02-10T20:24:03.560483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:03.560517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:03.560547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:03.560623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:03.618698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:03.619484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:03.619616] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:03.619655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:03.748083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:03.748273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:03.748317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:03.748348] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:03.752031] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2026-02-10T20:24:03.752325] [INFO ] [FORECASTER] Completed predict_future for HRB
[2026-02-10T20:24:03.752458] [INFO ] [sig       ] HRB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:03.892583] [INFO ] [LOCAL     ] Saved forecast: HRB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HRB.txt
[2026-02-10T20:24:03.892731] [INFO ] [sig       ] [1505/3417] Completed HRB in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:03.892779] [INFO ] [sig       ] [1506/3417] Forecasting HRL...
[2026-02-10T20:24:03.892813] [INFO ] [sig       ] Generating forecast for: HRL
[2026-02-10T20:24:03.892853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2026-02-10T20:24:03.904268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2026-02-10T20:24:03.904586] [INFO ] [FORECASTER] Starting predict_future for HRL
[2026-02-10T20:24:03.905397] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2026-02-10T20:24:03.905452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:03.905485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:03.905514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:03.905590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:03.978427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:03.979342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:03.979430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:03.979463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:04.098774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:04.098932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:04.098973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:04.099002] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:04.102384] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2026-02-10T20:24:04.102690] [INFO ] [FORECASTER] Completed predict_future for HRL
[2026-02-10T20:24:04.102823] [INFO ] [sig       ] HRL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:04.243158] [INFO ] [LOCAL     ] Saved forecast: HRL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HRL.txt
[2026-02-10T20:24:04.243296] [INFO ] [sig       ] [1506/3417] Completed HRL in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:04.243337] [INFO ] [sig       ] [1507/3417] Forecasting HRMY...
[2026-02-10T20:24:04.243368] [INFO ] [sig       ] Generating forecast for: HRMY
[2026-02-10T20:24:04.243399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2026-02-10T20:24:04.254603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2026-02-10T20:24:04.254879] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2026-02-10T20:24:04.255672] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2026-02-10T20:24:04.255725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:04.255757] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:04.255784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:04.255839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:04.314272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:04.315067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:04.315163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:04.315197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:04.433836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:04.434010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:04.434058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:04.434089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:04.437673] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2026-02-10T20:24:04.437964] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2026-02-10T20:24:04.438123] [INFO ] [sig       ] HRMY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:04.580069] [INFO ] [LOCAL     ] Saved forecast: HRMY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HRMY.txt
[2026-02-10T20:24:04.580208] [INFO ] [sig       ] [1507/3417] Completed HRMY in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:04.580248] [INFO ] [sig       ] [1508/3417] Forecasting HRTG...
[2026-02-10T20:24:04.580278] [INFO ] [sig       ] Generating forecast for: HRTG
[2026-02-10T20:24:04.580307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2026-02-10T20:24:04.591976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2026-02-10T20:24:04.592317] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2026-02-10T20:24:04.593124] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2026-02-10T20:24:04.593179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:04.593213] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:04.593241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:04.593299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:04.653013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:04.653817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:04.653902] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:04.653937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:04.777284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:04.777451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:04.777491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:04.777521] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:04.781016] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2026-02-10T20:24:04.781344] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2026-02-10T20:24:04.781479] [INFO ] [sig       ] HRTG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:04.927796] [INFO ] [LOCAL     ] Saved forecast: HRTG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HRTG.txt
[2026-02-10T20:24:04.928064] [INFO ] [sig       ] [1508/3417] Completed HRTG in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:04.928134] [INFO ] [sig       ] [1509/3417] Forecasting HRTX...
[2026-02-10T20:24:04.928179] [INFO ] [sig       ] Generating forecast for: HRTX
[2026-02-10T20:24:04.928222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2026-02-10T20:24:04.939634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2026-02-10T20:24:04.939974] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2026-02-10T20:24:04.940801] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2026-02-10T20:24:04.940854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:04.940887] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:04.940915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:04.940971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:05.001095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:05.001866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:05.001951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:05.001985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:05.126160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:05.126351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:05.126399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:05.126430] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:05.130541] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2026-02-10T20:24:05.130844] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2026-02-10T20:24:05.130978] [INFO ] [sig       ] HRTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:05.278327] [INFO ] [LOCAL     ] Saved forecast: HRTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HRTX.txt
[2026-02-10T20:24:05.278463] [INFO ] [sig       ] [1509/3417] Completed HRTX in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:05.278503] [INFO ] [sig       ] [1510/3417] Forecasting HRZN...
[2026-02-10T20:24:05.278532] [INFO ] [sig       ] Generating forecast for: HRZN
[2026-02-10T20:24:05.278563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2026-02-10T20:24:05.290895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2026-02-10T20:24:05.291190] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2026-02-10T20:24:05.291987] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2026-02-10T20:24:05.292041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:05.292074] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:05.292106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:05.292172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:05.352388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:05.353262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:05.353349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:05.353384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:05.475541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:05.475719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:05.475762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:05.475792] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:05.479543] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2026-02-10T20:24:05.479845] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2026-02-10T20:24:05.479977] [INFO ] [sig       ] HRZN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:05.621263] [INFO ] [LOCAL     ] Saved forecast: HRZN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HRZN.txt
[2026-02-10T20:24:05.621408] [INFO ] [sig       ] [1510/3417] Completed HRZN in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:05.621449] [INFO ] [sig       ] [1511/3417] Forecasting HSAI...
[2026-02-10T20:24:05.621480] [INFO ] [sig       ] Generating forecast for: HSAI
[2026-02-10T20:24:05.621510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2026-02-10T20:24:05.633231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2026-02-10T20:24:05.633531] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2026-02-10T20:24:05.634322] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2026-02-10T20:24:05.634377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:05.634411] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:05.634441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:05.634499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:05.694127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:05.694842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:05.694924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:05.694958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:05.818978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:05.819148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:05.819197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:05.819234] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:05.822749] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2026-02-10T20:24:05.823032] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2026-02-10T20:24:05.823170] [INFO ] [sig       ] HSAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:05.965064] [INFO ] [LOCAL     ] Saved forecast: HSAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HSAI.txt
[2026-02-10T20:24:05.965222] [INFO ] [sig       ] [1511/3417] Completed HSAI in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:05.965264] [INFO ] [sig       ] [1512/3417] Forecasting HSBC...
[2026-02-10T20:24:05.965294] [INFO ] [sig       ] Generating forecast for: HSBC
[2026-02-10T20:24:05.965324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2026-02-10T20:24:05.976918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2026-02-10T20:24:05.977247] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2026-02-10T20:24:05.978299] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2026-02-10T20:24:05.978353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:05.978410] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:05.978437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:05.978493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:06.035508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:06.036468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:06.036557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:06.036613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:06.163254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:06.163415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:06.163457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:06.163486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:06.166971] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2026-02-10T20:24:06.167253] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2026-02-10T20:24:06.167384] [INFO ] [sig       ] HSBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:06.308316] [INFO ] [LOCAL     ] Saved forecast: HSBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HSBC.txt
[2026-02-10T20:24:06.308459] [INFO ] [sig       ] [1512/3417] Completed HSBC in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:06.308503] [INFO ] [sig       ] [1513/3417] Forecasting HSCS...
[2026-02-10T20:24:06.308533] [INFO ] [sig       ] Generating forecast for: HSCS
[2026-02-10T20:24:06.308565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2026-02-10T20:24:06.321391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2026-02-10T20:24:06.321846] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2026-02-10T20:24:06.322905] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2026-02-10T20:24:06.322973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:06.323017] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:06.323056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:06.323166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:06.384617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:06.385512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:06.385622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:06.385660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:06.504853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:06.505050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:06.505101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:06.505137] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:06.508903] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2026-02-10T20:24:06.509264] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2026-02-10T20:24:06.509405] [INFO ] [sig       ] HSCS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:06.653782] [INFO ] [LOCAL     ] Saved forecast: HSCS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HSCS.txt
[2026-02-10T20:24:06.653982] [INFO ] [sig       ] [1513/3417] Completed HSCS in 0.3s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:06.654045] [INFO ] [sig       ] [1514/3417] Forecasting HSHP...
[2026-02-10T20:24:06.654099] [INFO ] [sig       ] Generating forecast for: HSHP
[2026-02-10T20:24:06.654154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2026-02-10T20:24:06.668412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2026-02-10T20:24:06.668880] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2026-02-10T20:24:06.669879] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2026-02-10T20:24:06.669943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:06.669986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:06.670023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:06.670105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:06.733069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:06.734020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:06.734107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:06.734141] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:06.859388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:06.859544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:06.859603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:06.859634] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:06.863086] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2026-02-10T20:24:06.863365] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2026-02-10T20:24:06.863493] [INFO ] [sig       ] HSHP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:07.009875] [INFO ] [LOCAL     ] Saved forecast: HSHP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HSHP.txt
[2026-02-10T20:24:07.010084] [INFO ] [sig       ] [1514/3417] Completed HSHP in 0.4s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:07.010161] [INFO ] [sig       ] [1515/3417] Forecasting HSIC...
[2026-02-10T20:24:07.010211] [INFO ] [sig       ] Generating forecast for: HSIC
[2026-02-10T20:24:07.010264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2026-02-10T20:24:07.025192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2026-02-10T20:24:07.025737] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2026-02-10T20:24:07.027023] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2026-02-10T20:24:07.027115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:07.027177] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:07.027221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:07.027300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:07.089182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:07.090249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:07.090375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:07.090428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:07.235710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:07.235899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:07.235947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:07.236030] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:07.240280] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2026-02-10T20:24:07.240708] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2026-02-10T20:24:07.240879] [INFO ] [sig       ] HSIC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:07.471829] [INFO ] [LOCAL     ] Saved forecast: HSIC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HSIC.txt
[2026-02-10T20:24:07.472083] [INFO ] [sig       ] [1515/3417] Completed HSIC in 0.5s | 2.79 sym/s | Total: 9.0m | ETA: 11.4m
[2026-02-10T20:24:07.472168] [INFO ] [sig       ] [1516/3417] Forecasting HSTM...
[2026-02-10T20:24:07.472235] [INFO ] [sig       ] Generating forecast for: HSTM
[2026-02-10T20:24:07.472296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2026-02-10T20:24:07.489384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2026-02-10T20:24:07.489944] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2026-02-10T20:24:07.491208] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2026-02-10T20:24:07.491291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:07.491346] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:07.491397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:07.491483] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:07.583318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:07.584524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:07.584666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:07.584723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:07.765914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:07.766106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:07.766156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:07.766194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:07.771037] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2026-02-10T20:24:07.771508] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2026-02-10T20:24:07.771775] [INFO ] [sig       ] HSTM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:08.008242] [INFO ] [LOCAL     ] Saved forecast: HSTM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HSTM.txt
[2026-02-10T20:24:08.008559] [INFO ] [sig       ] [1516/3417] Completed HSTM in 0.5s | 2.79 sym/s | Total: 9.1m | ETA: 11.4m
[2026-02-10T20:24:08.008652] [INFO ] [sig       ] [1517/3417] Forecasting HSY...
[2026-02-10T20:24:08.008706] [INFO ] [sig       ] Generating forecast for: HSY
[2026-02-10T20:24:08.008785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2026-02-10T20:24:08.036015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2026-02-10T20:24:08.036740] [INFO ] [FORECASTER] Starting predict_future for HSY
[2026-02-10T20:24:08.038292] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2026-02-10T20:24:08.038371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:08.038427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:08.038474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:08.038625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:08.133480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:08.134819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:08.134959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:08.135019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:08.275709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:08.275945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:08.275998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:08.276034] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:08.280757] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2026-02-10T20:24:08.281194] [INFO ] [FORECASTER] Completed predict_future for HSY
[2026-02-10T20:24:08.281373] [INFO ] [sig       ] HSY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:08.452508] [INFO ] [LOCAL     ] Saved forecast: HSY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HSY.txt
[2026-02-10T20:24:08.452694] [INFO ] [sig       ] [1517/3417] Completed HSY in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:08.452737] [INFO ] [sig       ] [1518/3417] Forecasting HTBK...
[2026-02-10T20:24:08.452770] [INFO ] [sig       ] Generating forecast for: HTBK
[2026-02-10T20:24:08.452800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2026-02-10T20:24:08.465887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2026-02-10T20:24:08.466313] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2026-02-10T20:24:08.467209] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2026-02-10T20:24:08.467267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:08.467300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:08.467326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:08.467383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:08.534806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:08.535869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:08.535970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:08.536004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:08.667419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:08.667605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:08.667650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:08.667680] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:08.671320] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2026-02-10T20:24:08.671655] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2026-02-10T20:24:08.671798] [INFO ] [sig       ] HTBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:08.821523] [INFO ] [LOCAL     ] Saved forecast: HTBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HTBK.txt
[2026-02-10T20:24:08.821691] [INFO ] [sig       ] [1518/3417] Completed HTBK in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:08.821735] [INFO ] [sig       ] [1519/3417] Forecasting HTD...
[2026-02-10T20:24:08.821766] [INFO ] [sig       ] Generating forecast for: HTD
[2026-02-10T20:24:08.821797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2026-02-10T20:24:08.834129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2026-02-10T20:24:08.834408] [INFO ] [FORECASTER] Starting predict_future for HTD
[2026-02-10T20:24:08.835215] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2026-02-10T20:24:08.835269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:08.835301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:08.835328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:08.835385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:08.894527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:08.895347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:08.895641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:08.895678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:09.020033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:09.020197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:09.020238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:09.020267] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:09.024091] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2026-02-10T20:24:09.024368] [INFO ] [FORECASTER] Completed predict_future for HTD
[2026-02-10T20:24:09.024496] [INFO ] [sig       ] HTD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:09.166726] [INFO ] [LOCAL     ] Saved forecast: HTD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HTD.txt
[2026-02-10T20:24:09.166854] [INFO ] [sig       ] [1519/3417] Completed HTD in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:09.166894] [INFO ] [sig       ] [1520/3417] Forecasting HTGC...
[2026-02-10T20:24:09.166923] [INFO ] [sig       ] Generating forecast for: HTGC
[2026-02-10T20:24:09.166954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2026-02-10T20:24:09.181264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2026-02-10T20:24:09.181661] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2026-02-10T20:24:09.182484] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2026-02-10T20:24:09.182542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:09.182601] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:09.182632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:09.182689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:09.242773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:09.243710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:09.243803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:09.243836] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:09.372463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:09.372673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:09.372718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:09.372747] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:09.376673] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2026-02-10T20:24:09.377072] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2026-02-10T20:24:09.377226] [INFO ] [sig       ] HTGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:09.525918] [INFO ] [LOCAL     ] Saved forecast: HTGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HTGC.txt
[2026-02-10T20:24:09.526081] [INFO ] [sig       ] [1520/3417] Completed HTGC in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:09.526123] [INFO ] [sig       ] [1521/3417] Forecasting HTH...
[2026-02-10T20:24:09.526153] [INFO ] [sig       ] Generating forecast for: HTH
[2026-02-10T20:24:09.526184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2026-02-10T20:24:09.537648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2026-02-10T20:24:09.537986] [INFO ] [FORECASTER] Starting predict_future for HTH
[2026-02-10T20:24:09.538814] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2026-02-10T20:24:09.538867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:09.538899] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:09.538927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:09.538983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:09.597351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:09.598314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:09.598619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:09.598656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:09.725601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:09.725800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:09.725850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:09.725880] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:09.729632] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2026-02-10T20:24:09.729932] [INFO ] [FORECASTER] Completed predict_future for HTH
[2026-02-10T20:24:09.730066] [INFO ] [sig       ] HTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:09.881341] [INFO ] [LOCAL     ] Saved forecast: HTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HTH.txt
[2026-02-10T20:24:09.881482] [INFO ] [sig       ] [1521/3417] Completed HTH in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:09.881533] [INFO ] [sig       ] [1522/3417] Forecasting HTLD...
[2026-02-10T20:24:09.881565] [INFO ] [sig       ] Generating forecast for: HTLD
[2026-02-10T20:24:09.881624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2026-02-10T20:24:09.895107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2026-02-10T20:24:09.895424] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2026-02-10T20:24:09.896235] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2026-02-10T20:24:09.896288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:09.896320] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:09.896348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:09.896405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:09.957088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:09.957971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:09.958114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:09.958151] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:10.083455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:10.083656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:10.083701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:10.083740] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:10.087521] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2026-02-10T20:24:10.087827] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2026-02-10T20:24:10.087961] [INFO ] [sig       ] HTLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:10.233712] [INFO ] [LOCAL     ] Saved forecast: HTLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HTLD.txt
[2026-02-10T20:24:10.233862] [INFO ] [sig       ] [1522/3417] Completed HTLD in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:10.233902] [INFO ] [sig       ] [1523/3417] Forecasting HTOO...
[2026-02-10T20:24:10.233934] [INFO ] [sig       ] Generating forecast for: HTOO
[2026-02-10T20:24:10.233965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2026-02-10T20:24:10.245097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2026-02-10T20:24:10.245447] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2026-02-10T20:24:10.246240] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2026-02-10T20:24:10.246293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:10.246326] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:10.246353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:10.246409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:10.307661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:10.308544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:10.308651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:10.308687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:10.432199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:10.432406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:10.432453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:10.432483] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:10.436358] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2026-02-10T20:24:10.436854] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2026-02-10T20:24:10.436984] [INFO ] [sig       ] HTOO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:10.580223] [INFO ] [LOCAL     ] Saved forecast: HTOO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HTOO.txt
[2026-02-10T20:24:10.580357] [INFO ] [sig       ] [1523/3417] Completed HTOO in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:10.580395] [INFO ] [sig       ] [1524/3417] Forecasting HTZ...
[2026-02-10T20:24:10.580437] [INFO ] [sig       ] Generating forecast for: HTZ
[2026-02-10T20:24:10.580495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2026-02-10T20:24:10.593139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2026-02-10T20:24:10.593460] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2026-02-10T20:24:10.594281] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2026-02-10T20:24:10.594334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:10.594366] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:10.594392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:10.594456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:10.654290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:10.654965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:10.655045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:10.655078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:10.778362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:10.778514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:10.778556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:10.778604] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:10.782104] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2026-02-10T20:24:10.782375] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2026-02-10T20:24:10.782690] [INFO ] [sig       ] HTZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:10.924517] [INFO ] [LOCAL     ] Saved forecast: HTZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HTZ.txt
[2026-02-10T20:24:10.924684] [INFO ] [sig       ] [1524/3417] Completed HTZ in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:10.924724] [INFO ] [sig       ] [1525/3417] Forecasting HUBB...
[2026-02-10T20:24:10.924755] [INFO ] [sig       ] Generating forecast for: HUBB
[2026-02-10T20:24:10.924785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2026-02-10T20:24:10.946325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2026-02-10T20:24:10.946638] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2026-02-10T20:24:10.947390] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2026-02-10T20:24:10.947443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:10.947475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:10.947502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:10.947557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:11.005273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:11.005925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:11.006006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:11.006040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:11.137267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:11.137474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:11.137529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:11.137562] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:11.141621] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2026-02-10T20:24:11.141926] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2026-02-10T20:24:11.142075] [INFO ] [sig       ] HUBB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:11.288755] [INFO ] [LOCAL     ] Saved forecast: HUBB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HUBB.txt
[2026-02-10T20:24:11.288964] [INFO ] [sig       ] [1525/3417] Completed HUBB in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:11.289010] [INFO ] [sig       ] [1526/3417] Forecasting HUBG...
[2026-02-10T20:24:11.289041] [INFO ] [sig       ] Generating forecast for: HUBG
[2026-02-10T20:24:11.289073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2026-02-10T20:24:11.300488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2026-02-10T20:24:11.300896] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2026-02-10T20:24:11.301715] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2026-02-10T20:24:11.301768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:11.301814] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:11.301842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:11.301899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:11.363220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:11.364392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:11.364481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:11.364514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:11.487006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:11.487173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:11.487213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:11.487242] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:11.491113] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2026-02-10T20:24:11.491462] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2026-02-10T20:24:11.491629] [INFO ] [sig       ] HUBG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:11.638335] [INFO ] [LOCAL     ] Saved forecast: HUBG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HUBG.txt
[2026-02-10T20:24:11.638508] [INFO ] [sig       ] [1526/3417] Completed HUBG in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:11.638548] [INFO ] [sig       ] [1527/3417] Forecasting HUBS...
[2026-02-10T20:24:11.638600] [INFO ] [sig       ] Generating forecast for: HUBS
[2026-02-10T20:24:11.638634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2026-02-10T20:24:11.651027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2026-02-10T20:24:11.651388] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2026-02-10T20:24:11.652602] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2026-02-10T20:24:11.652655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:11.652687] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:11.652714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:11.652770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:11.710964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:11.711887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:11.712000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:11.712033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:11.845219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:11.845550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:11.845610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:11.845640] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:11.849153] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2026-02-10T20:24:11.849480] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2026-02-10T20:24:11.849643] [INFO ] [sig       ] HUBS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:11.990755] [INFO ] [LOCAL     ] Saved forecast: HUBS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HUBS.txt
[2026-02-10T20:24:11.990900] [INFO ] [sig       ] [1527/3417] Completed HUBS in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:11.990941] [INFO ] [sig       ] [1528/3417] Forecasting HUM...
[2026-02-10T20:24:11.990970] [INFO ] [sig       ] Generating forecast for: HUM
[2026-02-10T20:24:11.991000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2026-02-10T20:24:12.002641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2026-02-10T20:24:12.002941] [INFO ] [FORECASTER] Starting predict_future for HUM
[2026-02-10T20:24:12.003724] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2026-02-10T20:24:12.003778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:12.003811] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:12.003838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:12.003894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:12.062792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:12.063617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:12.063705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:12.063739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:12.201291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:12.201473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:12.201522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:12.201563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:12.205975] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2026-02-10T20:24:12.206317] [INFO ] [FORECASTER] Completed predict_future for HUM
[2026-02-10T20:24:12.206478] [INFO ] [sig       ] HUM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:12.356189] [INFO ] [LOCAL     ] Saved forecast: HUM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HUM.txt
[2026-02-10T20:24:12.356325] [INFO ] [sig       ] [1528/3417] Completed HUM in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:12.356366] [INFO ] [sig       ] [1529/3417] Forecasting HUN...
[2026-02-10T20:24:12.356396] [INFO ] [sig       ] Generating forecast for: HUN
[2026-02-10T20:24:12.356428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2026-02-10T20:24:12.368212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2026-02-10T20:24:12.368562] [INFO ] [FORECASTER] Starting predict_future for HUN
[2026-02-10T20:24:12.369431] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2026-02-10T20:24:12.369485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:12.369545] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:12.369593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:12.369662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:12.429971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:12.431068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:12.431170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:12.431217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:12.555944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:12.556153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:12.556206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:12.556250] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:12.560178] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2026-02-10T20:24:12.560524] [INFO ] [FORECASTER] Completed predict_future for HUN
[2026-02-10T20:24:12.560704] [INFO ] [sig       ] HUN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:12.701642] [INFO ] [LOCAL     ] Saved forecast: HUN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HUN.txt
[2026-02-10T20:24:12.701783] [INFO ] [sig       ] [1529/3417] Completed HUN in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:12.701831] [INFO ] [sig       ] [1530/3417] Forecasting HURC...
[2026-02-10T20:24:12.701864] [INFO ] [sig       ] Generating forecast for: HURC
[2026-02-10T20:24:12.701895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2026-02-10T20:24:12.714922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2026-02-10T20:24:12.715269] [INFO ] [FORECASTER] Starting predict_future for HURC
[2026-02-10T20:24:12.716225] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2026-02-10T20:24:12.716279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:12.716312] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:12.716340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:12.716396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:12.774930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:12.775587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:12.775668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:12.775701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:12.888018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:12.888210] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:24:12.888251] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:12.888282] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:12.891836] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2026-02-10T20:24:12.892127] [INFO ] [FORECASTER] Completed predict_future for HURC
[2026-02-10T20:24:12.892257] [INFO ] [sig       ] HURC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:13.039874] [INFO ] [LOCAL     ] Saved forecast: HURC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HURC.txt
[2026-02-10T20:24:13.040039] [INFO ] [sig       ] [1530/3417] Completed HURC in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:13.040088] [INFO ] [sig       ] [1531/3417] Forecasting HURN...
[2026-02-10T20:24:13.040121] [INFO ] [sig       ] Generating forecast for: HURN
[2026-02-10T20:24:13.040153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2026-02-10T20:24:13.053277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2026-02-10T20:24:13.053698] [INFO ] [FORECASTER] Starting predict_future for HURN
[2026-02-10T20:24:13.054710] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2026-02-10T20:24:13.054772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:13.054812] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:13.054850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:13.054927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:13.122798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:13.123824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:13.123912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:13.123945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:13.244353] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:13.244514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:13.244553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:13.244603] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:13.248052] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2026-02-10T20:24:13.248336] [INFO ] [FORECASTER] Completed predict_future for HURN
[2026-02-10T20:24:13.248491] [INFO ] [sig       ] HURN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:13.390385] [INFO ] [LOCAL     ] Saved forecast: HURN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HURN.txt
[2026-02-10T20:24:13.390544] [INFO ] [sig       ] [1531/3417] Completed HURN in 0.4s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:13.390605] [INFO ] [sig       ] [1532/3417] Forecasting HUYA...
[2026-02-10T20:24:13.390637] [INFO ] [sig       ] Generating forecast for: HUYA
[2026-02-10T20:24:13.390668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2026-02-10T20:24:13.402469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2026-02-10T20:24:13.402778] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2026-02-10T20:24:13.403587] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2026-02-10T20:24:13.403640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:13.403671] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:13.403698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:13.403755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:13.460528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:13.461201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:13.461283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:13.461316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:13.582794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:13.582960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:13.582999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:13.583059] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:13.586515] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2026-02-10T20:24:13.586822] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2026-02-10T20:24:13.586962] [INFO ] [sig       ] HUYA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:13.731058] [INFO ] [LOCAL     ] Saved forecast: HUYA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HUYA.txt
[2026-02-10T20:24:13.731220] [INFO ] [sig       ] [1532/3417] Completed HUYA in 0.3s | 2.79 sym/s | Total: 9.1m | ETA: 11.3m
[2026-02-10T20:24:13.731261] [INFO ] [sig       ] [1533/3417] Forecasting HWC...
[2026-02-10T20:24:13.731291] [INFO ] [sig       ] Generating forecast for: HWC
[2026-02-10T20:24:13.731322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2026-02-10T20:24:13.742845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2026-02-10T20:24:13.743216] [INFO ] [FORECASTER] Starting predict_future for HWC
[2026-02-10T20:24:13.744025] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2026-02-10T20:24:13.744080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:13.744111] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:13.744138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:13.744193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:13.800450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:13.801340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:13.801423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:13.801456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:13.930007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:13.930212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:13.930258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:13.930319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:13.934002] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=86.09%)
[2026-02-10T20:24:13.934323] [INFO ] [FORECASTER] Completed predict_future for HWC
[2026-02-10T20:24:13.934470] [INFO ] [sig       ] HWC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:14.076471] [INFO ] [LOCAL     ] Saved forecast: HWC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HWC.txt
[2026-02-10T20:24:14.076657] [INFO ] [sig       ] [1533/3417] Completed HWC in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:14.076702] [INFO ] [sig       ] [1534/3417] Forecasting HWH...
[2026-02-10T20:24:14.076732] [INFO ] [sig       ] Generating forecast for: HWH
[2026-02-10T20:24:14.076762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2026-02-10T20:24:14.088658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2026-02-10T20:24:14.089022] [INFO ] [FORECASTER] Starting predict_future for HWH
[2026-02-10T20:24:14.089857] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2026-02-10T20:24:14.089910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:14.089941] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:14.089967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:14.090024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:14.146735] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:14.147656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:14.147743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:14.147775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:14.267893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:14.268067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:14.268109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:14.268138] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:14.271773] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2026-02-10T20:24:14.272051] [INFO ] [FORECASTER] Completed predict_future for HWH
[2026-02-10T20:24:14.272180] [INFO ] [sig       ] HWH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:14.413089] [INFO ] [LOCAL     ] Saved forecast: HWH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HWH.txt
[2026-02-10T20:24:14.413233] [INFO ] [sig       ] [1534/3417] Completed HWH in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:14.413278] [INFO ] [sig       ] [1535/3417] Forecasting HWKN...
[2026-02-10T20:24:14.413316] [INFO ] [sig       ] Generating forecast for: HWKN
[2026-02-10T20:24:14.413355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2026-02-10T20:24:14.425129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2026-02-10T20:24:14.425435] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2026-02-10T20:24:14.426234] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2026-02-10T20:24:14.426293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:14.426332] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:14.426365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:14.426434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:14.483710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:14.484663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:14.484772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:14.484804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:14.606403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:14.606618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:14.606671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:14.606702] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:14.610442] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2026-02-10T20:24:14.610786] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2026-02-10T20:24:14.610948] [INFO ] [sig       ] HWKN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:14.775162] [INFO ] [LOCAL     ] Saved forecast: HWKN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HWKN.txt
[2026-02-10T20:24:14.775352] [INFO ] [sig       ] [1535/3417] Completed HWKN in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:14.775405] [INFO ] [sig       ] [1536/3417] Forecasting HWM...
[2026-02-10T20:24:14.775443] [INFO ] [sig       ] Generating forecast for: HWM
[2026-02-10T20:24:14.775480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2026-02-10T20:24:14.790595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2026-02-10T20:24:14.791019] [INFO ] [FORECASTER] Starting predict_future for HWM
[2026-02-10T20:24:14.792078] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2026-02-10T20:24:14.792134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:14.792169] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:14.792208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:14.792293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:14.858857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:14.859811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:14.859896] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:14.859929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:14.999103] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:14.999265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:14.999331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:14.999367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:15.002888] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2026-02-10T20:24:15.003168] [INFO ] [FORECASTER] Completed predict_future for HWM
[2026-02-10T20:24:15.003297] [INFO ] [sig       ] HWM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:15.154133] [INFO ] [LOCAL     ] Saved forecast: HWM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HWM.txt
[2026-02-10T20:24:15.154303] [INFO ] [sig       ] [1536/3417] Completed HWM in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:15.154357] [INFO ] [sig       ] [1537/3417] Forecasting HXL...
[2026-02-10T20:24:15.154391] [INFO ] [sig       ] Generating forecast for: HXL
[2026-02-10T20:24:15.154424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2026-02-10T20:24:15.167934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2026-02-10T20:24:15.168410] [INFO ] [FORECASTER] Starting predict_future for HXL
[2026-02-10T20:24:15.169429] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2026-02-10T20:24:15.169486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:15.169520] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:15.169561] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:15.169653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:15.246832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:15.247845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:15.247941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:15.247975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:15.376716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:15.376903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:15.376957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:15.376997] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:15.381735] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2026-02-10T20:24:15.382147] [INFO ] [FORECASTER] Completed predict_future for HXL
[2026-02-10T20:24:15.382332] [INFO ] [sig       ] HXL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:15.539348] [INFO ] [LOCAL     ] Saved forecast: HXL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HXL.txt
[2026-02-10T20:24:15.539701] [INFO ] [sig       ] [1537/3417] Completed HXL in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:15.539746] [INFO ] [sig       ] [1538/3417] Forecasting HY...
[2026-02-10T20:24:15.539777] [INFO ] [sig       ] Generating forecast for: HY
[2026-02-10T20:24:15.539807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2026-02-10T20:24:15.552343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2026-02-10T20:24:15.552885] [INFO ] [FORECASTER] Starting predict_future for HY
[2026-02-10T20:24:15.553893] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2026-02-10T20:24:15.553947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:15.553981] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:15.554009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:15.554066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:15.614480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:15.615359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:15.615445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:15.615478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:15.739986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:15.740163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:15.740206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:15.740234] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:15.743759] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2026-02-10T20:24:15.744031] [INFO ] [FORECASTER] Completed predict_future for HY
[2026-02-10T20:24:15.744161] [INFO ] [sig       ] HY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:15.884668] [INFO ] [LOCAL     ] Saved forecast: HY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HY.txt
[2026-02-10T20:24:15.884785] [INFO ] [sig       ] [1538/3417] Completed HY in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:15.884824] [INFO ] [sig       ] [1539/3417] Forecasting HYFM...
[2026-02-10T20:24:15.884853] [INFO ] [sig       ] Generating forecast for: HYFM
[2026-02-10T20:24:15.884884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2026-02-10T20:24:15.895956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2026-02-10T20:24:15.896232] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2026-02-10T20:24:15.897027] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2026-02-10T20:24:15.897080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:15.897113] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:15.897141] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:15.897198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:15.953940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:15.954670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:15.954751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:15.954812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:16.069254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:16.069423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:16.069470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:16.069505] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:16.073002] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2026-02-10T20:24:16.073276] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2026-02-10T20:24:16.073406] [INFO ] [sig       ] HYFM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:16.214018] [INFO ] [LOCAL     ] Saved forecast: HYFM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HYFM.txt
[2026-02-10T20:24:16.214144] [INFO ] [sig       ] [1539/3417] Completed HYFM in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:16.214184] [INFO ] [sig       ] [1540/3417] Forecasting HYI...
[2026-02-10T20:24:16.214214] [INFO ] [sig       ] Generating forecast for: HYI
[2026-02-10T20:24:16.214244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2026-02-10T20:24:16.225859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2026-02-10T20:24:16.226149] [INFO ] [FORECASTER] Starting predict_future for HYI
[2026-02-10T20:24:16.226929] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2026-02-10T20:24:16.226983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:16.227016] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:16.227044] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:16.227101] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:16.285166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:16.285858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:16.285937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:16.285970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:16.409295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:16.409479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:16.409525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:16.409555] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:16.413151] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2026-02-10T20:24:16.413468] [INFO ] [FORECASTER] Completed predict_future for HYI
[2026-02-10T20:24:16.413618] [INFO ] [sig       ] HYI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:16.556524] [INFO ] [LOCAL     ] Saved forecast: HYI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HYI.txt
[2026-02-10T20:24:16.556682] [INFO ] [sig       ] [1540/3417] Completed HYI in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:16.556722] [INFO ] [sig       ] [1541/3417] Forecasting HYLS...
[2026-02-10T20:24:16.556753] [INFO ] [sig       ] Generating forecast for: HYLS
[2026-02-10T20:24:16.556790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2026-02-10T20:24:16.568939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2026-02-10T20:24:16.569284] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2026-02-10T20:24:16.570308] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2026-02-10T20:24:16.570362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:16.570395] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:16.570421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:16.570478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:16.631826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:16.632674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:16.632767] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:16.632804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:16.756086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:16.756247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:16.756289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:16.756317] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:16.760508] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2026-02-10T20:24:16.760871] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2026-02-10T20:24:16.761029] [INFO ] [sig       ] HYLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:16.915489] [INFO ] [LOCAL     ] Saved forecast: HYLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HYLS.txt
[2026-02-10T20:24:16.915676] [INFO ] [sig       ] [1541/3417] Completed HYLS in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:16.915722] [INFO ] [sig       ] [1542/3417] Forecasting HYMC...
[2026-02-10T20:24:16.915754] [INFO ] [sig       ] Generating forecast for: HYMC
[2026-02-10T20:24:16.915785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2026-02-10T20:24:16.927589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2026-02-10T20:24:16.927975] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2026-02-10T20:24:16.928801] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2026-02-10T20:24:16.928856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:16.928889] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:16.928917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:16.928975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:16.988669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:16.989671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:16.989763] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:16.989799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:17.116754] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:17.116965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:17.117008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:17.117036] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:17.120870] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2026-02-10T20:24:17.121155] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2026-02-10T20:24:17.121287] [INFO ] [sig       ] HYMC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:17.262028] [INFO ] [LOCAL     ] Saved forecast: HYMC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HYMC.txt
[2026-02-10T20:24:17.262203] [INFO ] [sig       ] [1542/3417] Completed HYMC in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:17.262245] [INFO ] [sig       ] [1543/3417] Forecasting HYXF...
[2026-02-10T20:24:17.262275] [INFO ] [sig       ] Generating forecast for: HYXF
[2026-02-10T20:24:17.262306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2026-02-10T20:24:17.274376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2026-02-10T20:24:17.274918] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2026-02-10T20:24:17.275757] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2026-02-10T20:24:17.275812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:17.275846] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:17.275875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:17.275933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:17.336784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:17.337829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:17.337916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:17.337949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:17.447850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:17.447998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:17.448080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:17.448123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:17.451896] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2026-02-10T20:24:17.452179] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2026-02-10T20:24:17.452322] [INFO ] [sig       ] HYXF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:17.594560] [INFO ] [LOCAL     ] Saved forecast: HYXF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HYXF.txt
[2026-02-10T20:24:17.594705] [INFO ] [sig       ] [1543/3417] Completed HYXF in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:17.594744] [INFO ] [sig       ] [1544/3417] Forecasting HYZD...
[2026-02-10T20:24:17.594773] [INFO ] [sig       ] Generating forecast for: HYZD
[2026-02-10T20:24:17.594802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2026-02-10T20:24:17.605893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2026-02-10T20:24:17.606178] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2026-02-10T20:24:17.606967] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2026-02-10T20:24:17.607020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:17.607051] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:17.607078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:17.607133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:17.663634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:17.664544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:17.664651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:17.664684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:17.791181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:17.791371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:17.791414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:17.791443] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:17.795167] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2026-02-10T20:24:17.795447] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2026-02-10T20:24:17.795783] [INFO ] [sig       ] HYZD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:17.943378] [INFO ] [LOCAL     ] Saved forecast: HYZD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/HYZD.txt
[2026-02-10T20:24:17.943587] [INFO ] [sig       ] [1544/3417] Completed HYZD in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:17.943633] [INFO ] [sig       ] [1545/3417] Forecasting HZO...
[2026-02-10T20:24:17.943664] [INFO ] [sig       ] Generating forecast for: HZO
[2026-02-10T20:24:17.943695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2026-02-10T20:24:17.955612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2026-02-10T20:24:17.955901] [INFO ] [FORECASTER] Starting predict_future for HZO
[2026-02-10T20:24:17.956719] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2026-02-10T20:24:17.956772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:17.956805] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:17.956832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:17.956888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:18.014010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:18.014708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:18.014794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:18.014827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:18.137591] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:18.137757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:18.137799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:18.137829] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:18.141547] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2026-02-10T20:24:18.141913] [INFO ] [FORECASTER] Completed predict_future for HZO
[2026-02-10T20:24:18.142066] [INFO ] [sig       ] HZO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:18.289921] [INFO ] [LOCAL     ] Saved forecast: HZO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/HZO.txt
[2026-02-10T20:24:18.290108] [INFO ] [sig       ] [1545/3417] Completed HZO in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:18.290155] [INFO ] [sig       ] [1546/3417] Forecasting IAC...
[2026-02-10T20:24:18.290187] [INFO ] [sig       ] Generating forecast for: IAC
[2026-02-10T20:24:18.290218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2026-02-10T20:24:18.301721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2026-02-10T20:24:18.302093] [INFO ] [FORECASTER] Starting predict_future for IAC
[2026-02-10T20:24:18.303147] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2026-02-10T20:24:18.303201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:18.303261] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:18.303290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:18.303348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:18.373273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:18.374175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:18.374264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:18.374298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:18.500804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:18.500982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:18.501024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:18.501053] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:18.504667] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2026-02-10T20:24:18.504946] [INFO ] [FORECASTER] Completed predict_future for IAC
[2026-02-10T20:24:18.505072] [INFO ] [sig       ] IAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:18.644543] [INFO ] [LOCAL     ] Saved forecast: IAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IAC.txt
[2026-02-10T20:24:18.644722] [INFO ] [sig       ] [1546/3417] Completed IAC in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:18.644765] [INFO ] [sig       ] [1547/3417] Forecasting IAE...
[2026-02-10T20:24:18.644795] [INFO ] [sig       ] Generating forecast for: IAE
[2026-02-10T20:24:18.644826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2026-02-10T20:24:18.656409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2026-02-10T20:24:18.656801] [INFO ] [FORECASTER] Starting predict_future for IAE
[2026-02-10T20:24:18.657657] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2026-02-10T20:24:18.657726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:18.657775] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:18.657812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:18.657872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:18.717682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:18.718524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:18.718627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:18.718662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:18.833627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:18.833784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:18.833827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:18.833856] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:18.837239] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2026-02-10T20:24:18.837521] [INFO ] [FORECASTER] Completed predict_future for IAE
[2026-02-10T20:24:18.837675] [INFO ] [sig       ] IAE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:18.978606] [INFO ] [LOCAL     ] Saved forecast: IAE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IAE.txt
[2026-02-10T20:24:18.978775] [INFO ] [sig       ] [1547/3417] Completed IAE in 0.3s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:18.978816] [INFO ] [sig       ] [1548/3417] Forecasting IAG...
[2026-02-10T20:24:18.978847] [INFO ] [sig       ] Generating forecast for: IAG
[2026-02-10T20:24:18.978877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2026-02-10T20:24:18.990110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2026-02-10T20:24:18.990469] [INFO ] [FORECASTER] Starting predict_future for IAG
[2026-02-10T20:24:18.991264] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2026-02-10T20:24:18.991317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:18.991349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:18.991377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:18.991434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:19.049686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:19.050503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:19.050606] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:19.050644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:19.180944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:19.181108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:19.181148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:19.181177] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:19.184719] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2026-02-10T20:24:19.185004] [INFO ] [FORECASTER] Completed predict_future for IAG
[2026-02-10T20:24:19.185144] [INFO ] [sig       ] IAG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:19.329731] [INFO ] [LOCAL     ] Saved forecast: IAG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IAG.txt
[2026-02-10T20:24:19.329889] [INFO ] [sig       ] [1548/3417] Completed IAG in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:19.329930] [INFO ] [sig       ] [1549/3417] Forecasting IBB...
[2026-02-10T20:24:19.329960] [INFO ] [sig       ] Generating forecast for: IBB
[2026-02-10T20:24:19.329991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2026-02-10T20:24:19.342672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2026-02-10T20:24:19.343090] [INFO ] [FORECASTER] Starting predict_future for IBB
[2026-02-10T20:24:19.344030] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2026-02-10T20:24:19.344091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:19.344135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:19.344166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:19.344225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:19.411524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:19.412465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:19.412552] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:19.412604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:19.537165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:19.537330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:19.537372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:19.537403] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:19.541070] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2026-02-10T20:24:19.541359] [INFO ] [FORECASTER] Completed predict_future for IBB
[2026-02-10T20:24:19.541496] [INFO ] [sig       ] IBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:19.687290] [INFO ] [LOCAL     ] Saved forecast: IBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBB.txt
[2026-02-10T20:24:19.687469] [INFO ] [sig       ] [1549/3417] Completed IBB in 0.4s | 2.79 sym/s | Total: 9.2m | ETA: 11.2m
[2026-02-10T20:24:19.687521] [INFO ] [sig       ] [1550/3417] Forecasting IBBQ...
[2026-02-10T20:24:19.687557] [INFO ] [sig       ] Generating forecast for: IBBQ
[2026-02-10T20:24:19.687610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2026-02-10T20:24:19.700057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2026-02-10T20:24:19.700593] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2026-02-10T20:24:19.701448] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2026-02-10T20:24:19.701530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:19.701570] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:19.701627] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:19.701684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:19.764159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:19.765085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:19.765180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:19.765214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:19.876150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:19.876309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:19.876358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:19.876387] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:19.880160] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=77.50%)
[2026-02-10T20:24:19.880481] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2026-02-10T20:24:19.880641] [INFO ] [sig       ] IBBQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:20.031345] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IBBQ.txt
[2026-02-10T20:24:20.031601] [INFO ] [sig       ] [1550/3417] Completed IBBQ in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:20.031665] [INFO ] [sig       ] [1551/3417] Forecasting IBCP...
[2026-02-10T20:24:20.031700] [INFO ] [sig       ] Generating forecast for: IBCP
[2026-02-10T20:24:20.031734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2026-02-10T20:24:20.044418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2026-02-10T20:24:20.044854] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2026-02-10T20:24:20.045753] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2026-02-10T20:24:20.045808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:20.045840] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:20.045867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:20.045924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:20.105739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:20.106665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:20.106754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:20.106785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:20.226293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:20.226462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:20.226510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:20.226545] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:20.230131] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2026-02-10T20:24:20.230437] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2026-02-10T20:24:20.230618] [INFO ] [sig       ] IBCP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:20.375901] [INFO ] [LOCAL     ] Saved forecast: IBCP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBCP.txt
[2026-02-10T20:24:20.376064] [INFO ] [sig       ] [1551/3417] Completed IBCP in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:20.376104] [INFO ] [sig       ] [1552/3417] Forecasting IBEX...
[2026-02-10T20:24:20.376136] [INFO ] [sig       ] Generating forecast for: IBEX
[2026-02-10T20:24:20.376166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2026-02-10T20:24:20.388103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2026-02-10T20:24:20.388519] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2026-02-10T20:24:20.389342] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2026-02-10T20:24:20.389396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:20.389427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:20.389454] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:20.389515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:20.453177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:20.454111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:20.454201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:20.454241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:20.581109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:20.581295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:20.581342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:20.581376] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:20.585954] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2026-02-10T20:24:20.586277] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2026-02-10T20:24:20.586429] [INFO ] [sig       ] IBEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:20.731178] [INFO ] [LOCAL     ] Saved forecast: IBEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBEX.txt
[2026-02-10T20:24:20.731347] [INFO ] [sig       ] [1552/3417] Completed IBEX in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:20.731391] [INFO ] [sig       ] [1553/3417] Forecasting IBM...
[2026-02-10T20:24:20.731425] [INFO ] [sig       ] Generating forecast for: IBM
[2026-02-10T20:24:20.731460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2026-02-10T20:24:20.744088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2026-02-10T20:24:20.744474] [INFO ] [FORECASTER] Starting predict_future for IBM
[2026-02-10T20:24:20.745348] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2026-02-10T20:24:20.745402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:20.745434] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:20.745461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:20.745521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:20.804825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:20.805763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:20.805852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:20.805886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:20.931391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:20.931552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:20.931613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:20.931832] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:20.935902] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2026-02-10T20:24:20.936193] [INFO ] [FORECASTER] Completed predict_future for IBM
[2026-02-10T20:24:20.936327] [INFO ] [sig       ] IBM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:21.081094] [INFO ] [LOCAL     ] Saved forecast: IBM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBM.txt
[2026-02-10T20:24:21.081259] [INFO ] [sig       ] [1553/3417] Completed IBM in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:21.081310] [INFO ] [sig       ] [1554/3417] Forecasting IBN...
[2026-02-10T20:24:21.081341] [INFO ] [sig       ] Generating forecast for: IBN
[2026-02-10T20:24:21.081372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2026-02-10T20:24:21.093131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2026-02-10T20:24:21.093480] [INFO ] [FORECASTER] Starting predict_future for IBN
[2026-02-10T20:24:21.094288] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2026-02-10T20:24:21.094342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:21.094373] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:21.094400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:21.094462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:21.151984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:21.152896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:21.152983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:21.153015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:21.279931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:21.280096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:21.280136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:21.280165] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:21.283606] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2026-02-10T20:24:21.284085] [INFO ] [FORECASTER] Completed predict_future for IBN
[2026-02-10T20:24:21.284214] [INFO ] [sig       ] IBN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:21.426850] [INFO ] [LOCAL     ] Saved forecast: IBN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBN.txt
[2026-02-10T20:24:21.427020] [INFO ] [sig       ] [1554/3417] Completed IBN in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:21.427062] [INFO ] [sig       ] [1555/3417] Forecasting IBOC...
[2026-02-10T20:24:21.427093] [INFO ] [sig       ] Generating forecast for: IBOC
[2026-02-10T20:24:21.427123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2026-02-10T20:24:21.438877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2026-02-10T20:24:21.439239] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2026-02-10T20:24:21.440080] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2026-02-10T20:24:21.440134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:21.440166] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:21.440192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:21.440248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:21.496889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:21.497828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:21.497921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:21.497954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:21.611650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:21.611813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:21.611853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:21.611881] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:21.615291] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2026-02-10T20:24:21.615597] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2026-02-10T20:24:21.615748] [INFO ] [sig       ] IBOC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:21.778631] [INFO ] [LOCAL     ] Saved forecast: IBOC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBOC.txt
[2026-02-10T20:24:21.778848] [INFO ] [sig       ] [1555/3417] Completed IBOC in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:21.778900] [INFO ] [sig       ] [1556/3417] Forecasting IBP...
[2026-02-10T20:24:21.778938] [INFO ] [sig       ] Generating forecast for: IBP
[2026-02-10T20:24:21.778977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2026-02-10T20:24:21.792950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2026-02-10T20:24:21.793405] [INFO ] [FORECASTER] Starting predict_future for IBP
[2026-02-10T20:24:21.794553] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2026-02-10T20:24:21.794629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:21.794664] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:21.794695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:21.794765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:21.857523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:21.858488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:21.858628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:21.858666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:21.988603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:21.988773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:21.988817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:21.988846] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:21.992529] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2026-02-10T20:24:21.992848] [INFO ] [FORECASTER] Completed predict_future for IBP
[2026-02-10T20:24:21.992988] [INFO ] [sig       ] IBP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:22.144834] [INFO ] [LOCAL     ] Saved forecast: IBP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IBP.txt
[2026-02-10T20:24:22.144999] [INFO ] [sig       ] [1556/3417] Completed IBP in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:22.145041] [INFO ] [sig       ] [1557/3417] Forecasting IBRX...
[2026-02-10T20:24:22.145072] [INFO ] [sig       ] Generating forecast for: IBRX
[2026-02-10T20:24:22.145103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2026-02-10T20:24:22.157803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2026-02-10T20:24:22.158222] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2026-02-10T20:24:22.159032] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2026-02-10T20:24:22.159087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:22.159120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:22.159148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:22.159205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:22.217736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:22.218732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:22.218820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:22.218853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:22.344981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:22.345151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:22.345211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:22.345243] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:22.348937] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=56.60%)
[2026-02-10T20:24:22.349233] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2026-02-10T20:24:22.349372] [INFO ] [sig       ] IBRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:22.501496] [INFO ] [LOCAL     ] Saved forecast: IBRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IBRX.txt
[2026-02-10T20:24:22.501734] [INFO ] [sig       ] [1557/3417] Completed IBRX in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:22.501782] [INFO ] [sig       ] [1558/3417] Forecasting IBTG...
[2026-02-10T20:24:22.501812] [INFO ] [sig       ] Generating forecast for: IBTG
[2026-02-10T20:24:22.501842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2026-02-10T20:24:22.516405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2026-02-10T20:24:22.516868] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2026-02-10T20:24:22.517894] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2026-02-10T20:24:22.517961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:22.518010] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:22.518078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:22.518167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:22.586663] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:22.587667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:22.587847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:22.587885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:22.717178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:22.717343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:22.717386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:22.717416] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:22.721995] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2026-02-10T20:24:22.722297] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2026-02-10T20:24:22.722435] [INFO ] [sig       ] IBTG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:22.872217] [INFO ] [LOCAL     ] Saved forecast: IBTG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBTG.txt
[2026-02-10T20:24:22.872394] [INFO ] [sig       ] [1558/3417] Completed IBTG in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:22.872437] [INFO ] [sig       ] [1559/3417] Forecasting IBTH...
[2026-02-10T20:24:22.872466] [INFO ] [sig       ] Generating forecast for: IBTH
[2026-02-10T20:24:22.872496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2026-02-10T20:24:22.884759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2026-02-10T20:24:22.885109] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2026-02-10T20:24:22.885961] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2026-02-10T20:24:22.886015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:22.886048] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:22.886076] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:22.886133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:22.944819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:22.945960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:22.946059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:22.946093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:23.069846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:23.070016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:23.070057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:23.070086] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:23.073795] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2026-02-10T20:24:23.074108] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2026-02-10T20:24:23.074265] [INFO ] [sig       ] IBTH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:23.220212] [INFO ] [LOCAL     ] Saved forecast: IBTH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IBTH.txt
[2026-02-10T20:24:23.220451] [INFO ] [sig       ] [1559/3417] Completed IBTH in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:23.220505] [INFO ] [sig       ] [1560/3417] Forecasting IBTI...
[2026-02-10T20:24:23.220539] [INFO ] [sig       ] Generating forecast for: IBTI
[2026-02-10T20:24:23.220594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2026-02-10T20:24:23.234123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2026-02-10T20:24:23.234649] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2026-02-10T20:24:23.235648] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2026-02-10T20:24:23.235703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:23.235737] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:23.235764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:23.235823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:23.297146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:23.297971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:23.298087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:23.298128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:23.422317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:23.422463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:23.422503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:23.422532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:23.426405] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2026-02-10T20:24:23.426899] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2026-02-10T20:24:23.427029] [INFO ] [sig       ] IBTI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:23.568916] [INFO ] [LOCAL     ] Saved forecast: IBTI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBTI.txt
[2026-02-10T20:24:23.569040] [INFO ] [sig       ] [1560/3417] Completed IBTI in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:23.569080] [INFO ] [sig       ] [1561/3417] Forecasting IBTJ...
[2026-02-10T20:24:23.569109] [INFO ] [sig       ] Generating forecast for: IBTJ
[2026-02-10T20:24:23.569138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2026-02-10T20:24:23.580768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2026-02-10T20:24:23.581093] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2026-02-10T20:24:23.582082] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2026-02-10T20:24:23.582136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:23.582180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:23.582208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:23.582264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:23.638786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:23.639457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:23.639539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:23.639590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:23.763920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:23.764055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:23.764094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:23.764122] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:23.767418] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2026-02-10T20:24:23.767712] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2026-02-10T20:24:23.767840] [INFO ] [sig       ] IBTJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:23.911794] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBTJ.txt
[2026-02-10T20:24:23.911981] [INFO ] [sig       ] [1561/3417] Completed IBTJ in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:23.912028] [INFO ] [sig       ] [1562/3417] Forecasting IBTK...
[2026-02-10T20:24:23.912068] [INFO ] [sig       ] Generating forecast for: IBTK
[2026-02-10T20:24:23.912098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2026-02-10T20:24:23.924907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2026-02-10T20:24:23.925182] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2026-02-10T20:24:23.926011] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2026-02-10T20:24:23.926064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:23.926096] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:23.926123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:23.926185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:23.983410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:23.984126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:23.984214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:23.984249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:24.101148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:24.101279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:24.101323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:24.101354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:24.104678] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=45.05%)
[2026-02-10T20:24:24.104947] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2026-02-10T20:24:24.105074] [INFO ] [sig       ] IBTK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:24.246240] [INFO ] [LOCAL     ] Saved forecast: IBTK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBTK.txt
[2026-02-10T20:24:24.246368] [INFO ] [sig       ] [1562/3417] Completed IBTK in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:24.246407] [INFO ] [sig       ] [1563/3417] Forecasting IBTL...
[2026-02-10T20:24:24.246437] [INFO ] [sig       ] Generating forecast for: IBTL
[2026-02-10T20:24:24.246469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2026-02-10T20:24:24.258534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2026-02-10T20:24:24.258870] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2026-02-10T20:24:24.259664] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2026-02-10T20:24:24.259717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:24.259775] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:24.259804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:24.259861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:24.316508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:24.317152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:24.317232] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:24.317264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:24.436814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:24.436983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:24.437025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:24.437054] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:24.440725] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2026-02-10T20:24:24.441068] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2026-02-10T20:24:24.441220] [INFO ] [sig       ] IBTL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:24.587185] [INFO ] [LOCAL     ] Saved forecast: IBTL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IBTL.txt
[2026-02-10T20:24:24.587361] [INFO ] [sig       ] [1563/3417] Completed IBTL in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:24.587413] [INFO ] [sig       ] [1564/3417] Forecasting IBTM...
[2026-02-10T20:24:24.587445] [INFO ] [sig       ] Generating forecast for: IBTM
[2026-02-10T20:24:24.587476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2026-02-10T20:24:24.599264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2026-02-10T20:24:24.599698] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2026-02-10T20:24:24.600508] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2026-02-10T20:24:24.600564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:24.600625] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:24.600654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:24.600710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:24.657444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:24.658413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:24.658505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:24.658545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:24.788912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:24.789077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:24.789120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:24.789151] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:24.792822] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2026-02-10T20:24:24.793160] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2026-02-10T20:24:24.793331] [INFO ] [sig       ] IBTM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:24.949789] [INFO ] [LOCAL     ] Saved forecast: IBTM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBTM.txt
[2026-02-10T20:24:24.950141] [INFO ] [sig       ] [1564/3417] Completed IBTM in 0.4s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:24.950189] [INFO ] [sig       ] [1565/3417] Forecasting IBTO...
[2026-02-10T20:24:24.950219] [INFO ] [sig       ] Generating forecast for: IBTO
[2026-02-10T20:24:24.950250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2026-02-10T20:24:24.962245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2026-02-10T20:24:24.962495] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2026-02-10T20:24:24.963278] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2026-02-10T20:24:24.963331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:24.963363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:24.963390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:24.963446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:25.021813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:25.022432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:25.022509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:25.022541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:25.141217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:25.141370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:25.141410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:25.141438] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:25.144923] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2026-02-10T20:24:25.145195] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2026-02-10T20:24:25.145322] [INFO ] [sig       ] IBTO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:25.286636] [INFO ] [LOCAL     ] Saved forecast: IBTO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IBTO.txt
[2026-02-10T20:24:25.286753] [INFO ] [sig       ] [1565/3417] Completed IBTO in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.1m
[2026-02-10T20:24:25.286794] [INFO ] [sig       ] [1566/3417] Forecasting ICE...
[2026-02-10T20:24:25.286825] [INFO ] [sig       ] Generating forecast for: ICE
[2026-02-10T20:24:25.286857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2026-02-10T20:24:25.298759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2026-02-10T20:24:25.299036] [INFO ] [FORECASTER] Starting predict_future for ICE
[2026-02-10T20:24:25.299822] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2026-02-10T20:24:25.299876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:25.299909] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:25.299936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:25.299993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:25.357326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:25.357930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:25.358010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:25.358061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:25.485026] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:25.485145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:25.485183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:25.485240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:25.488708] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2026-02-10T20:24:25.488977] [INFO ] [FORECASTER] Completed predict_future for ICE
[2026-02-10T20:24:25.489140] [INFO ] [sig       ] ICE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:25.630767] [INFO ] [LOCAL     ] Saved forecast: ICE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ICE.txt
[2026-02-10T20:24:25.630881] [INFO ] [sig       ] [1566/3417] Completed ICE in 0.3s | 2.79 sym/s | Total: 9.3m | ETA: 11.0m
[2026-02-10T20:24:25.630921] [INFO ] [sig       ] [1567/3417] Forecasting ICFI...
[2026-02-10T20:24:25.630950] [INFO ] [sig       ] Generating forecast for: ICFI
[2026-02-10T20:24:25.630980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2026-02-10T20:24:25.642118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2026-02-10T20:24:25.642397] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2026-02-10T20:24:25.643172] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2026-02-10T20:24:25.643226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:25.643258] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:25.643285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:25.643342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:25.701400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:25.702031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:25.702110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:25.702143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:25.823330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:25.823440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:25.823476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:25.823503] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:25.826789] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2026-02-10T20:24:25.827054] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2026-02-10T20:24:25.827181] [INFO ] [sig       ] ICFI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:25.968717] [INFO ] [LOCAL     ] Saved forecast: ICFI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ICFI.txt
[2026-02-10T20:24:25.968833] [INFO ] [sig       ] [1567/3417] Completed ICFI in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:25.968872] [INFO ] [sig       ] [1568/3417] Forecasting ICL...
[2026-02-10T20:24:25.968901] [INFO ] [sig       ] Generating forecast for: ICL
[2026-02-10T20:24:25.968932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2026-02-10T20:24:25.980034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2026-02-10T20:24:25.980320] [INFO ] [FORECASTER] Starting predict_future for ICL
[2026-02-10T20:24:25.981113] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2026-02-10T20:24:25.981166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:25.981198] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:25.981225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:25.981282] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:26.039422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:26.040102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:26.040180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:26.040212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:26.158376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:26.158503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:26.158540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:26.158602] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:26.161883] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2026-02-10T20:24:26.162149] [INFO ] [FORECASTER] Completed predict_future for ICL
[2026-02-10T20:24:26.162274] [INFO ] [sig       ] ICL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:26.304691] [INFO ] [LOCAL     ] Saved forecast: ICL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ICL.txt
[2026-02-10T20:24:26.304813] [INFO ] [sig       ] [1568/3417] Completed ICL in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:26.304850] [INFO ] [sig       ] [1569/3417] Forecasting ICLN...
[2026-02-10T20:24:26.304880] [INFO ] [sig       ] Generating forecast for: ICLN
[2026-02-10T20:24:26.304910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2026-02-10T20:24:26.318882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2026-02-10T20:24:26.319361] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2026-02-10T20:24:26.320418] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2026-02-10T20:24:26.320484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:26.320519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:26.320549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:26.320633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:26.380193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:26.381188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:26.381306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:26.381341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:26.508228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:26.508413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:26.508457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:26.508486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:26.512287] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2026-02-10T20:24:26.512784] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2026-02-10T20:24:26.512931] [INFO ] [sig       ] ICLN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:26.671127] [INFO ] [LOCAL     ] Saved forecast: ICLN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ICLN.txt
[2026-02-10T20:24:26.671274] [INFO ] [sig       ] [1569/3417] Completed ICLN in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:26.671315] [INFO ] [sig       ] [1570/3417] Forecasting ICMB...
[2026-02-10T20:24:26.671345] [INFO ] [sig       ] Generating forecast for: ICMB
[2026-02-10T20:24:26.671375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2026-02-10T20:24:26.682490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2026-02-10T20:24:26.682814] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2026-02-10T20:24:26.683630] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2026-02-10T20:24:26.683683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:26.683716] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:26.683743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:26.683799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:26.740777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:26.741387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:26.741478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:26.741511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:26.855192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:26.855368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:26.855411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:26.855440] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:26.858991] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2026-02-10T20:24:26.859276] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2026-02-10T20:24:26.859412] [INFO ] [sig       ] ICMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:26.999972] [INFO ] [LOCAL     ] Saved forecast: ICMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ICMB.txt
[2026-02-10T20:24:27.000113] [INFO ] [sig       ] [1570/3417] Completed ICMB in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:27.000152] [INFO ] [sig       ] [1571/3417] Forecasting ICOP...
[2026-02-10T20:24:27.000184] [INFO ] [sig       ] Generating forecast for: ICOP
[2026-02-10T20:24:27.000214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2026-02-10T20:24:27.012195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2026-02-10T20:24:27.012539] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2026-02-10T20:24:27.013343] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2026-02-10T20:24:27.013397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:27.013429] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:27.013456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:27.013514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:27.070113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:27.070765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:27.070845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:27.070877] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:27.186776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:27.186944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:27.186984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:27.187012] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:27.190513] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2026-02-10T20:24:27.190807] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2026-02-10T20:24:27.190940] [INFO ] [sig       ] ICOP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:27.397010] [INFO ] [LOCAL     ] Saved forecast: ICOP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ICOP.txt
[2026-02-10T20:24:27.397152] [INFO ] [sig       ] [1571/3417] Completed ICOP in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:27.397192] [INFO ] [sig       ] [1572/3417] Forecasting ICUI...
[2026-02-10T20:24:27.397221] [INFO ] [sig       ] Generating forecast for: ICUI
[2026-02-10T20:24:27.397252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2026-02-10T20:24:27.408976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2026-02-10T20:24:27.409301] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2026-02-10T20:24:27.410106] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2026-02-10T20:24:27.410159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:27.410194] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:27.410234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:27.410292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:27.468333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:27.469174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:27.469257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:27.469290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:27.588008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:27.588171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:27.588210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:27.588238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:27.591660] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2026-02-10T20:24:27.591940] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2026-02-10T20:24:27.592070] [INFO ] [sig       ] ICUI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:27.734047] [INFO ] [LOCAL     ] Saved forecast: ICUI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ICUI.txt
[2026-02-10T20:24:27.734196] [INFO ] [sig       ] [1572/3417] Completed ICUI in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:27.734237] [INFO ] [sig       ] [1573/3417] Forecasting IDA...
[2026-02-10T20:24:27.734267] [INFO ] [sig       ] Generating forecast for: IDA
[2026-02-10T20:24:27.734297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2026-02-10T20:24:27.747009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2026-02-10T20:24:27.747316] [INFO ] [FORECASTER] Starting predict_future for IDA
[2026-02-10T20:24:27.748199] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2026-02-10T20:24:27.748253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:27.748287] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:27.748314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:27.748372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:27.809563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:27.810509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:27.810649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:27.810686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:27.953889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:27.954057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:27.954101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:27.954132] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:27.957857] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2026-02-10T20:24:27.958229] [INFO ] [FORECASTER] Completed predict_future for IDA
[2026-02-10T20:24:27.958380] [INFO ] [sig       ] IDA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:28.105436] [INFO ] [LOCAL     ] Saved forecast: IDA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IDA.txt
[2026-02-10T20:24:28.105618] [INFO ] [sig       ] [1573/3417] Completed IDA in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:28.105663] [INFO ] [sig       ] [1574/3417] Forecasting IDAI...
[2026-02-10T20:24:28.105695] [INFO ] [sig       ] Generating forecast for: IDAI
[2026-02-10T20:24:28.105726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2026-02-10T20:24:28.116873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2026-02-10T20:24:28.117256] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2026-02-10T20:24:28.118093] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2026-02-10T20:24:28.118147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:28.118182] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:28.118209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:28.118267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:28.180640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:28.181513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:28.181632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:28.181670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:28.303378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:28.303542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:28.303621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:28.303654] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:28.307780] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2026-02-10T20:24:28.308145] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2026-02-10T20:24:28.308301] [INFO ] [sig       ] IDAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:28.453537] [INFO ] [LOCAL     ] Saved forecast: IDAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IDAI.txt
[2026-02-10T20:24:28.453728] [INFO ] [sig       ] [1574/3417] Completed IDAI in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:28.453768] [INFO ] [sig       ] [1575/3417] Forecasting IDCC...
[2026-02-10T20:24:28.453799] [INFO ] [sig       ] Generating forecast for: IDCC
[2026-02-10T20:24:28.453830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2026-02-10T20:24:28.465629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2026-02-10T20:24:28.465898] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2026-02-10T20:24:28.466686] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2026-02-10T20:24:28.466740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:28.466772] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:28.466799] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:28.466855] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:28.525449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:28.526117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:28.526198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:28.526230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:28.645747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:28.645867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:28.645904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:28.645932] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:28.649363] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2026-02-10T20:24:28.649652] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2026-02-10T20:24:28.649784] [INFO ] [sig       ] IDCC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:28.789918] [INFO ] [LOCAL     ] Saved forecast: IDCC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IDCC.txt
[2026-02-10T20:24:28.790037] [INFO ] [sig       ] [1575/3417] Completed IDCC in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:28.790075] [INFO ] [sig       ] [1576/3417] Forecasting IDE...
[2026-02-10T20:24:28.790105] [INFO ] [sig       ] Generating forecast for: IDE
[2026-02-10T20:24:28.790140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2026-02-10T20:24:28.804126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2026-02-10T20:24:28.804453] [INFO ] [FORECASTER] Starting predict_future for IDE
[2026-02-10T20:24:28.805277] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2026-02-10T20:24:28.805330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:28.805362] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:28.805388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:28.805444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:28.862789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:28.863517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:28.863620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:28.863655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:28.983368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:28.983528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:28.983584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:28.983618] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:28.987562] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2026-02-10T20:24:28.987893] [INFO ] [FORECASTER] Completed predict_future for IDE
[2026-02-10T20:24:28.988023] [INFO ] [sig       ] IDE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:29.137726] [INFO ] [LOCAL     ] Saved forecast: IDE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IDE.txt
[2026-02-10T20:24:29.137891] [INFO ] [sig       ] [1576/3417] Completed IDE in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:29.137935] [INFO ] [sig       ] [1577/3417] Forecasting IDN...
[2026-02-10T20:24:29.137967] [INFO ] [sig       ] Generating forecast for: IDN
[2026-02-10T20:24:29.137999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2026-02-10T20:24:29.150273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2026-02-10T20:24:29.150617] [INFO ] [FORECASTER] Starting predict_future for IDN
[2026-02-10T20:24:29.151444] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2026-02-10T20:24:29.151499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:29.151531] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:29.151558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:29.151642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:29.209306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:29.209976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:29.210055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:29.210088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:29.327201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:29.327347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:29.327386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:29.327414] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:29.330883] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2026-02-10T20:24:29.331159] [INFO ] [FORECASTER] Completed predict_future for IDN
[2026-02-10T20:24:29.331290] [INFO ] [sig       ] IDN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:29.471398] [INFO ] [LOCAL     ] Saved forecast: IDN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IDN.txt
[2026-02-10T20:24:29.471531] [INFO ] [sig       ] [1577/3417] Completed IDN in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:29.471588] [INFO ] [sig       ] [1578/3417] Forecasting IDXX...
[2026-02-10T20:24:29.471624] [INFO ] [sig       ] Generating forecast for: IDXX
[2026-02-10T20:24:29.471654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2026-02-10T20:24:29.483753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2026-02-10T20:24:29.484050] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2026-02-10T20:24:29.484836] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2026-02-10T20:24:29.484889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:29.484920] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:29.484948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:29.485004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:29.542738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:29.543506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:29.543609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:29.543657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:29.664853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:29.665215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:29.665255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:29.665290] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:29.669021] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2026-02-10T20:24:29.669299] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2026-02-10T20:24:29.669431] [INFO ] [sig       ] IDXX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:29.818653] [INFO ] [LOCAL     ] Saved forecast: IDXX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IDXX.txt
[2026-02-10T20:24:29.818789] [INFO ] [sig       ] [1578/3417] Completed IDXX in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:29.818829] [INFO ] [sig       ] [1579/3417] Forecasting IDYA...
[2026-02-10T20:24:29.818858] [INFO ] [sig       ] Generating forecast for: IDYA
[2026-02-10T20:24:29.818888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2026-02-10T20:24:29.830115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2026-02-10T20:24:29.830399] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2026-02-10T20:24:29.831196] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2026-02-10T20:24:29.831249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:29.831281] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:29.831307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:29.831364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:29.891130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:29.891853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:29.891934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:29.891967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:30.015676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:30.015841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:30.015884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:30.015931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:30.019547] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2026-02-10T20:24:30.019880] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2026-02-10T20:24:30.020020] [INFO ] [sig       ] IDYA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:30.174157] [INFO ] [LOCAL     ] Saved forecast: IDYA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IDYA.txt
[2026-02-10T20:24:30.174321] [INFO ] [sig       ] [1579/3417] Completed IDYA in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:30.174364] [INFO ] [sig       ] [1580/3417] Forecasting IEF...
[2026-02-10T20:24:30.174394] [INFO ] [sig       ] Generating forecast for: IEF
[2026-02-10T20:24:30.174424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2026-02-10T20:24:30.186160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2026-02-10T20:24:30.186491] [INFO ] [FORECASTER] Starting predict_future for IEF
[2026-02-10T20:24:30.187319] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2026-02-10T20:24:30.187374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:30.187435] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:30.187466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:30.187525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:30.247380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:30.248340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:30.248432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:30.248467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:30.376468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:30.376648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:30.376692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:30.376723] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:30.380845] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2026-02-10T20:24:30.381132] [INFO ] [FORECASTER] Completed predict_future for IEF
[2026-02-10T20:24:30.381265] [INFO ] [sig       ] IEF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:30.542288] [INFO ] [LOCAL     ] Saved forecast: IEF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IEF.txt
[2026-02-10T20:24:30.542452] [INFO ] [sig       ] [1580/3417] Completed IEF in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:30.542494] [INFO ] [sig       ] [1581/3417] Forecasting IEI...
[2026-02-10T20:24:30.542525] [INFO ] [sig       ] Generating forecast for: IEI
[2026-02-10T20:24:30.542557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2026-02-10T20:24:30.555187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2026-02-10T20:24:30.555486] [INFO ] [FORECASTER] Starting predict_future for IEI
[2026-02-10T20:24:30.556303] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2026-02-10T20:24:30.556356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:30.556389] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:30.556416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:30.556474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:30.614608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:30.615433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:30.615518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:30.615551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:30.736796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:30.736957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:30.736999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:30.737028] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:30.740868] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2026-02-10T20:24:30.741152] [INFO ] [FORECASTER] Completed predict_future for IEI
[2026-02-10T20:24:30.741283] [INFO ] [sig       ] IEI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:30.884526] [INFO ] [LOCAL     ] Saved forecast: IEI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IEI.txt
[2026-02-10T20:24:30.884707] [INFO ] [sig       ] [1581/3417] Completed IEI in 0.3s | 2.79 sym/s | Total: 9.4m | ETA: 11.0m
[2026-02-10T20:24:30.884762] [INFO ] [sig       ] [1582/3417] Forecasting IEP...
[2026-02-10T20:24:30.884807] [INFO ] [sig       ] Generating forecast for: IEP
[2026-02-10T20:24:30.885033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2026-02-10T20:24:30.897933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2026-02-10T20:24:30.898530] [INFO ] [FORECASTER] Starting predict_future for IEP
[2026-02-10T20:24:30.899590] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2026-02-10T20:24:30.899647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:30.899683] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:30.899711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:30.899769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:30.964015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:30.964958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:30.965049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:30.965085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:31.095816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:31.095976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:31.096019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:31.096051] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:31.099704] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=59.53%)
[2026-02-10T20:24:31.099998] [INFO ] [FORECASTER] Completed predict_future for IEP
[2026-02-10T20:24:31.100135] [INFO ] [sig       ] IEP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:31.250081] [INFO ] [LOCAL     ] Saved forecast: IEP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IEP.txt
[2026-02-10T20:24:31.250246] [INFO ] [sig       ] [1582/3417] Completed IEP in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 10.9m
[2026-02-10T20:24:31.250290] [INFO ] [sig       ] [1583/3417] Forecasting IESC...
[2026-02-10T20:24:31.250323] [INFO ] [sig       ] Generating forecast for: IESC
[2026-02-10T20:24:31.250356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2026-02-10T20:24:31.261993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2026-02-10T20:24:31.262319] [INFO ] [FORECASTER] Starting predict_future for IESC
[2026-02-10T20:24:31.263150] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2026-02-10T20:24:31.263207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:31.263241] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:31.263270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:31.263328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:31.321265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:31.322161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:31.322254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:31.322288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:31.447339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:31.447506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:31.447550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:31.447599] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:31.451706] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=38.31%)
[2026-02-10T20:24:31.452144] [INFO ] [FORECASTER] Completed predict_future for IESC
[2026-02-10T20:24:31.452310] [INFO ] [sig       ] IESC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:31.602639] [INFO ] [LOCAL     ] Saved forecast: IESC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IESC.txt
[2026-02-10T20:24:31.602830] [INFO ] [sig       ] [1583/3417] Completed IESC in 0.4s | 2.79 sym/s | Total: 9.4m | ETA: 10.9m
[2026-02-10T20:24:31.602879] [INFO ] [sig       ] [1584/3417] Forecasting IEX...
[2026-02-10T20:24:31.602911] [INFO ] [sig       ] Generating forecast for: IEX
[2026-02-10T20:24:31.602943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2026-02-10T20:24:31.615288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2026-02-10T20:24:31.615746] [INFO ] [FORECASTER] Starting predict_future for IEX
[2026-02-10T20:24:31.616678] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2026-02-10T20:24:31.616748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:31.616790] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:31.616824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:31.616895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:31.678636] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:31.679563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:31.679672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:31.679714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:31.804313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:31.804464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:31.804505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:31.804535] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:31.808633] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2026-02-10T20:24:31.808933] [INFO ] [FORECASTER] Completed predict_future for IEX
[2026-02-10T20:24:31.809069] [INFO ] [sig       ] IEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:31.955087] [INFO ] [LOCAL     ] Saved forecast: IEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IEX.txt
[2026-02-10T20:24:31.955258] [INFO ] [sig       ] [1584/3417] Completed IEX in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:31.955318] [INFO ] [sig       ] [1585/3417] Forecasting IFN...
[2026-02-10T20:24:31.955364] [INFO ] [sig       ] Generating forecast for: IFN
[2026-02-10T20:24:31.955398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2026-02-10T20:24:31.967418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2026-02-10T20:24:31.967791] [INFO ] [FORECASTER] Starting predict_future for IFN
[2026-02-10T20:24:31.968660] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2026-02-10T20:24:31.968735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:31.968776] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:31.968810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:31.968880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:32.030302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:32.031144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:32.031230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:32.031265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:32.158908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:32.159098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:32.159162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:32.159203] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:32.162899] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2026-02-10T20:24:32.163203] [INFO ] [FORECASTER] Completed predict_future for IFN
[2026-02-10T20:24:32.163344] [INFO ] [sig       ] IFN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:32.312070] [INFO ] [LOCAL     ] Saved forecast: IFN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IFN.txt
[2026-02-10T20:24:32.312231] [INFO ] [sig       ] [1585/3417] Completed IFN in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:32.312273] [INFO ] [sig       ] [1586/3417] Forecasting IFS...
[2026-02-10T20:24:32.312304] [INFO ] [sig       ] Generating forecast for: IFS
[2026-02-10T20:24:32.312336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2026-02-10T20:24:32.324014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2026-02-10T20:24:32.324390] [INFO ] [FORECASTER] Starting predict_future for IFS
[2026-02-10T20:24:32.325259] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2026-02-10T20:24:32.325314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:32.325347] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:32.325374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:32.325432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:32.382661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:32.383460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:32.383547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:32.383622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:32.503153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:32.503308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:32.503351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:32.503379] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:32.506785] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2026-02-10T20:24:32.507079] [INFO ] [FORECASTER] Completed predict_future for IFS
[2026-02-10T20:24:32.507212] [INFO ] [sig       ] IFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:32.647503] [INFO ] [LOCAL     ] Saved forecast: IFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IFS.txt
[2026-02-10T20:24:32.647661] [INFO ] [sig       ] [1586/3417] Completed IFS in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:32.647705] [INFO ] [sig       ] [1587/3417] Forecasting IGA...
[2026-02-10T20:24:32.647741] [INFO ] [sig       ] Generating forecast for: IGA
[2026-02-10T20:24:32.647778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2026-02-10T20:24:32.659604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2026-02-10T20:24:32.660002] [INFO ] [FORECASTER] Starting predict_future for IGA
[2026-02-10T20:24:32.660869] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2026-02-10T20:24:32.660924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:32.660958] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:32.660986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:32.661047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:32.718781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:32.719604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:32.719690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:32.719725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:32.845163] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:32.845327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:32.845370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:32.845399] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:32.848980] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=42.65%)
[2026-02-10T20:24:32.849281] [INFO ] [FORECASTER] Completed predict_future for IGA
[2026-02-10T20:24:32.849421] [INFO ] [sig       ] IGA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:32.993196] [INFO ] [LOCAL     ] Saved forecast: IGA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IGA.txt
[2026-02-10T20:24:32.993342] [INFO ] [sig       ] [1587/3417] Completed IGA in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:32.993383] [INFO ] [sig       ] [1588/3417] Forecasting IGD...
[2026-02-10T20:24:32.993415] [INFO ] [sig       ] Generating forecast for: IGD
[2026-02-10T20:24:32.993447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2026-02-10T20:24:33.005293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2026-02-10T20:24:33.005685] [INFO ] [FORECASTER] Starting predict_future for IGD
[2026-02-10T20:24:33.006635] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2026-02-10T20:24:33.006691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:33.006728] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:33.006762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:33.006832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:33.067505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:33.068386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:33.068471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:33.068505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:33.191244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:33.191402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:33.191443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:33.191473] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:33.195071] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2026-02-10T20:24:33.195368] [INFO ] [FORECASTER] Completed predict_future for IGD
[2026-02-10T20:24:33.195505] [INFO ] [sig       ] IGD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:33.344804] [INFO ] [LOCAL     ] Saved forecast: IGD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IGD.txt
[2026-02-10T20:24:33.345111] [INFO ] [sig       ] [1588/3417] Completed IGD in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:33.345175] [INFO ] [sig       ] [1589/3417] Forecasting IGF...
[2026-02-10T20:24:33.345233] [INFO ] [sig       ] Generating forecast for: IGF
[2026-02-10T20:24:33.345279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2026-02-10T20:24:33.357623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2026-02-10T20:24:33.358061] [INFO ] [FORECASTER] Starting predict_future for IGF
[2026-02-10T20:24:33.358936] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2026-02-10T20:24:33.358991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:33.359023] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:33.359050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:33.359107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:33.418226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:33.419101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:33.419190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:33.419224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:33.550508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:33.550687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:33.550736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:33.550771] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:33.554502] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2026-02-10T20:24:33.554841] [INFO ] [FORECASTER] Completed predict_future for IGF
[2026-02-10T20:24:33.555014] [INFO ] [sig       ] IGF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:33.709475] [INFO ] [LOCAL     ] Saved forecast: IGF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IGF.txt
[2026-02-10T20:24:33.709711] [INFO ] [sig       ] [1589/3417] Completed IGF in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:33.709780] [INFO ] [sig       ] [1590/3417] Forecasting IGI...
[2026-02-10T20:24:33.709831] [INFO ] [sig       ] Generating forecast for: IGI
[2026-02-10T20:24:33.709883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2026-02-10T20:24:33.725216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2026-02-10T20:24:33.725733] [INFO ] [FORECASTER] Starting predict_future for IGI
[2026-02-10T20:24:33.726863] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2026-02-10T20:24:33.726931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:33.726979] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:33.727024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:33.727109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:33.791117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:33.792264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:33.792387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:33.792424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:33.901177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:33.901354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:33.901405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:33.901447] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:33.905397] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2026-02-10T20:24:33.905708] [INFO ] [FORECASTER] Completed predict_future for IGI
[2026-02-10T20:24:33.905868] [INFO ] [sig       ] IGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:34.056036] [INFO ] [LOCAL     ] Saved forecast: IGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IGI.txt
[2026-02-10T20:24:34.056186] [INFO ] [sig       ] [1590/3417] Completed IGI in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:34.056229] [INFO ] [sig       ] [1591/3417] Forecasting IGIB...
[2026-02-10T20:24:34.056272] [INFO ] [sig       ] Generating forecast for: IGIB
[2026-02-10T20:24:34.056305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2026-02-10T20:24:34.068052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2026-02-10T20:24:34.068401] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2026-02-10T20:24:34.069243] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2026-02-10T20:24:34.069297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:34.069338] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:34.069367] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:34.069424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:34.125929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:34.126550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:34.126647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:34.126680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:34.248642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:34.248799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:34.248847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:34.248882] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:34.252271] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2026-02-10T20:24:34.252544] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2026-02-10T20:24:34.252692] [INFO ] [sig       ] IGIB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:34.393045] [INFO ] [LOCAL     ] Saved forecast: IGIB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IGIB.txt
[2026-02-10T20:24:34.393174] [INFO ] [sig       ] [1591/3417] Completed IGIB in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:34.393213] [INFO ] [sig       ] [1592/3417] Forecasting IGIC...
[2026-02-10T20:24:34.393243] [INFO ] [sig       ] Generating forecast for: IGIC
[2026-02-10T20:24:34.393272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2026-02-10T20:24:34.404232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2026-02-10T20:24:34.404513] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2026-02-10T20:24:34.405299] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2026-02-10T20:24:34.405352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:34.405383] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:34.405410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:34.405466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:34.462364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:34.462982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:34.463061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:34.463093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:34.580894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:34.581039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:34.581094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:34.581124] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:34.584661] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2026-02-10T20:24:34.584934] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2026-02-10T20:24:34.585255] [INFO ] [sig       ] IGIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:34.725866] [INFO ] [LOCAL     ] Saved forecast: IGIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IGIC.txt
[2026-02-10T20:24:34.726000] [INFO ] [sig       ] [1592/3417] Completed IGIC in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:34.726040] [INFO ] [sig       ] [1593/3417] Forecasting IGSB...
[2026-02-10T20:24:34.726071] [INFO ] [sig       ] Generating forecast for: IGSB
[2026-02-10T20:24:34.726102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2026-02-10T20:24:34.737476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2026-02-10T20:24:34.737781] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2026-02-10T20:24:34.738850] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2026-02-10T20:24:34.738903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:34.738934] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:34.738960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:34.739015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:34.796100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:34.796750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:34.796828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:34.796860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:34.915991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:34.916141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:34.916181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:34.916210] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:34.919659] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2026-02-10T20:24:34.919976] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2026-02-10T20:24:34.920104] [INFO ] [sig       ] IGSB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:35.060525] [INFO ] [LOCAL     ] Saved forecast: IGSB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IGSB.txt
[2026-02-10T20:24:35.060703] [INFO ] [sig       ] [1593/3417] Completed IGSB in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:35.060743] [INFO ] [sig       ] [1594/3417] Forecasting IHD...
[2026-02-10T20:24:35.060774] [INFO ] [sig       ] Generating forecast for: IHD
[2026-02-10T20:24:35.060804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2026-02-10T20:24:35.071597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2026-02-10T20:24:35.071882] [INFO ] [FORECASTER] Starting predict_future for IHD
[2026-02-10T20:24:35.072686] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2026-02-10T20:24:35.072739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:35.072771] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:35.072797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:35.072853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:35.129734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:35.130369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:35.130460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:35.130494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:35.245985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:35.246140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:35.246180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:35.246209] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:35.249766] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2026-02-10T20:24:35.250068] [INFO ] [FORECASTER] Completed predict_future for IHD
[2026-02-10T20:24:35.250195] [INFO ] [sig       ] IHD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:35.394302] [INFO ] [LOCAL     ] Saved forecast: IHD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IHD.txt
[2026-02-10T20:24:35.394461] [INFO ] [sig       ] [1594/3417] Completed IHD in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:35.394504] [INFO ] [sig       ] [1595/3417] Forecasting IHG...
[2026-02-10T20:24:35.394536] [INFO ] [sig       ] Generating forecast for: IHG
[2026-02-10T20:24:35.394567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2026-02-10T20:24:35.406283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2026-02-10T20:24:35.406609] [INFO ] [FORECASTER] Starting predict_future for IHG
[2026-02-10T20:24:35.407372] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2026-02-10T20:24:35.407424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:35.407455] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:35.407481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:35.407536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:35.464292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:35.464975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:35.465056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:35.465087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:35.586315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:35.586470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:35.586510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:35.586538] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:35.590011] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2026-02-10T20:24:35.590291] [INFO ] [FORECASTER] Completed predict_future for IHG
[2026-02-10T20:24:35.590419] [INFO ] [sig       ] IHG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:35.730489] [INFO ] [LOCAL     ] Saved forecast: IHG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IHG.txt
[2026-02-10T20:24:35.730650] [INFO ] [sig       ] [1595/3417] Completed IHG in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:35.730692] [INFO ] [sig       ] [1596/3417] Forecasting IHS...
[2026-02-10T20:24:35.730721] [INFO ] [sig       ] Generating forecast for: IHS
[2026-02-10T20:24:35.730753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2026-02-10T20:24:35.741858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2026-02-10T20:24:35.742158] [INFO ] [FORECASTER] Starting predict_future for IHS
[2026-02-10T20:24:35.742979] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2026-02-10T20:24:35.743031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:35.743074] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:35.743103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:35.743160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:35.799653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:35.800470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:35.800553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:35.800607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:35.920097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:35.920266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:35.920307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:35.920337] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:35.924211] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2026-02-10T20:24:35.924648] [INFO ] [FORECASTER] Completed predict_future for IHS
[2026-02-10T20:24:35.924810] [INFO ] [sig       ] IHS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:36.090548] [INFO ] [LOCAL     ] Saved forecast: IHS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IHS.txt
[2026-02-10T20:24:36.090731] [INFO ] [sig       ] [1596/3417] Completed IHS in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:36.090773] [INFO ] [sig       ] [1597/3417] Forecasting IIF...
[2026-02-10T20:24:36.090809] [INFO ] [sig       ] Generating forecast for: IIF
[2026-02-10T20:24:36.090845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2026-02-10T20:24:36.104221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2026-02-10T20:24:36.104648] [INFO ] [FORECASTER] Starting predict_future for IIF
[2026-02-10T20:24:36.105508] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2026-02-10T20:24:36.105563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:36.105652] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:36.105683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:36.105742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:36.167748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:36.168682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:36.168770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:36.168804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:36.287325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:36.287494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:36.287533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:36.287561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:36.291561] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2026-02-10T20:24:36.291909] [INFO ] [FORECASTER] Completed predict_future for IIF
[2026-02-10T20:24:36.292246] [INFO ] [sig       ] IIF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:36.441594] [INFO ] [LOCAL     ] Saved forecast: IIF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IIF.txt
[2026-02-10T20:24:36.441765] [INFO ] [sig       ] [1597/3417] Completed IIF in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.9m
[2026-02-10T20:24:36.441816] [INFO ] [sig       ] [1598/3417] Forecasting III...
[2026-02-10T20:24:36.441851] [INFO ] [sig       ] Generating forecast for: III
[2026-02-10T20:24:36.441888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2026-02-10T20:24:36.454486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2026-02-10T20:24:36.454948] [INFO ] [FORECASTER] Starting predict_future for III
[2026-02-10T20:24:36.455789] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2026-02-10T20:24:36.455849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:36.455884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:36.455913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:36.455970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:36.526392] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:36.527441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:36.527547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:36.527608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:36.659743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:36.659921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:36.659974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:36.660012] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:36.663720] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2026-02-10T20:24:36.664042] [INFO ] [FORECASTER] Completed predict_future for III
[2026-02-10T20:24:36.664187] [INFO ] [sig       ] III: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:36.826773] [INFO ] [LOCAL     ] Saved forecast: III	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/III.txt
[2026-02-10T20:24:36.826928] [INFO ] [sig       ] [1598/3417] Completed III in 0.4s | 2.79 sym/s | Total: 9.5m | ETA: 10.8m
[2026-02-10T20:24:36.826969] [INFO ] [sig       ] [1599/3417] Forecasting IIIN...
[2026-02-10T20:24:36.827000] [INFO ] [sig       ] Generating forecast for: IIIN
[2026-02-10T20:24:36.827030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2026-02-10T20:24:36.838459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2026-02-10T20:24:36.838745] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2026-02-10T20:24:36.839615] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2026-02-10T20:24:36.839669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:36.839703] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:36.839730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:36.839787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:36.899419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:36.900348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:36.900437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:36.900471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:37.024345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:37.024520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:37.024563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:37.024614] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:37.028330] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2026-02-10T20:24:37.028718] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2026-02-10T20:24:37.028901] [INFO ] [sig       ] IIIN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:37.169597] [INFO ] [LOCAL     ] Saved forecast: IIIN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IIIN.txt
[2026-02-10T20:24:37.169735] [INFO ] [sig       ] [1599/3417] Completed IIIN in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.8m
[2026-02-10T20:24:37.169774] [INFO ] [sig       ] [1600/3417] Forecasting IIM...
[2026-02-10T20:24:37.169805] [INFO ] [sig       ] Generating forecast for: IIM
[2026-02-10T20:24:37.169846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2026-02-10T20:24:37.182098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2026-02-10T20:24:37.182390] [INFO ] [FORECASTER] Starting predict_future for IIM
[2026-02-10T20:24:37.183166] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2026-02-10T20:24:37.183219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:37.183250] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:37.183277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:37.183333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:37.241909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:37.242779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:37.242867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:37.242902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:37.364046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:37.364219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:37.364261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:37.364327] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:37.368680] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2026-02-10T20:24:37.369041] [INFO ] [FORECASTER] Completed predict_future for IIM
[2026-02-10T20:24:37.369187] [INFO ] [sig       ] IIM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:37.517660] [INFO ] [LOCAL     ] Saved forecast: IIM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IIM.txt
[2026-02-10T20:24:37.517793] [INFO ] [sig       ] [1600/3417] Completed IIM in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.8m
[2026-02-10T20:24:37.517833] [INFO ] [sig       ] [1601/3417] Forecasting ILMN...
[2026-02-10T20:24:37.517865] [INFO ] [sig       ] Generating forecast for: ILMN
[2026-02-10T20:24:37.517895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2026-02-10T20:24:37.529741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2026-02-10T20:24:37.530023] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2026-02-10T20:24:37.530815] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2026-02-10T20:24:37.530869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:37.530901] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:37.530928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:37.530985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:37.588626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:37.589288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:37.589368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:37.589401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:37.718458] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:37.718621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:37.718663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:37.718692] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:37.722221] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2026-02-10T20:24:37.722503] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2026-02-10T20:24:37.722653] [INFO ] [sig       ] ILMN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:37.865186] [INFO ] [LOCAL     ] Saved forecast: ILMN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ILMN.txt
[2026-02-10T20:24:37.865312] [INFO ] [sig       ] [1601/3417] Completed ILMN in 0.3s | 2.79 sym/s | Total: 9.5m | ETA: 10.8m
[2026-02-10T20:24:37.865351] [INFO ] [sig       ] [1602/3417] Forecasting IMAX...
[2026-02-10T20:24:37.865383] [INFO ] [sig       ] Generating forecast for: IMAX
[2026-02-10T20:24:37.865412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2026-02-10T20:24:37.876682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2026-02-10T20:24:37.876977] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2026-02-10T20:24:37.877766] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2026-02-10T20:24:37.877819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:37.877852] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:37.877880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:37.877941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:37.936184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:37.936794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:37.936870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:37.936903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:38.054500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:38.054680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:38.054723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:38.054754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:38.058277] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2026-02-10T20:24:38.058554] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2026-02-10T20:24:38.058704] [INFO ] [sig       ] IMAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:38.205081] [INFO ] [LOCAL     ] Saved forecast: IMAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMAX.txt
[2026-02-10T20:24:38.205211] [INFO ] [sig       ] [1602/3417] Completed IMAX in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:38.205251] [INFO ] [sig       ] [1603/3417] Forecasting IMMP...
[2026-02-10T20:24:38.205280] [INFO ] [sig       ] Generating forecast for: IMMP
[2026-02-10T20:24:38.205310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2026-02-10T20:24:38.216090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2026-02-10T20:24:38.216369] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2026-02-10T20:24:38.217182] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2026-02-10T20:24:38.217235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:38.217266] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:38.217293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:38.217349] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:38.277091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:38.278710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:38.278942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:38.278988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:38.412320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:38.412485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:38.412527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:38.412593] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:38.416096] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=19.19%)
[2026-02-10T20:24:38.416387] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2026-02-10T20:24:38.416524] [INFO ] [sig       ] IMMP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:38.558710] [INFO ] [LOCAL     ] Saved forecast: IMMP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMMP.txt
[2026-02-10T20:24:38.558872] [INFO ] [sig       ] [1603/3417] Completed IMMP in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:38.558939] [INFO ] [sig       ] [1604/3417] Forecasting IMMX...
[2026-02-10T20:24:38.558983] [INFO ] [sig       ] Generating forecast for: IMMX
[2026-02-10T20:24:38.559021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2026-02-10T20:24:38.571615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2026-02-10T20:24:38.571970] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2026-02-10T20:24:38.572836] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2026-02-10T20:24:38.572891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:38.572926] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:38.572955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:38.573014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:38.634556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:38.635591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:38.635680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:38.635713] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:38.757423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:38.757610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:38.757653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:38.757684] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:38.761187] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2026-02-10T20:24:38.761505] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2026-02-10T20:24:38.761675] [INFO ] [sig       ] IMMX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:38.910098] [INFO ] [LOCAL     ] Saved forecast: IMMX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMMX.txt
[2026-02-10T20:24:38.910261] [INFO ] [sig       ] [1604/3417] Completed IMMX in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:38.910304] [INFO ] [sig       ] [1605/3417] Forecasting IMNM...
[2026-02-10T20:24:38.910333] [INFO ] [sig       ] Generating forecast for: IMNM
[2026-02-10T20:24:38.910364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2026-02-10T20:24:38.922366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2026-02-10T20:24:38.922702] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2026-02-10T20:24:38.923464] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2026-02-10T20:24:38.923518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:38.923551] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:38.923598] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:38.923658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:38.981378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:38.982265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:38.982353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:38.982405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:39.104204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:39.104370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:39.104410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:39.104439] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:39.107849] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=11.68%)
[2026-02-10T20:24:39.108153] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2026-02-10T20:24:39.108284] [INFO ] [sig       ] IMNM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:39.251140] [INFO ] [LOCAL     ] Saved forecast: IMNM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMNM.txt
[2026-02-10T20:24:39.251304] [INFO ] [sig       ] [1605/3417] Completed IMNM in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:39.251347] [INFO ] [sig       ] [1606/3417] Forecasting IMNN...
[2026-02-10T20:24:39.251376] [INFO ] [sig       ] Generating forecast for: IMNN
[2026-02-10T20:24:39.251407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2026-02-10T20:24:39.263249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2026-02-10T20:24:39.263587] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2026-02-10T20:24:39.264401] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2026-02-10T20:24:39.264455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:39.264487] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:39.264514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:39.264589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:39.324262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:39.325163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:39.325250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:39.325284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:39.451202] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:39.451377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:39.451418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:39.451449] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:39.455186] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2026-02-10T20:24:39.455468] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2026-02-10T20:24:39.455619] [INFO ] [sig       ] IMNN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:39.598069] [INFO ] [LOCAL     ] Saved forecast: IMNN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IMNN.txt
[2026-02-10T20:24:39.598228] [INFO ] [sig       ] [1606/3417] Completed IMNN in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:39.598270] [INFO ] [sig       ] [1607/3417] Forecasting IMOS...
[2026-02-10T20:24:39.598300] [INFO ] [sig       ] Generating forecast for: IMOS
[2026-02-10T20:24:39.598330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2026-02-10T20:24:39.610096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2026-02-10T20:24:39.610427] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2026-02-10T20:24:39.611309] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2026-02-10T20:24:39.611365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:39.611399] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:39.611428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:39.611498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:39.672282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:39.673206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:39.673356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:39.673394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:39.797465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:39.797650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:39.797701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:39.797736] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:39.801626] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2026-02-10T20:24:39.801916] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2026-02-10T20:24:39.802050] [INFO ] [sig       ] IMOS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:39.949233] [INFO ] [LOCAL     ] Saved forecast: IMOS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMOS.txt
[2026-02-10T20:24:39.949401] [INFO ] [sig       ] [1607/3417] Completed IMOS in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:39.949444] [INFO ] [sig       ] [1608/3417] Forecasting IMPP...
[2026-02-10T20:24:39.949476] [INFO ] [sig       ] Generating forecast for: IMPP
[2026-02-10T20:24:39.949505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2026-02-10T20:24:39.961966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2026-02-10T20:24:39.962289] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2026-02-10T20:24:39.963082] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2026-02-10T20:24:39.963147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:39.963180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:39.963207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:39.963265] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:40.023166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:40.024114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:40.024200] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:40.024235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:40.143194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:40.143359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:40.143400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:40.143428] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:40.146848] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2026-02-10T20:24:40.147127] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2026-02-10T20:24:40.147254] [INFO ] [sig       ] IMPP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:40.291904] [INFO ] [LOCAL     ] Saved forecast: IMPP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IMPP.txt
[2026-02-10T20:24:40.292070] [INFO ] [sig       ] [1608/3417] Completed IMPP in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:40.292114] [INFO ] [sig       ] [1609/3417] Forecasting IMRX...
[2026-02-10T20:24:40.292146] [INFO ] [sig       ] Generating forecast for: IMRX
[2026-02-10T20:24:40.292175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2026-02-10T20:24:40.303951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2026-02-10T20:24:40.304296] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2026-02-10T20:24:40.305125] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2026-02-10T20:24:40.305178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:40.305210] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:40.305236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:40.305292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:40.363023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:40.363971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:40.364089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:40.364130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:40.482761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:40.482918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:40.482958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:40.482989] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:40.486369] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2026-02-10T20:24:40.486668] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2026-02-10T20:24:40.486798] [INFO ] [sig       ] IMRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:40.633930] [INFO ] [LOCAL     ] Saved forecast: IMRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMRX.txt
[2026-02-10T20:24:40.634096] [INFO ] [sig       ] [1609/3417] Completed IMRX in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:40.634149] [INFO ] [sig       ] [1610/3417] Forecasting IMTX...
[2026-02-10T20:24:40.634199] [INFO ] [sig       ] Generating forecast for: IMTX
[2026-02-10T20:24:40.634241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2026-02-10T20:24:40.646833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2026-02-10T20:24:40.647376] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2026-02-10T20:24:40.648602] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2026-02-10T20:24:40.648659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:40.648693] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:40.648720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:40.648779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:40.707569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:40.708406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:40.708493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:40.708527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:40.842395] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:40.842562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:40.842626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:40.842657] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:40.846190] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=23.80%)
[2026-02-10T20:24:40.846469] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2026-02-10T20:24:40.846617] [INFO ] [sig       ] IMTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:40.991162] [INFO ] [LOCAL     ] Saved forecast: IMTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMTX.txt
[2026-02-10T20:24:40.991377] [INFO ] [sig       ] [1610/3417] Completed IMTX in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:40.991419] [INFO ] [sig       ] [1611/3417] Forecasting IMXI...
[2026-02-10T20:24:40.991452] [INFO ] [sig       ] Generating forecast for: IMXI
[2026-02-10T20:24:40.991490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2026-02-10T20:24:41.003298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2026-02-10T20:24:41.003643] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2026-02-10T20:24:41.004439] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2026-02-10T20:24:41.004492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:41.004525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:41.004552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:41.004633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:41.063155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:41.064302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:41.064395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:41.064430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:41.190551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:41.190732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:41.190775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:41.190805] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:41.194769] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2026-02-10T20:24:41.195059] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2026-02-10T20:24:41.195389] [INFO ] [sig       ] IMXI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:41.339071] [INFO ] [LOCAL     ] Saved forecast: IMXI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IMXI.txt
[2026-02-10T20:24:41.339235] [INFO ] [sig       ] [1611/3417] Completed IMXI in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:41.339278] [INFO ] [sig       ] [1612/3417] Forecasting INAB...
[2026-02-10T20:24:41.339308] [INFO ] [sig       ] Generating forecast for: INAB
[2026-02-10T20:24:41.339338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2026-02-10T20:24:41.351068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2026-02-10T20:24:41.351384] [INFO ] [FORECASTER] Starting predict_future for INAB
[2026-02-10T20:24:41.352171] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2026-02-10T20:24:41.352416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:41.352448] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:41.352475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:41.352532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:41.409852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:41.410774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:41.410858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:41.410890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:41.535990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:41.536155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:41.536196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:41.536415] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:41.540069] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2026-02-10T20:24:41.540343] [INFO ] [FORECASTER] Completed predict_future for INAB
[2026-02-10T20:24:41.540470] [INFO ] [sig       ] INAB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:41.683808] [INFO ] [LOCAL     ] Saved forecast: INAB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INAB.txt
[2026-02-10T20:24:41.683987] [INFO ] [sig       ] [1612/3417] Completed INAB in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:41.684030] [INFO ] [sig       ] [1613/3417] Forecasting INBK...
[2026-02-10T20:24:41.684062] [INFO ] [sig       ] Generating forecast for: INBK
[2026-02-10T20:24:41.684092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2026-02-10T20:24:41.696031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2026-02-10T20:24:41.696338] [INFO ] [FORECASTER] Starting predict_future for INBK
[2026-02-10T20:24:41.697134] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2026-02-10T20:24:41.697187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:41.697221] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:41.697248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:41.697305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:41.767071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:41.767990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:41.771330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:41.771382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:41.893948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:41.894109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:41.894150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:41.894180] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:41.897600] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2026-02-10T20:24:41.897896] [INFO ] [FORECASTER] Completed predict_future for INBK
[2026-02-10T20:24:41.898051] [INFO ] [sig       ] INBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:42.040464] [INFO ] [LOCAL     ] Saved forecast: INBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INBK.txt
[2026-02-10T20:24:42.040624] [INFO ] [sig       ] [1613/3417] Completed INBK in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:42.040667] [INFO ] [sig       ] [1614/3417] Forecasting INBX...
[2026-02-10T20:24:42.040698] [INFO ] [sig       ] Generating forecast for: INBX
[2026-02-10T20:24:42.040727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2026-02-10T20:24:42.052702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2026-02-10T20:24:42.053113] [INFO ] [FORECASTER] Starting predict_future for INBX
[2026-02-10T20:24:42.053917] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2026-02-10T20:24:42.053973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:42.054045] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:42.054074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:42.054131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:42.111287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:42.112063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:42.112144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:42.112177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:42.229039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:42.229209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:42.229251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:42.229281] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:42.232882] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2026-02-10T20:24:42.233196] [INFO ] [FORECASTER] Completed predict_future for INBX
[2026-02-10T20:24:42.233329] [INFO ] [sig       ] INBX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:42.385857] [INFO ] [LOCAL     ] Saved forecast: INBX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INBX.txt
[2026-02-10T20:24:42.386020] [INFO ] [sig       ] [1614/3417] Completed INBX in 0.3s | 2.79 sym/s | Total: 9.6m | ETA: 10.8m
[2026-02-10T20:24:42.386062] [INFO ] [sig       ] [1615/3417] Forecasting INCY...
[2026-02-10T20:24:42.386094] [INFO ] [sig       ] Generating forecast for: INCY
[2026-02-10T20:24:42.386125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2026-02-10T20:24:42.398173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2026-02-10T20:24:42.398479] [INFO ] [FORECASTER] Starting predict_future for INCY
[2026-02-10T20:24:42.399308] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2026-02-10T20:24:42.399364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:42.399398] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:42.399428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:42.399487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:42.459616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:42.460340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:42.460424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:42.460459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:42.587438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:42.587627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:42.587693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:42.587727] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:42.591704] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2026-02-10T20:24:42.592100] [INFO ] [FORECASTER] Completed predict_future for INCY
[2026-02-10T20:24:42.592285] [INFO ] [sig       ] INCY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:42.744124] [INFO ] [LOCAL     ] Saved forecast: INCY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INCY.txt
[2026-02-10T20:24:42.744261] [INFO ] [sig       ] [1615/3417] Completed INCY in 0.4s | 2.79 sym/s | Total: 9.6m | ETA: 10.7m
[2026-02-10T20:24:42.744301] [INFO ] [sig       ] [1616/3417] Forecasting INDB...
[2026-02-10T20:24:42.744331] [INFO ] [sig       ] Generating forecast for: INDB
[2026-02-10T20:24:42.744361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2026-02-10T20:24:42.755865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2026-02-10T20:24:42.756130] [INFO ] [FORECASTER] Starting predict_future for INDB
[2026-02-10T20:24:42.756973] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2026-02-10T20:24:42.757028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:42.757061] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:42.757088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:42.757144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:42.816167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:42.816867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:42.816948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:42.816982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:42.938055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:42.938207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:42.938246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:42.938274] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:42.941637] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2026-02-10T20:24:42.941916] [INFO ] [FORECASTER] Completed predict_future for INDB
[2026-02-10T20:24:42.942056] [INFO ] [sig       ] INDB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:43.085406] [INFO ] [LOCAL     ] Saved forecast: INDB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INDB.txt
[2026-02-10T20:24:43.085586] [INFO ] [sig       ] [1616/3417] Completed INDB in 0.3s | 2.80 sym/s | Total: 9.6m | ETA: 10.7m
[2026-02-10T20:24:43.085630] [INFO ] [sig       ] [1617/3417] Forecasting INDI...
[2026-02-10T20:24:43.085660] [INFO ] [sig       ] Generating forecast for: INDI
[2026-02-10T20:24:43.085692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2026-02-10T20:24:43.097502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2026-02-10T20:24:43.097788] [INFO ] [FORECASTER] Starting predict_future for INDI
[2026-02-10T20:24:43.098621] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2026-02-10T20:24:43.098674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:43.098705] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:43.098731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:43.098786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:43.157251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:43.157922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:43.158019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:43.158097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:43.279080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:43.279242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:43.279284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:43.279347] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:43.282909] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2026-02-10T20:24:43.283200] [INFO ] [FORECASTER] Completed predict_future for INDI
[2026-02-10T20:24:43.283521] [INFO ] [sig       ] INDI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:43.433594] [INFO ] [LOCAL     ] Saved forecast: INDI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INDI.txt
[2026-02-10T20:24:43.433731] [INFO ] [sig       ] [1617/3417] Completed INDI in 0.3s | 2.80 sym/s | Total: 9.6m | ETA: 10.7m
[2026-02-10T20:24:43.433773] [INFO ] [sig       ] [1618/3417] Forecasting INDP...
[2026-02-10T20:24:43.433802] [INFO ] [sig       ] Generating forecast for: INDP
[2026-02-10T20:24:43.433832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2026-02-10T20:24:43.445121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2026-02-10T20:24:43.445410] [INFO ] [FORECASTER] Starting predict_future for INDP
[2026-02-10T20:24:43.446203] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2026-02-10T20:24:43.446257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:43.446289] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:43.446316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:43.446384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:43.507686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:43.508600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:43.508717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:43.508753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:43.617603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:43.617770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:43.617812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:43.617846] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:43.621809] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2026-02-10T20:24:43.622092] [INFO ] [FORECASTER] Completed predict_future for INDP
[2026-02-10T20:24:43.622405] [INFO ] [sig       ] INDP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:43.766142] [INFO ] [LOCAL     ] Saved forecast: INDP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INDP.txt
[2026-02-10T20:24:43.766280] [INFO ] [sig       ] [1618/3417] Completed INDP in 0.3s | 2.80 sym/s | Total: 9.6m | ETA: 10.7m
[2026-02-10T20:24:43.766320] [INFO ] [sig       ] [1619/3417] Forecasting INDY...
[2026-02-10T20:24:43.766349] [INFO ] [sig       ] Generating forecast for: INDY
[2026-02-10T20:24:43.766379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2026-02-10T20:24:43.778376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2026-02-10T20:24:43.778692] [INFO ] [FORECASTER] Starting predict_future for INDY
[2026-02-10T20:24:43.779490] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2026-02-10T20:24:43.779546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:43.779600] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:43.779631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:43.779692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:43.841422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:43.842092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:43.842171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:43.842206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:43.966823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:43.966989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:43.967033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:43.967063] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:43.970703] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2026-02-10T20:24:43.970990] [INFO ] [FORECASTER] Completed predict_future for INDY
[2026-02-10T20:24:43.971147] [INFO ] [sig       ] INDY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:44.116777] [INFO ] [LOCAL     ] Saved forecast: INDY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INDY.txt
[2026-02-10T20:24:44.116909] [INFO ] [sig       ] [1619/3417] Completed INDY in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:44.116948] [INFO ] [sig       ] [1620/3417] Forecasting INFY...
[2026-02-10T20:24:44.116977] [INFO ] [sig       ] Generating forecast for: INFY
[2026-02-10T20:24:44.117008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2026-02-10T20:24:44.129012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2026-02-10T20:24:44.129309] [INFO ] [FORECASTER] Starting predict_future for INFY
[2026-02-10T20:24:44.130142] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2026-02-10T20:24:44.130207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:44.130242] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:44.130270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:44.130329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:44.192293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:44.193128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:44.193212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:44.193247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:44.317502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:44.317680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:44.317724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:44.317754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:44.321304] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2026-02-10T20:24:44.321601] [INFO ] [FORECASTER] Completed predict_future for INFY
[2026-02-10T20:24:44.321735] [INFO ] [sig       ] INFY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:44.469099] [INFO ] [LOCAL     ] Saved forecast: INFY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INFY.txt
[2026-02-10T20:24:44.469257] [INFO ] [sig       ] [1620/3417] Completed INFY in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:44.469298] [INFO ] [sig       ] [1621/3417] Forecasting ING...
[2026-02-10T20:24:44.469328] [INFO ] [sig       ] Generating forecast for: ING
[2026-02-10T20:24:44.469359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2026-02-10T20:24:44.481283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2026-02-10T20:24:44.481604] [INFO ] [FORECASTER] Starting predict_future for ING
[2026-02-10T20:24:44.482391] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2026-02-10T20:24:44.482444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:44.482477] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:44.482504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:44.482560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:44.540848] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:44.541749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:44.541832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:44.541864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:44.667133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:44.667497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:44.667538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:44.667585] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:44.671004] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2026-02-10T20:24:44.671288] [INFO ] [FORECASTER] Completed predict_future for ING
[2026-02-10T20:24:44.671417] [INFO ] [sig       ] ING: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:44.812903] [INFO ] [LOCAL     ] Saved forecast: ING	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ING.txt
[2026-02-10T20:24:44.813073] [INFO ] [sig       ] [1621/3417] Completed ING in 0.3s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:44.813116] [INFO ] [sig       ] [1622/3417] Forecasting INGN...
[2026-02-10T20:24:44.813146] [INFO ] [sig       ] Generating forecast for: INGN
[2026-02-10T20:24:44.813176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2026-02-10T20:24:44.825043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2026-02-10T20:24:44.825410] [INFO ] [FORECASTER] Starting predict_future for INGN
[2026-02-10T20:24:44.826205] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2026-02-10T20:24:44.826258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:44.826290] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:44.826316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:44.826372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:44.883760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:44.884668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:44.884753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:44.884786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:45.010691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:45.010895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:45.010938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:45.010967] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:45.014857] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2026-02-10T20:24:45.015172] [INFO ] [FORECASTER] Completed predict_future for INGN
[2026-02-10T20:24:45.015310] [INFO ] [sig       ] INGN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:45.157696] [INFO ] [LOCAL     ] Saved forecast: INGN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INGN.txt
[2026-02-10T20:24:45.157871] [INFO ] [sig       ] [1622/3417] Completed INGN in 0.3s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:45.157914] [INFO ] [sig       ] [1623/3417] Forecasting INMB...
[2026-02-10T20:24:45.157945] [INFO ] [sig       ] Generating forecast for: INMB
[2026-02-10T20:24:45.157975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2026-02-10T20:24:45.170509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2026-02-10T20:24:45.170899] [INFO ] [FORECASTER] Starting predict_future for INMB
[2026-02-10T20:24:45.171735] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2026-02-10T20:24:45.171796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:45.171829] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:45.171857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:45.171915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:45.229367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:45.230286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:45.230374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:45.230407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:45.355873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:45.356041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:45.356088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:45.356119] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:45.359800] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2026-02-10T20:24:45.360144] [INFO ] [FORECASTER] Completed predict_future for INMB
[2026-02-10T20:24:45.360287] [INFO ] [sig       ] INMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:45.503717] [INFO ] [LOCAL     ] Saved forecast: INMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INMB.txt
[2026-02-10T20:24:45.503886] [INFO ] [sig       ] [1623/3417] Completed INMB in 0.3s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:45.503929] [INFO ] [sig       ] [1624/3417] Forecasting INMD...
[2026-02-10T20:24:45.503959] [INFO ] [sig       ] Generating forecast for: INMD
[2026-02-10T20:24:45.503990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2026-02-10T20:24:45.515984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2026-02-10T20:24:45.516359] [INFO ] [FORECASTER] Starting predict_future for INMD
[2026-02-10T20:24:45.517187] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2026-02-10T20:24:45.517242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:45.517275] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:45.517303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:45.517359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:45.578293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:45.579217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:45.579345] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:45.579380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:45.706007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:45.706168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:45.706210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:45.706240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:45.709968] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2026-02-10T20:24:45.710401] [INFO ] [FORECASTER] Completed predict_future for INMD
[2026-02-10T20:24:45.710532] [INFO ] [sig       ] INMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:45.858927] [INFO ] [LOCAL     ] Saved forecast: INMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INMD.txt
[2026-02-10T20:24:45.859156] [INFO ] [sig       ] [1624/3417] Completed INMD in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:45.859201] [INFO ] [sig       ] [1625/3417] Forecasting INN...
[2026-02-10T20:24:45.859235] [INFO ] [sig       ] Generating forecast for: INN
[2026-02-10T20:24:45.859283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2026-02-10T20:24:45.872433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2026-02-10T20:24:45.872865] [INFO ] [FORECASTER] Starting predict_future for INN
[2026-02-10T20:24:45.873713] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2026-02-10T20:24:45.873768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:45.873802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:45.873829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:45.873893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:45.932938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:45.933861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:45.933958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:45.933992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:46.059590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:46.059760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:46.059803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:46.059831] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:46.063416] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2026-02-10T20:24:46.063736] [INFO ] [FORECASTER] Completed predict_future for INN
[2026-02-10T20:24:46.063872] [INFO ] [sig       ] INN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:46.215114] [INFO ] [LOCAL     ] Saved forecast: INN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INN.txt
[2026-02-10T20:24:46.215283] [INFO ] [sig       ] [1625/3417] Completed INN in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:46.215325] [INFO ] [sig       ] [1626/3417] Forecasting INO...
[2026-02-10T20:24:46.215355] [INFO ] [sig       ] Generating forecast for: INO
[2026-02-10T20:24:46.215385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2026-02-10T20:24:46.228199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2026-02-10T20:24:46.228695] [INFO ] [FORECASTER] Starting predict_future for INO
[2026-02-10T20:24:46.229726] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2026-02-10T20:24:46.229793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:46.229843] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:46.229888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:46.229979] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:46.292925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:46.293879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:46.293969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:46.294003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:46.412902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:46.413070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:46.413119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:46.413154] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:46.416671] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-10T20:24:46.416952] [INFO ] [FORECASTER] Completed predict_future for INO
[2026-02-10T20:24:46.417092] [INFO ] [sig       ] INO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:46.559597] [INFO ] [LOCAL     ] Saved forecast: INO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INO.txt
[2026-02-10T20:24:46.559747] [INFO ] [sig       ] [1626/3417] Completed INO in 0.3s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:46.559787] [INFO ] [sig       ] [1627/3417] Forecasting INOD...
[2026-02-10T20:24:46.559818] [INFO ] [sig       ] Generating forecast for: INOD
[2026-02-10T20:24:46.559848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2026-02-10T20:24:46.570856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2026-02-10T20:24:46.571258] [INFO ] [FORECASTER] Starting predict_future for INOD
[2026-02-10T20:24:46.572136] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2026-02-10T20:24:46.572194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:46.572228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:46.572254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:46.572310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:46.635045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:46.636460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:46.636556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:46.636610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:46.766825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:46.767011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:46.767055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:46.767085] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:46.771515] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2026-02-10T20:24:46.771860] [INFO ] [FORECASTER] Completed predict_future for INOD
[2026-02-10T20:24:46.772030] [INFO ] [sig       ] INOD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:46.919407] [INFO ] [LOCAL     ] Saved forecast: INOD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INOD.txt
[2026-02-10T20:24:46.919631] [INFO ] [sig       ] [1627/3417] Completed INOD in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:46.919675] [INFO ] [sig       ] [1628/3417] Forecasting INSE...
[2026-02-10T20:24:46.919709] [INFO ] [sig       ] Generating forecast for: INSE
[2026-02-10T20:24:46.919739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2026-02-10T20:24:46.931712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2026-02-10T20:24:46.932158] [INFO ] [FORECASTER] Starting predict_future for INSE
[2026-02-10T20:24:46.933045] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2026-02-10T20:24:46.933101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:46.933135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:46.933163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:46.933221] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:46.994794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:46.995658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:46.995743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:46.995776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:47.132813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:47.133014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:47.133091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:47.133141] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:47.137213] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: DOWN (p=15.10%)
[2026-02-10T20:24:47.137532] [INFO ] [FORECASTER] Completed predict_future for INSE
[2026-02-10T20:24:47.137701] [INFO ] [sig       ] INSE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:47.288636] [INFO ] [LOCAL     ] Saved forecast: INSE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INSE.txt
[2026-02-10T20:24:47.288809] [INFO ] [sig       ] [1628/3417] Completed INSE in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:47.288853] [INFO ] [sig       ] [1629/3417] Forecasting INSG...
[2026-02-10T20:24:47.288883] [INFO ] [sig       ] Generating forecast for: INSG
[2026-02-10T20:24:47.288916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2026-02-10T20:24:47.301358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2026-02-10T20:24:47.301777] [INFO ] [FORECASTER] Starting predict_future for INSG
[2026-02-10T20:24:47.302610] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2026-02-10T20:24:47.302666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:47.302698] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:47.302727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:47.302786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:47.361148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:47.362106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:47.362212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:47.362250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:47.486680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:47.486854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:47.486895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:47.486925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:47.490912] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=62.81%)
[2026-02-10T20:24:47.491232] [INFO ] [FORECASTER] Completed predict_future for INSG
[2026-02-10T20:24:47.491623] [INFO ] [sig       ] INSG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:47.638161] [INFO ] [LOCAL     ] Saved forecast: INSG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INSG.txt
[2026-02-10T20:24:47.638598] [INFO ] [sig       ] [1629/3417] Completed INSG in 0.3s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:47.638646] [INFO ] [sig       ] [1630/3417] Forecasting INSM...
[2026-02-10T20:24:47.638677] [INFO ] [sig       ] Generating forecast for: INSM
[2026-02-10T20:24:47.638709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2026-02-10T20:24:47.651470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2026-02-10T20:24:47.651869] [INFO ] [FORECASTER] Starting predict_future for INSM
[2026-02-10T20:24:47.652708] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2026-02-10T20:24:47.652765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:47.652800] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:47.652829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:47.652888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:47.717787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:47.718835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:47.718938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:47.718977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:47.843039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:47.843210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:47.843253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:47.843284] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:47.847475] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2026-02-10T20:24:47.847827] [INFO ] [FORECASTER] Completed predict_future for INSM
[2026-02-10T20:24:47.847969] [INFO ] [sig       ] INSM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:47.991238] [INFO ] [LOCAL     ] Saved forecast: INSM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INSM.txt
[2026-02-10T20:24:47.991402] [INFO ] [sig       ] [1630/3417] Completed INSM in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.7m
[2026-02-10T20:24:47.991455] [INFO ] [sig       ] [1631/3417] Forecasting INSP...
[2026-02-10T20:24:47.991487] [INFO ] [sig       ] Generating forecast for: INSP
[2026-02-10T20:24:47.991529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2026-02-10T20:24:48.003682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2026-02-10T20:24:48.004019] [INFO ] [FORECASTER] Starting predict_future for INSP
[2026-02-10T20:24:48.004810] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2026-02-10T20:24:48.004864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:48.004945] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:48.004977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:48.005034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:48.063973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:48.065091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:48.065181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:48.065214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:48.193077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:48.193239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:48.193279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:48.193308] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:48.196751] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2026-02-10T20:24:48.197026] [INFO ] [FORECASTER] Completed predict_future for INSP
[2026-02-10T20:24:48.197157] [INFO ] [sig       ] INSP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:48.346700] [INFO ] [LOCAL     ] Saved forecast: INSP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INSP.txt
[2026-02-10T20:24:48.346890] [INFO ] [sig       ] [1631/3417] Completed INSP in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-10T20:24:48.346937] [INFO ] [sig       ] [1632/3417] Forecasting INTA...
[2026-02-10T20:24:48.346967] [INFO ] [sig       ] Generating forecast for: INTA
[2026-02-10T20:24:48.346997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2026-02-10T20:24:48.360910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2026-02-10T20:24:48.361285] [INFO ] [FORECASTER] Starting predict_future for INTA
[2026-02-10T20:24:48.362282] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2026-02-10T20:24:48.362338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:48.362370] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:48.362397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:48.362455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:48.426590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:48.427592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:48.427683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:48.427716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:48.580193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:48.580360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:48.580401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:48.580430] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:48.583871] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2026-02-10T20:24:48.584149] [INFO ] [FORECASTER] Completed predict_future for INTA
[2026-02-10T20:24:48.584279] [INFO ] [sig       ] INTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:48.729012] [INFO ] [LOCAL     ] Saved forecast: INTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INTA.txt
[2026-02-10T20:24:48.729172] [INFO ] [sig       ] [1632/3417] Completed INTA in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-10T20:24:48.729216] [INFO ] [sig       ] [1633/3417] Forecasting INTC...
[2026-02-10T20:24:48.729248] [INFO ] [sig       ] Generating forecast for: INTC
[2026-02-10T20:24:48.729279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2026-02-10T20:24:48.741764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2026-02-10T20:24:48.742122] [INFO ] [FORECASTER] Starting predict_future for INTC
[2026-02-10T20:24:48.742927] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2026-02-10T20:24:48.742980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:48.743012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:48.743040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:48.743096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:48.802632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:48.803539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:48.803643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:48.803677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:48.930567] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:48.930743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:48.930784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:48.930813] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:48.934399] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2026-02-10T20:24:48.934721] [INFO ] [FORECASTER] Completed predict_future for INTC
[2026-02-10T20:24:48.934859] [INFO ] [sig       ] INTC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:49.084749] [INFO ] [LOCAL     ] Saved forecast: INTC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INTC.txt
[2026-02-10T20:24:49.084948] [INFO ] [sig       ] [1633/3417] Completed INTC in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-10T20:24:49.084998] [INFO ] [sig       ] [1634/3417] Forecasting INVA...
[2026-02-10T20:24:49.085036] [INFO ] [sig       ] Generating forecast for: INVA
[2026-02-10T20:24:49.085078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2026-02-10T20:24:49.098589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2026-02-10T20:24:49.098921] [INFO ] [FORECASTER] Starting predict_future for INVA
[2026-02-10T20:24:49.100045] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2026-02-10T20:24:49.100107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:49.100161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:49.100205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:49.100284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:49.163836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:49.164766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:49.164854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:49.164888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:49.292536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:49.292743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:49.292785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:49.292851] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:49.296942] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2026-02-10T20:24:49.297239] [INFO ] [FORECASTER] Completed predict_future for INVA
[2026-02-10T20:24:49.297379] [INFO ] [sig       ] INVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:49.453556] [INFO ] [LOCAL     ] Saved forecast: INVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/INVA.txt
[2026-02-10T20:24:49.453718] [INFO ] [sig       ] [1634/3417] Completed INVA in 0.4s | 2.80 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-10T20:24:49.453766] [INFO ] [sig       ] [1635/3417] Forecasting INVE...
[2026-02-10T20:24:49.453798] [INFO ] [sig       ] Generating forecast for: INVE
[2026-02-10T20:24:49.453829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2026-02-10T20:24:49.466110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2026-02-10T20:24:49.466444] [INFO ] [FORECASTER] Starting predict_future for INVE
[2026-02-10T20:24:49.467258] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2026-02-10T20:24:49.467313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:49.467347] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:49.467375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:49.467434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:49.528626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:49.529459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:49.529560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:49.529620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:49.643449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:49.643621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:49.643663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:49.643693] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:49.647083] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-10T20:24:49.647354] [INFO ] [FORECASTER] Completed predict_future for INVE
[2026-02-10T20:24:49.647480] [INFO ] [sig       ] INVE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:49.787563] [INFO ] [LOCAL     ] Saved forecast: INVE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INVE.txt
[2026-02-10T20:24:49.787738] [INFO ] [sig       ] [1635/3417] Completed INVE in 0.3s | 2.80 sym/s | Total: 9.7m | ETA: 10.6m
[2026-02-10T20:24:49.787779] [INFO ] [sig       ] [1636/3417] Forecasting INVH...
[2026-02-10T20:24:49.787809] [INFO ] [sig       ] Generating forecast for: INVH
[2026-02-10T20:24:49.787840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2026-02-10T20:24:49.799125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2026-02-10T20:24:49.799472] [INFO ] [FORECASTER] Starting predict_future for INVH
[2026-02-10T20:24:49.800314] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2026-02-10T20:24:49.800368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:49.800400] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:49.800429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:49.800490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:49.857912] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:49.858817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:49.858904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:49.858937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:49.979269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:49.979434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:49.979475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:49.979504] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:49.982942] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2026-02-10T20:24:49.983220] [INFO ] [FORECASTER] Completed predict_future for INVH
[2026-02-10T20:24:49.983368] [INFO ] [sig       ] INVH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:50.128117] [INFO ] [LOCAL     ] Saved forecast: INVH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/INVH.txt
[2026-02-10T20:24:50.128312] [INFO ] [sig       ] [1636/3417] Completed INVH in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:50.128359] [INFO ] [sig       ] [1637/3417] Forecasting IONS...
[2026-02-10T20:24:50.128389] [INFO ] [sig       ] Generating forecast for: IONS
[2026-02-10T20:24:50.128423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2026-02-10T20:24:50.141042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2026-02-10T20:24:50.141449] [INFO ] [FORECASTER] Starting predict_future for IONS
[2026-02-10T20:24:50.142273] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2026-02-10T20:24:50.142327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:50.142360] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:50.142388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:50.142445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:50.202498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:50.203388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:50.203486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:50.203522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:50.331923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:50.332083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:50.332124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:50.332154] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:50.335698] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2026-02-10T20:24:50.335994] [INFO ] [FORECASTER] Completed predict_future for IONS
[2026-02-10T20:24:50.336138] [INFO ] [sig       ] IONS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:50.486225] [INFO ] [LOCAL     ] Saved forecast: IONS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IONS.txt
[2026-02-10T20:24:50.486418] [INFO ] [sig       ] [1637/3417] Completed IONS in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:50.486464] [INFO ] [sig       ] [1638/3417] Forecasting IOSP...
[2026-02-10T20:24:50.486495] [INFO ] [sig       ] Generating forecast for: IOSP
[2026-02-10T20:24:50.486526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2026-02-10T20:24:50.498623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2026-02-10T20:24:50.499042] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2026-02-10T20:24:50.499916] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2026-02-10T20:24:50.499970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:50.500002] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:50.500027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:50.500083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:50.558725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:50.559770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:50.559881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:50.559914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:50.683104] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:50.683282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:50.683342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:50.683374] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:50.687306] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=60.40%)
[2026-02-10T20:24:50.687618] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2026-02-10T20:24:50.687758] [INFO ] [sig       ] IOSP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:50.835359] [INFO ] [LOCAL     ] Saved forecast: IOSP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IOSP.txt
[2026-02-10T20:24:50.835734] [INFO ] [sig       ] [1638/3417] Completed IOSP in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:50.835775] [INFO ] [sig       ] [1639/3417] Forecasting IOVA...
[2026-02-10T20:24:50.835805] [INFO ] [sig       ] Generating forecast for: IOVA
[2026-02-10T20:24:50.835835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2026-02-10T20:24:50.847042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2026-02-10T20:24:50.847362] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2026-02-10T20:24:50.848224] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2026-02-10T20:24:50.848289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:50.848331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:50.848362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:50.848429] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:50.906085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:50.906780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:50.906858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:50.906890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:51.030081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:51.030252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:51.030301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:51.030336] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:51.033803] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2026-02-10T20:24:51.034097] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2026-02-10T20:24:51.034235] [INFO ] [sig       ] IOVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:51.189528] [INFO ] [LOCAL     ] Saved forecast: IOVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IOVA.txt
[2026-02-10T20:24:51.189711] [INFO ] [sig       ] [1639/3417] Completed IOVA in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:51.189753] [INFO ] [sig       ] [1640/3417] Forecasting IPGP...
[2026-02-10T20:24:51.189783] [INFO ] [sig       ] Generating forecast for: IPGP
[2026-02-10T20:24:51.189816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2026-02-10T20:24:51.201431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2026-02-10T20:24:51.201806] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2026-02-10T20:24:51.202591] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2026-02-10T20:24:51.202644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:51.202676] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:51.202703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:51.202759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:51.260382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:51.261264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:51.261363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:51.261397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:51.399753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:51.399918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:51.399960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:51.399989] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:51.403879] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=51.81%)
[2026-02-10T20:24:51.404188] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2026-02-10T20:24:51.404343] [INFO ] [sig       ] IPGP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:51.547246] [INFO ] [LOCAL     ] Saved forecast: IPGP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IPGP.txt
[2026-02-10T20:24:51.547430] [INFO ] [sig       ] [1640/3417] Completed IPGP in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:51.547471] [INFO ] [sig       ] [1641/3417] Forecasting IPI...
[2026-02-10T20:24:51.547502] [INFO ] [sig       ] Generating forecast for: IPI
[2026-02-10T20:24:51.547533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2026-02-10T20:24:51.560107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2026-02-10T20:24:51.560531] [INFO ] [FORECASTER] Starting predict_future for IPI
[2026-02-10T20:24:51.561392] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2026-02-10T20:24:51.561446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:51.561479] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:51.561507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:51.561564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:51.620427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:51.621360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:51.621481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:51.621515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:51.752101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:51.752262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:51.752303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:51.752332] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:51.756198] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2026-02-10T20:24:51.756480] [INFO ] [FORECASTER] Completed predict_future for IPI
[2026-02-10T20:24:51.756633] [INFO ] [sig       ] IPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:51.905529] [INFO ] [LOCAL     ] Saved forecast: IPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IPI.txt
[2026-02-10T20:24:51.905706] [INFO ] [sig       ] [1641/3417] Completed IPI in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:51.905747] [INFO ] [sig       ] [1642/3417] Forecasting IQ...
[2026-02-10T20:24:51.905778] [INFO ] [sig       ] Generating forecast for: IQ
[2026-02-10T20:24:51.905811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2026-02-10T20:24:51.917509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2026-02-10T20:24:51.917837] [INFO ] [FORECASTER] Starting predict_future for IQ
[2026-02-10T20:24:51.918724] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2026-02-10T20:24:51.918779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:51.918822] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:51.918850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:51.918906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:51.976156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:51.976981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:51.977065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:51.977098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:52.102360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:52.102525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:52.102564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:52.102649] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:52.106116] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2026-02-10T20:24:52.106402] [INFO ] [FORECASTER] Completed predict_future for IQ
[2026-02-10T20:24:52.106534] [INFO ] [sig       ] IQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:52.251053] [INFO ] [LOCAL     ] Saved forecast: IQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IQ.txt
[2026-02-10T20:24:52.251216] [INFO ] [sig       ] [1642/3417] Completed IQ in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:52.251256] [INFO ] [sig       ] [1643/3417] Forecasting IQI...
[2026-02-10T20:24:52.251287] [INFO ] [sig       ] Generating forecast for: IQI
[2026-02-10T20:24:52.251317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2026-02-10T20:24:52.263809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2026-02-10T20:24:52.264193] [INFO ] [FORECASTER] Starting predict_future for IQI
[2026-02-10T20:24:52.265208] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2026-02-10T20:24:52.265263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:52.265296] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:52.265323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:52.265378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:52.323529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:52.324418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:52.324503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:52.324538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:52.445524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:52.445711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:52.445753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:52.445783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:52.449846] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2026-02-10T20:24:52.450151] [INFO ] [FORECASTER] Completed predict_future for IQI
[2026-02-10T20:24:52.450313] [INFO ] [sig       ] IQI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:52.597051] [INFO ] [LOCAL     ] Saved forecast: IQI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IQI.txt
[2026-02-10T20:24:52.597200] [INFO ] [sig       ] [1643/3417] Completed IQI in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:52.597240] [INFO ] [sig       ] [1644/3417] Forecasting IQQQ...
[2026-02-10T20:24:52.597271] [INFO ] [sig       ] Generating forecast for: IQQQ
[2026-02-10T20:24:52.597301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2026-02-10T20:24:52.608965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2026-02-10T20:24:52.609322] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2026-02-10T20:24:52.610137] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2026-02-10T20:24:52.610198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:52.610239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:52.610272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:52.610342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:52.668278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:52.669072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:52.669155] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:52.669194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:52.791181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:52.791345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:52.791387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:52.791418] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:52.794990] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2026-02-10T20:24:52.795283] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2026-02-10T20:24:52.795419] [INFO ] [sig       ] IQQQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:52.940211] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IQQQ.txt
[2026-02-10T20:24:52.940410] [INFO ] [sig       ] [1644/3417] Completed IQQQ in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:52.940454] [INFO ] [sig       ] [1645/3417] Forecasting IRDM...
[2026-02-10T20:24:52.940488] [INFO ] [sig       ] Generating forecast for: IRDM
[2026-02-10T20:24:52.940519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2026-02-10T20:24:52.952110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2026-02-10T20:24:52.952422] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2026-02-10T20:24:52.953249] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2026-02-10T20:24:52.953306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:52.953341] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:52.953370] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:52.953428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:53.013999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:53.014876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:53.014961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:53.014997] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:53.143625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:53.143829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:53.143881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:53.143917] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:53.147642] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2026-02-10T20:24:53.147932] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2026-02-10T20:24:53.148087] [INFO ] [sig       ] IRDM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:53.291812] [INFO ] [LOCAL     ] Saved forecast: IRDM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IRDM.txt
[2026-02-10T20:24:53.291956] [INFO ] [sig       ] [1645/3417] Completed IRDM in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:53.291998] [INFO ] [sig       ] [1646/3417] Forecasting IREN...
[2026-02-10T20:24:53.292035] [INFO ] [sig       ] Generating forecast for: IREN
[2026-02-10T20:24:53.292069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2026-02-10T20:24:53.305360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2026-02-10T20:24:53.305873] [INFO ] [FORECASTER] Starting predict_future for IREN
[2026-02-10T20:24:53.306843] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2026-02-10T20:24:53.306899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:53.306934] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:53.306974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:53.307055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:53.369014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:53.369969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:53.370060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:53.370095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:53.501122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:53.501325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:53.501391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:53.501432] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:53.505530] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2026-02-10T20:24:53.505960] [INFO ] [FORECASTER] Completed predict_future for IREN
[2026-02-10T20:24:53.506141] [INFO ] [sig       ] IREN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:53.655012] [INFO ] [LOCAL     ] Saved forecast: IREN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IREN.txt
[2026-02-10T20:24:53.655195] [INFO ] [sig       ] [1646/3417] Completed IREN in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:53.655252] [INFO ] [sig       ] [1647/3417] Forecasting IRM...
[2026-02-10T20:24:53.655289] [INFO ] [sig       ] Generating forecast for: IRM
[2026-02-10T20:24:53.655325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2026-02-10T20:24:53.667382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2026-02-10T20:24:53.667751] [INFO ] [FORECASTER] Starting predict_future for IRM
[2026-02-10T20:24:53.668671] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2026-02-10T20:24:53.668739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:53.668786] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:53.668816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:53.668874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:53.729482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:53.730394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:53.730484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:53.730518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:53.859528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:53.859719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:53.859764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:53.859797] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:53.863348] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2026-02-10T20:24:53.863661] [INFO ] [FORECASTER] Completed predict_future for IRM
[2026-02-10T20:24:53.863800] [INFO ] [sig       ] IRM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:54.012463] [INFO ] [LOCAL     ] Saved forecast: IRM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IRM.txt
[2026-02-10T20:24:54.012641] [INFO ] [sig       ] [1647/3417] Completed IRM in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.6m
[2026-02-10T20:24:54.012684] [INFO ] [sig       ] [1648/3417] Forecasting IRMD...
[2026-02-10T20:24:54.012716] [INFO ] [sig       ] Generating forecast for: IRMD
[2026-02-10T20:24:54.012746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2026-02-10T20:24:54.024335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2026-02-10T20:24:54.024669] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2026-02-10T20:24:54.025471] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2026-02-10T20:24:54.025523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:54.025604] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:54.025635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:54.025692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:54.084878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:54.085630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:54.085711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:54.085744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:54.211115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:54.211274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:54.211315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:54.211343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:54.214820] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2026-02-10T20:24:54.215100] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2026-02-10T20:24:54.215237] [INFO ] [sig       ] IRMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:54.360620] [INFO ] [LOCAL     ] Saved forecast: IRMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IRMD.txt
[2026-02-10T20:24:54.360763] [INFO ] [sig       ] [1648/3417] Completed IRMD in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.5m
[2026-02-10T20:24:54.360804] [INFO ] [sig       ] [1649/3417] Forecasting IRON...
[2026-02-10T20:24:54.360834] [INFO ] [sig       ] Generating forecast for: IRON
[2026-02-10T20:24:54.360864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2026-02-10T20:24:54.372316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2026-02-10T20:24:54.372629] [INFO ] [FORECASTER] Starting predict_future for IRON
[2026-02-10T20:24:54.373461] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2026-02-10T20:24:54.373514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:54.373547] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:54.373593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:54.373658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:54.433354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:54.434138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:54.434223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:54.434257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:54.562760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:54.562931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:54.562981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:54.563029] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:54.566652] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2026-02-10T20:24:54.566927] [INFO ] [FORECASTER] Completed predict_future for IRON
[2026-02-10T20:24:54.567063] [INFO ] [sig       ] IRON: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:54.727041] [INFO ] [LOCAL     ] Saved forecast: IRON	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IRON.txt
[2026-02-10T20:24:54.727205] [INFO ] [sig       ] [1649/3417] Completed IRON in 0.4s | 2.80 sym/s | Total: 9.8m | ETA: 10.5m
[2026-02-10T20:24:54.727247] [INFO ] [sig       ] [1650/3417] Forecasting IRTC...
[2026-02-10T20:24:54.727278] [INFO ] [sig       ] Generating forecast for: IRTC
[2026-02-10T20:24:54.727309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2026-02-10T20:24:54.739714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2026-02-10T20:24:54.740157] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2026-02-10T20:24:54.741286] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2026-02-10T20:24:54.741365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:54.741419] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:54.741458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:54.741539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:54.800677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:54.801525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:54.801636] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:54.801671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:54.928637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:54.928803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:54.928844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:54.928872] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:54.932395] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2026-02-10T20:24:54.932709] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2026-02-10T20:24:54.932846] [INFO ] [sig       ] IRTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:55.075851] [INFO ] [LOCAL     ] Saved forecast: IRTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IRTC.txt
[2026-02-10T20:24:55.076020] [INFO ] [sig       ] [1650/3417] Completed IRTC in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.5m
[2026-02-10T20:24:55.076061] [INFO ] [sig       ] [1651/3417] Forecasting IRWD...
[2026-02-10T20:24:55.076091] [INFO ] [sig       ] Generating forecast for: IRWD
[2026-02-10T20:24:55.076123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2026-02-10T20:24:55.088081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2026-02-10T20:24:55.088456] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2026-02-10T20:24:55.089312] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2026-02-10T20:24:55.089366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:55.089400] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:55.089428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:55.089485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:55.148533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:55.149242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:55.149341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:55.149401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:55.273022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:55.273184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:55.273224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:55.273292] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:55.277935] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2026-02-10T20:24:55.278255] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2026-02-10T20:24:55.278390] [INFO ] [sig       ] IRWD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:55.420147] [INFO ] [LOCAL     ] Saved forecast: IRWD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IRWD.txt
[2026-02-10T20:24:55.420279] [INFO ] [sig       ] [1651/3417] Completed IRWD in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.5m
[2026-02-10T20:24:55.420322] [INFO ] [sig       ] [1652/3417] Forecasting ISD...
[2026-02-10T20:24:55.420353] [INFO ] [sig       ] Generating forecast for: ISD
[2026-02-10T20:24:55.420384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2026-02-10T20:24:55.432993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2026-02-10T20:24:55.433286] [INFO ] [FORECASTER] Starting predict_future for ISD
[2026-02-10T20:24:55.434264] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2026-02-10T20:24:55.434317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:55.434348] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:55.434375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:55.434430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:55.493910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:55.494671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:55.494763] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:55.494795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:55.615924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:55.616061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:55.616100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:55.616128] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:55.619519] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2026-02-10T20:24:55.619810] [INFO ] [FORECASTER] Completed predict_future for ISD
[2026-02-10T20:24:55.619940] [INFO ] [sig       ] ISD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:55.763829] [INFO ] [LOCAL     ] Saved forecast: ISD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ISD.txt
[2026-02-10T20:24:55.764007] [INFO ] [sig       ] [1652/3417] Completed ISD in 0.3s | 2.80 sym/s | Total: 9.8m | ETA: 10.5m
[2026-02-10T20:24:55.764051] [INFO ] [sig       ] [1653/3417] Forecasting ISRG...
[2026-02-10T20:24:55.764082] [INFO ] [sig       ] Generating forecast for: ISRG
[2026-02-10T20:24:55.764113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2026-02-10T20:24:55.776325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2026-02-10T20:24:55.776666] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2026-02-10T20:24:55.777527] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2026-02-10T20:24:55.777603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:55.777638] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:55.777666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:55.777737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:55.841127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:55.842117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:55.842207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:55.842239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:55.969114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:55.969301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:55.969352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:55.969390] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:55.973045] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2026-02-10T20:24:55.973334] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2026-02-10T20:24:55.973499] [INFO ] [sig       ] ISRG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:56.123289] [INFO ] [LOCAL     ] Saved forecast: ISRG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ISRG.txt
[2026-02-10T20:24:56.123454] [INFO ] [sig       ] [1653/3417] Completed ISRG in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:56.123495] [INFO ] [sig       ] [1654/3417] Forecasting ISSC...
[2026-02-10T20:24:56.123527] [INFO ] [sig       ] Generating forecast for: ISSC
[2026-02-10T20:24:56.123561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2026-02-10T20:24:56.136846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2026-02-10T20:24:56.137200] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2026-02-10T20:24:56.138085] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2026-02-10T20:24:56.138141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:56.138174] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:56.138203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:56.138262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:56.197940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:56.198824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:56.198919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:56.198954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:56.325800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:56.325966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:56.326007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:56.326037] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:56.330039] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2026-02-10T20:24:56.330391] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2026-02-10T20:24:56.330546] [INFO ] [sig       ] ISSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:56.478377] [INFO ] [LOCAL     ] Saved forecast: ISSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ISSC.txt
[2026-02-10T20:24:56.478552] [INFO ] [sig       ] [1654/3417] Completed ISSC in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:56.478626] [INFO ] [sig       ] [1655/3417] Forecasting ISTB...
[2026-02-10T20:24:56.478661] [INFO ] [sig       ] Generating forecast for: ISTB
[2026-02-10T20:24:56.478701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2026-02-10T20:24:56.490379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2026-02-10T20:24:56.490741] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2026-02-10T20:24:56.491593] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2026-02-10T20:24:56.491656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:56.491707] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:56.491746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:56.491806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:56.551551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:56.552443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:56.552529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:56.552563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:56.678450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:56.678636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:56.678678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:56.678708] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:56.682241] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=36.33%)
[2026-02-10T20:24:56.682546] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2026-02-10T20:24:56.682706] [INFO ] [sig       ] ISTB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:56.832664] [INFO ] [LOCAL     ] Saved forecast: ISTB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ISTB.txt
[2026-02-10T20:24:56.832793] [INFO ] [sig       ] [1655/3417] Completed ISTB in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:56.832833] [INFO ] [sig       ] [1656/3417] Forecasting ITIC...
[2026-02-10T20:24:56.832863] [INFO ] [sig       ] Generating forecast for: ITIC
[2026-02-10T20:24:56.832894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2026-02-10T20:24:56.843547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2026-02-10T20:24:56.843853] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2026-02-10T20:24:56.844707] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2026-02-10T20:24:56.844762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:56.844796] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:56.844824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:56.844883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:56.902740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:56.903360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:56.903442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:56.903475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:57.013179] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:57.013298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:57.013342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:57.013378] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:57.016848] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2026-02-10T20:24:57.017136] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2026-02-10T20:24:57.017263] [INFO ] [sig       ] ITIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:57.162567] [INFO ] [LOCAL     ] Saved forecast: ITIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ITIC.txt
[2026-02-10T20:24:57.162716] [INFO ] [sig       ] [1656/3417] Completed ITIC in 0.3s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:57.162761] [INFO ] [sig       ] [1657/3417] Forecasting ITRI...
[2026-02-10T20:24:57.162795] [INFO ] [sig       ] Generating forecast for: ITRI
[2026-02-10T20:24:57.162833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2026-02-10T20:24:57.174510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2026-02-10T20:24:57.174810] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2026-02-10T20:24:57.175656] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2026-02-10T20:24:57.175708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:57.175740] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:57.175766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:57.175822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:57.235262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:57.235905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:57.235984] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:57.236016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:57.362402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:57.362564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:57.362623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:57.362652] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:57.366040] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2026-02-10T20:24:57.366318] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2026-02-10T20:24:57.366446] [INFO ] [sig       ] ITRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:57.508337] [INFO ] [LOCAL     ] Saved forecast: ITRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ITRI.txt
[2026-02-10T20:24:57.508471] [INFO ] [sig       ] [1657/3417] Completed ITRI in 0.3s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:57.508511] [INFO ] [sig       ] [1658/3417] Forecasting ITRN...
[2026-02-10T20:24:57.508540] [INFO ] [sig       ] Generating forecast for: ITRN
[2026-02-10T20:24:57.508586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2026-02-10T20:24:57.519804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2026-02-10T20:24:57.520105] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2026-02-10T20:24:57.520944] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2026-02-10T20:24:57.520998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:57.521030] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:57.521059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:57.521116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:57.579988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:57.580906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:57.581046] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:57.581094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:57.706102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:57.706264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:57.706308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:57.706341] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:57.709986] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2026-02-10T20:24:57.710274] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2026-02-10T20:24:57.710409] [INFO ] [sig       ] ITRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:57.863400] [INFO ] [LOCAL     ] Saved forecast: ITRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ITRN.txt
[2026-02-10T20:24:57.863545] [INFO ] [sig       ] [1658/3417] Completed ITRN in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:57.863604] [INFO ] [sig       ] [1659/3417] Forecasting ITUB...
[2026-02-10T20:24:57.863637] [INFO ] [sig       ] Generating forecast for: ITUB
[2026-02-10T20:24:57.863667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2026-02-10T20:24:57.874808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2026-02-10T20:24:57.875109] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2026-02-10T20:24:57.875906] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2026-02-10T20:24:57.875958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:57.875992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:57.876021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:57.876078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:57.936772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:57.937420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:57.937502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:57.937536] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:58.062762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:58.062896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:58.062935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:58.062964] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:58.066361] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=47.52%)
[2026-02-10T20:24:58.066656] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2026-02-10T20:24:58.066783] [INFO ] [sig       ] ITUB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:58.217491] [INFO ] [LOCAL     ] Saved forecast: ITUB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ITUB.txt
[2026-02-10T20:24:58.217633] [INFO ] [sig       ] [1659/3417] Completed ITUB in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:58.217675] [INFO ] [sig       ] [1660/3417] Forecasting IUS...
[2026-02-10T20:24:58.217705] [INFO ] [sig       ] Generating forecast for: IUS
[2026-02-10T20:24:58.217735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2026-02-10T20:24:58.229968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2026-02-10T20:24:58.230252] [INFO ] [FORECASTER] Starting predict_future for IUS
[2026-02-10T20:24:58.231031] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2026-02-10T20:24:58.231083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:58.231115] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:58.231142] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:58.231198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:58.288509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:58.289171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:58.289252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:58.289288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:58.411565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:58.411710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:58.411750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:58.411781] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:58.415530] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2026-02-10T20:24:58.415861] [INFO ] [FORECASTER] Completed predict_future for IUS
[2026-02-10T20:24:58.416021] [INFO ] [sig       ] IUS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:24:58.572415] [INFO ] [LOCAL     ] Saved forecast: IUS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IUS.txt
[2026-02-10T20:24:58.572553] [INFO ] [sig       ] [1660/3417] Completed IUS in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:58.572615] [INFO ] [sig       ] [1661/3417] Forecasting IUSB...
[2026-02-10T20:24:58.572651] [INFO ] [sig       ] Generating forecast for: IUSB
[2026-02-10T20:24:58.572683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2026-02-10T20:24:58.584846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2026-02-10T20:24:58.585144] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2026-02-10T20:24:58.586189] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2026-02-10T20:24:58.586243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:58.586276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:58.586304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:58.586378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:58.647765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:58.648461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:58.648546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:58.648598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:58.768817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:58.768970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:58.769010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:58.769039] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:58.772882] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2026-02-10T20:24:58.773159] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2026-02-10T20:24:58.773289] [INFO ] [sig       ] IUSB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:58.916009] [INFO ] [LOCAL     ] Saved forecast: IUSB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IUSB.txt
[2026-02-10T20:24:58.916168] [INFO ] [sig       ] [1661/3417] Completed IUSB in 0.3s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:58.916211] [INFO ] [sig       ] [1662/3417] Forecasting IUSG...
[2026-02-10T20:24:58.916242] [INFO ] [sig       ] Generating forecast for: IUSG
[2026-02-10T20:24:58.916273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2026-02-10T20:24:58.928072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2026-02-10T20:24:58.928377] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2026-02-10T20:24:58.929162] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2026-02-10T20:24:58.929214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:58.929247] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:58.929274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:58.929330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:58.986248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:58.986983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:58.987064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:58.987097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:59.109826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:59.109983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:59.110024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:59.110053] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:59.113436] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=75.64%)
[2026-02-10T20:24:59.113728] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2026-02-10T20:24:59.113855] [INFO ] [sig       ] IUSG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:59.254539] [INFO ] [LOCAL     ] Saved forecast: IUSG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IUSG.txt
[2026-02-10T20:24:59.254697] [INFO ] [sig       ] [1662/3417] Completed IUSG in 0.3s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:59.254739] [INFO ] [sig       ] [1663/3417] Forecasting IVAL...
[2026-02-10T20:24:59.254768] [INFO ] [sig       ] Generating forecast for: IVAL
[2026-02-10T20:24:59.254798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2026-02-10T20:24:59.265949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2026-02-10T20:24:59.266231] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2026-02-10T20:24:59.267048] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2026-02-10T20:24:59.267100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:59.267132] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:59.267160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:59.267215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:59.326745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:59.327392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:59.327489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:59.327528] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:59.441879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:59.442013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:59.442052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:59.442080] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:59.446274] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2026-02-10T20:24:59.446557] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2026-02-10T20:24:59.446871] [INFO ] [sig       ] IVAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:59.588510] [INFO ] [LOCAL     ] Saved forecast: IVAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IVAL.txt
[2026-02-10T20:24:59.588664] [INFO ] [sig       ] [1663/3417] Completed IVAL in 0.3s | 2.80 sym/s | Total: 9.9m | ETA: 10.5m
[2026-02-10T20:24:59.588705] [INFO ] [sig       ] [1664/3417] Forecasting IVZ...
[2026-02-10T20:24:59.588736] [INFO ] [sig       ] Generating forecast for: IVZ
[2026-02-10T20:24:59.588766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2026-02-10T20:24:59.600138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2026-02-10T20:24:59.600466] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2026-02-10T20:24:59.601268] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2026-02-10T20:24:59.601319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:59.601358] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:59.601390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:59.601459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:24:59.662086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:24:59.662942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:24:59.663022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:24:59.663054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:24:59.791526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:24:59.791691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:24:59.791731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:24:59.791760] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:24:59.795167] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=76.98%)
[2026-02-10T20:24:59.795450] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2026-02-10T20:24:59.795611] [INFO ] [sig       ] IVZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:24:59.946637] [INFO ] [LOCAL     ] Saved forecast: IVZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IVZ.txt
[2026-02-10T20:24:59.946787] [INFO ] [sig       ] [1664/3417] Completed IVZ in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-10T20:24:59.946828] [INFO ] [sig       ] [1665/3417] Forecasting IX...
[2026-02-10T20:24:59.946859] [INFO ] [sig       ] Generating forecast for: IX
[2026-02-10T20:24:59.946891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2026-02-10T20:24:59.959745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2026-02-10T20:24:59.960075] [INFO ] [FORECASTER] Starting predict_future for IX
[2026-02-10T20:24:59.960950] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2026-02-10T20:24:59.961005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:24:59.961064] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:24:59.961093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:24:59.961153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:00.024473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:00.025393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:00.025479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:00.025514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:00.155401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:00.155565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:00.155627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:00.155657] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:00.159678] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=54.37%)
[2026-02-10T20:25:00.159961] [INFO ] [FORECASTER] Completed predict_future for IX
[2026-02-10T20:25:00.160104] [INFO ] [sig       ] IX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:00.308438] [INFO ] [LOCAL     ] Saved forecast: IX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IX.txt
[2026-02-10T20:25:00.308622] [INFO ] [sig       ] [1665/3417] Completed IX in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-10T20:25:00.308666] [INFO ] [sig       ] [1666/3417] Forecasting IXUS...
[2026-02-10T20:25:00.308696] [INFO ] [sig       ] Generating forecast for: IXUS
[2026-02-10T20:25:00.308725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2026-02-10T20:25:00.320282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2026-02-10T20:25:00.320703] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2026-02-10T20:25:00.321542] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2026-02-10T20:25:00.321634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:00.321673] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:00.321702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:00.321760] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:00.384958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:00.385884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:00.385972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:00.386006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:00.513126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:00.513289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:00.513331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:00.513366] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:00.517029] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=36.58%)
[2026-02-10T20:25:00.517317] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2026-02-10T20:25:00.517449] [INFO ] [sig       ] IXUS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:00.667218] [INFO ] [LOCAL     ] Saved forecast: IXUS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/IXUS.txt
[2026-02-10T20:25:00.667381] [INFO ] [sig       ] [1666/3417] Completed IXUS in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-10T20:25:00.667424] [INFO ] [sig       ] [1667/3417] Forecasting IZEA...
[2026-02-10T20:25:00.667457] [INFO ] [sig       ] Generating forecast for: IZEA
[2026-02-10T20:25:00.667491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2026-02-10T20:25:00.678279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2026-02-10T20:25:00.678630] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2026-02-10T20:25:00.679413] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2026-02-10T20:25:00.679467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:00.679499] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:00.679527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:00.679602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:00.743443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:00.744334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:00.744424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:00.744458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:00.868497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:00.868643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:00.868684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:00.868712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:00.872149] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=77.50%)
[2026-02-10T20:25:00.872460] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2026-02-10T20:25:00.872622] [INFO ] [sig       ] IZEA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:01.023879] [INFO ] [LOCAL     ] Saved forecast: IZEA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/IZEA.txt
[2026-02-10T20:25:01.024040] [INFO ] [sig       ] [1667/3417] Completed IZEA in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-10T20:25:01.024114] [INFO ] [sig       ] [1668/3417] Forecasting J...
[2026-02-10T20:25:01.024156] [INFO ] [sig       ] Generating forecast for: J
[2026-02-10T20:25:01.024189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2026-02-10T20:25:01.037329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2026-02-10T20:25:01.037986] [INFO ] [FORECASTER] Starting predict_future for J
[2026-02-10T20:25:01.038886] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2026-02-10T20:25:01.038940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:01.038972] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:01.038999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:01.039055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:01.100692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:01.101524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:01.101653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:01.101690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:01.239487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:01.239640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:01.239688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:01.239747] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:01.243485] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2026-02-10T20:25:01.243861] [INFO ] [FORECASTER] Completed predict_future for J
[2026-02-10T20:25:01.244010] [INFO ] [sig       ] J: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:01.404004] [INFO ] [LOCAL     ] Saved forecast: J	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/J.txt
[2026-02-10T20:25:01.404166] [INFO ] [sig       ] [1668/3417] Completed J in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-10T20:25:01.404207] [INFO ] [sig       ] [1669/3417] Forecasting JACK...
[2026-02-10T20:25:01.404241] [INFO ] [sig       ] Generating forecast for: JACK
[2026-02-10T20:25:01.404272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2026-02-10T20:25:01.416809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2026-02-10T20:25:01.417237] [INFO ] [FORECASTER] Starting predict_future for JACK
[2026-02-10T20:25:01.418547] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2026-02-10T20:25:01.418648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:01.418683] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:01.418906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:01.418965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:01.506740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:01.507912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:01.508075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:01.508126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:01.650336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:01.650446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:01.650486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:01.650516] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:01.654643] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2026-02-10T20:25:01.655001] [INFO ] [FORECASTER] Completed predict_future for JACK
[2026-02-10T20:25:01.655155] [INFO ] [sig       ] JACK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:01.807521] [INFO ] [LOCAL     ] Saved forecast: JACK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JACK.txt
[2026-02-10T20:25:01.807747] [INFO ] [sig       ] [1669/3417] Completed JACK in 0.4s | 2.80 sym/s | Total: 9.9m | ETA: 10.4m
[2026-02-10T20:25:01.807807] [INFO ] [sig       ] [1670/3417] Forecasting JAKK...
[2026-02-10T20:25:01.807839] [INFO ] [sig       ] Generating forecast for: JAKK
[2026-02-10T20:25:01.807869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2026-02-10T20:25:01.820721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2026-02-10T20:25:01.821166] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2026-02-10T20:25:01.822092] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2026-02-10T20:25:01.822149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:01.822182] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:01.822209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:01.822268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:01.886174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:01.887152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:01.887274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:01.887307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:02.019136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:02.019296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:02.019339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:02.019368] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:02.023367] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2026-02-10T20:25:02.023946] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2026-02-10T20:25:02.024095] [INFO ] [sig       ] JAKK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:02.174249] [INFO ] [LOCAL     ] Saved forecast: JAKK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JAKK.txt
[2026-02-10T20:25:02.174404] [INFO ] [sig       ] [1670/3417] Completed JAKK in 0.4s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:02.174444] [INFO ] [sig       ] [1671/3417] Forecasting JANX...
[2026-02-10T20:25:02.174477] [INFO ] [sig       ] Generating forecast for: JANX
[2026-02-10T20:25:02.174511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2026-02-10T20:25:02.187909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2026-02-10T20:25:02.188282] [INFO ] [FORECASTER] Starting predict_future for JANX
[2026-02-10T20:25:02.189325] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2026-02-10T20:25:02.189379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:02.189412] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:02.189440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:02.189497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:02.251944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:02.252862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:02.252948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:02.252982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:02.378959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:02.379118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:02.379161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:02.379191] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:02.382704] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2026-02-10T20:25:02.382991] [INFO ] [FORECASTER] Completed predict_future for JANX
[2026-02-10T20:25:02.383146] [INFO ] [sig       ] JANX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:02.531819] [INFO ] [LOCAL     ] Saved forecast: JANX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JANX.txt
[2026-02-10T20:25:02.531980] [INFO ] [sig       ] [1671/3417] Completed JANX in 0.4s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:02.532023] [INFO ] [sig       ] [1672/3417] Forecasting JAZZ...
[2026-02-10T20:25:02.532054] [INFO ] [sig       ] Generating forecast for: JAZZ
[2026-02-10T20:25:02.532086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2026-02-10T20:25:02.544223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2026-02-10T20:25:02.544545] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2026-02-10T20:25:02.545371] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2026-02-10T20:25:02.545426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:02.545460] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:02.545488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:02.545546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:02.604820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:02.605448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:02.605529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:02.605563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:02.729030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:02.729164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:02.729204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:02.729236] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:02.732747] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2026-02-10T20:25:02.733021] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2026-02-10T20:25:02.733148] [INFO ] [sig       ] JAZZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:02.875777] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JAZZ.txt
[2026-02-10T20:25:02.875895] [INFO ] [sig       ] [1672/3417] Completed JAZZ in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:02.875936] [INFO ] [sig       ] [1673/3417] Forecasting JBGS...
[2026-02-10T20:25:02.875966] [INFO ] [sig       ] Generating forecast for: JBGS
[2026-02-10T20:25:02.875996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2026-02-10T20:25:02.887705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2026-02-10T20:25:02.888009] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2026-02-10T20:25:02.888896] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2026-02-10T20:25:02.888952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:02.888986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:02.889016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:02.889075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:02.946382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:02.947031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:02.947109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:02.947143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:03.071940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:03.072089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:03.072145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:03.072175] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:03.075596] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2026-02-10T20:25:03.075871] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2026-02-10T20:25:03.075999] [INFO ] [sig       ] JBGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:03.214919] [INFO ] [LOCAL     ] Saved forecast: JBGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JBGS.txt
[2026-02-10T20:25:03.215050] [INFO ] [sig       ] [1673/3417] Completed JBGS in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:03.215090] [INFO ] [sig       ] [1674/3417] Forecasting JBI...
[2026-02-10T20:25:03.215119] [INFO ] [sig       ] Generating forecast for: JBI
[2026-02-10T20:25:03.215149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2026-02-10T20:25:03.226685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2026-02-10T20:25:03.226996] [INFO ] [FORECASTER] Starting predict_future for JBI
[2026-02-10T20:25:03.227819] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2026-02-10T20:25:03.227873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:03.227907] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:03.227936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:03.227994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:03.286391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:03.287107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:03.287186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:03.287219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:03.404193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:03.404356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:03.404396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:03.404425] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:03.407910] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2026-02-10T20:25:03.408226] [INFO ] [FORECASTER] Completed predict_future for JBI
[2026-02-10T20:25:03.408359] [INFO ] [sig       ] JBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:03.551203] [INFO ] [LOCAL     ] Saved forecast: JBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JBI.txt
[2026-02-10T20:25:03.551338] [INFO ] [sig       ] [1674/3417] Completed JBI in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:03.551377] [INFO ] [sig       ] [1675/3417] Forecasting JBL...
[2026-02-10T20:25:03.551407] [INFO ] [sig       ] Generating forecast for: JBL
[2026-02-10T20:25:03.551437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2026-02-10T20:25:03.562849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2026-02-10T20:25:03.563146] [INFO ] [FORECASTER] Starting predict_future for JBL
[2026-02-10T20:25:03.563940] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2026-02-10T20:25:03.563993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:03.564025] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:03.564053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:03.564110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:03.622026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:03.622670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:03.622809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:03.622847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:03.740297] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:03.740421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:03.740459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:03.740488] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:03.743842] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2026-02-10T20:25:03.744118] [INFO ] [FORECASTER] Completed predict_future for JBL
[2026-02-10T20:25:03.744247] [INFO ] [sig       ] JBL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:03.885449] [INFO ] [LOCAL     ] Saved forecast: JBL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JBL.txt
[2026-02-10T20:25:03.885592] [INFO ] [sig       ] [1675/3417] Completed JBL in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:03.885634] [INFO ] [sig       ] [1676/3417] Forecasting JBND...
[2026-02-10T20:25:03.885664] [INFO ] [sig       ] Generating forecast for: JBND
[2026-02-10T20:25:03.885695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2026-02-10T20:25:03.896651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2026-02-10T20:25:03.896934] [INFO ] [FORECASTER] Starting predict_future for JBND
[2026-02-10T20:25:03.897720] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2026-02-10T20:25:03.897957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:03.897990] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:03.898017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:03.898099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:03.955049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:03.955713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:03.955791] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:03.955824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:04.072506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:04.072656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:04.072695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:04.072723] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:04.076280] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2026-02-10T20:25:04.076597] [INFO ] [FORECASTER] Completed predict_future for JBND
[2026-02-10T20:25:04.076730] [INFO ] [sig       ] JBND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:04.220367] [INFO ] [LOCAL     ] Saved forecast: JBND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JBND.txt
[2026-02-10T20:25:04.220487] [INFO ] [sig       ] [1676/3417] Completed JBND in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:04.220527] [INFO ] [sig       ] [1677/3417] Forecasting JBSS...
[2026-02-10T20:25:04.220557] [INFO ] [sig       ] Generating forecast for: JBSS
[2026-02-10T20:25:04.220605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2026-02-10T20:25:04.231270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2026-02-10T20:25:04.231559] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2026-02-10T20:25:04.232340] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2026-02-10T20:25:04.232393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:04.232435] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:04.232464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:04.232521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:04.288964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:04.289637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:04.289717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:04.289749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:04.410061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:04.410184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:04.410221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:04.410249] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:04.413563] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2026-02-10T20:25:04.413850] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2026-02-10T20:25:04.413977] [INFO ] [sig       ] JBSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:04.555157] [INFO ] [LOCAL     ] Saved forecast: JBSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JBSS.txt
[2026-02-10T20:25:04.555274] [INFO ] [sig       ] [1677/3417] Completed JBSS in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:04.555312] [INFO ] [sig       ] [1678/3417] Forecasting JCE...
[2026-02-10T20:25:04.555343] [INFO ] [sig       ] Generating forecast for: JCE
[2026-02-10T20:25:04.555373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2026-02-10T20:25:04.630745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2026-02-10T20:25:04.631058] [INFO ] [FORECASTER] Starting predict_future for JCE
[2026-02-10T20:25:04.631848] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2026-02-10T20:25:04.631901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:04.631934] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:04.631961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:04.632017] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:04.688634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:04.689307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:04.689387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:04.689421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:04.806911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:04.807069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:04.807109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:04.807139] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:04.810798] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2026-02-10T20:25:04.811093] [INFO ] [FORECASTER] Completed predict_future for JCE
[2026-02-10T20:25:04.811226] [INFO ] [sig       ] JCE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:04.963048] [INFO ] [LOCAL     ] Saved forecast: JCE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JCE.txt
[2026-02-10T20:25:04.963211] [INFO ] [sig       ] [1678/3417] Completed JCE in 0.4s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:04.963252] [INFO ] [sig       ] [1679/3417] Forecasting JCI...
[2026-02-10T20:25:04.963284] [INFO ] [sig       ] Generating forecast for: JCI
[2026-02-10T20:25:04.963314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2026-02-10T20:25:04.974354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2026-02-10T20:25:04.974888] [INFO ] [FORECASTER] Starting predict_future for JCI
[2026-02-10T20:25:04.975714] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2026-02-10T20:25:04.975770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:04.975806] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:04.975836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:04.975895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:05.036680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:05.037338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:05.037421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:05.037455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:05.158488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:05.158659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:05.158698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:05.158727] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:05.162070] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2026-02-10T20:25:05.162339] [INFO ] [FORECASTER] Completed predict_future for JCI
[2026-02-10T20:25:05.162466] [INFO ] [sig       ] JCI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:05.302632] [INFO ] [LOCAL     ] Saved forecast: JCI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JCI.txt
[2026-02-10T20:25:05.302761] [INFO ] [sig       ] [1679/3417] Completed JCI in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:05.302800] [INFO ] [sig       ] [1680/3417] Forecasting JD...
[2026-02-10T20:25:05.302830] [INFO ] [sig       ] Generating forecast for: JD
[2026-02-10T20:25:05.302861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2026-02-10T20:25:05.314363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2026-02-10T20:25:05.314736] [INFO ] [FORECASTER] Starting predict_future for JD
[2026-02-10T20:25:05.315519] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2026-02-10T20:25:05.315589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:05.315624] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:05.315651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:05.315707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:05.373001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:05.373899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:05.373991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:05.374025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:05.497043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:05.497204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:05.497245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:05.497273] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:05.500742] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2026-02-10T20:25:05.501013] [INFO ] [FORECASTER] Completed predict_future for JD
[2026-02-10T20:25:05.501140] [INFO ] [sig       ] JD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:05.640677] [INFO ] [LOCAL     ] Saved forecast: JD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JD.txt
[2026-02-10T20:25:05.640811] [INFO ] [sig       ] [1680/3417] Completed JD in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.4m
[2026-02-10T20:25:05.640850] [INFO ] [sig       ] [1681/3417] Forecasting JEF...
[2026-02-10T20:25:05.640886] [INFO ] [sig       ] Generating forecast for: JEF
[2026-02-10T20:25:05.640919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2026-02-10T20:25:05.652008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2026-02-10T20:25:05.652293] [INFO ] [FORECASTER] Starting predict_future for JEF
[2026-02-10T20:25:05.653078] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2026-02-10T20:25:05.653131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:05.653164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:05.653191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:05.653248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:05.709182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:05.709862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:05.709942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:05.709974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:05.833162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:05.833311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:05.833350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:05.833379] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:05.836784] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2026-02-10T20:25:05.837059] [INFO ] [FORECASTER] Completed predict_future for JEF
[2026-02-10T20:25:05.837191] [INFO ] [sig       ] JEF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:05.977834] [INFO ] [LOCAL     ] Saved forecast: JEF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JEF.txt
[2026-02-10T20:25:05.977962] [INFO ] [sig       ] [1681/3417] Completed JEF in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-10T20:25:05.978002] [INFO ] [sig       ] [1682/3417] Forecasting JELD...
[2026-02-10T20:25:05.978046] [INFO ] [sig       ] Generating forecast for: JELD
[2026-02-10T20:25:05.978078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2026-02-10T20:25:05.989087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2026-02-10T20:25:05.989388] [INFO ] [FORECASTER] Starting predict_future for JELD
[2026-02-10T20:25:05.990178] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2026-02-10T20:25:05.990231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:05.990293] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:05.990322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:05.990379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:06.047211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:06.048100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:06.048187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:06.048220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:06.169604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:06.169761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:06.169801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:06.169829] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:06.173198] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2026-02-10T20:25:06.173470] [INFO ] [FORECASTER] Completed predict_future for JELD
[2026-02-10T20:25:06.173617] [INFO ] [sig       ] JELD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:06.313520] [INFO ] [LOCAL     ] Saved forecast: JELD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JELD.txt
[2026-02-10T20:25:06.313698] [INFO ] [sig       ] [1682/3417] Completed JELD in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-10T20:25:06.313742] [INFO ] [sig       ] [1683/3417] Forecasting JEPQ...
[2026-02-10T20:25:06.313771] [INFO ] [sig       ] Generating forecast for: JEPQ
[2026-02-10T20:25:06.313801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2026-02-10T20:25:06.325110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2026-02-10T20:25:06.325446] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2026-02-10T20:25:06.326288] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2026-02-10T20:25:06.326341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:06.326372] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:06.326398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:06.326455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:06.384241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:06.385128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:06.385219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:06.385251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:06.508937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:06.509089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:06.509129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:06.509158] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:06.512563] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2026-02-10T20:25:06.512856] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2026-02-10T20:25:06.512983] [INFO ] [sig       ] JEPQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:06.652131] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JEPQ.txt
[2026-02-10T20:25:06.652267] [INFO ] [sig       ] [1683/3417] Completed JEPQ in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-10T20:25:06.652308] [INFO ] [sig       ] [1684/3417] Forecasting JFIN...
[2026-02-10T20:25:06.652338] [INFO ] [sig       ] Generating forecast for: JFIN
[2026-02-10T20:25:06.652369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2026-02-10T20:25:06.663702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2026-02-10T20:25:06.664011] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2026-02-10T20:25:06.664822] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2026-02-10T20:25:06.664875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:06.664908] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:06.664936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:06.664993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:06.723092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:06.723866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:06.723950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:06.723983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:06.846003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:06.846160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:06.846200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:06.846244] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:06.850184] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2026-02-10T20:25:06.850457] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2026-02-10T20:25:06.850608] [INFO ] [sig       ] JFIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:06.990280] [INFO ] [LOCAL     ] Saved forecast: JFIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JFIN.txt
[2026-02-10T20:25:06.990407] [INFO ] [sig       ] [1684/3417] Completed JFIN in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-10T20:25:06.990446] [INFO ] [sig       ] [1685/3417] Forecasting JGLO...
[2026-02-10T20:25:06.990477] [INFO ] [sig       ] Generating forecast for: JGLO
[2026-02-10T20:25:06.990512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2026-02-10T20:25:07.001598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2026-02-10T20:25:07.001915] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2026-02-10T20:25:07.002728] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2026-02-10T20:25:07.002781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:07.002813] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:07.003025] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:07.003080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:07.060226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:07.061088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:07.061173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:07.061205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:07.182711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:07.182869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:07.182913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:07.182977] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:07.186474] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2026-02-10T20:25:07.186783] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2026-02-10T20:25:07.186918] [INFO ] [sig       ] JGLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:07.327600] [INFO ] [LOCAL     ] Saved forecast: JGLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JGLO.txt
[2026-02-10T20:25:07.327750] [INFO ] [sig       ] [1685/3417] Completed JGLO in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-10T20:25:07.327790] [INFO ] [sig       ] [1686/3417] Forecasting JHG...
[2026-02-10T20:25:07.327821] [INFO ] [sig       ] Generating forecast for: JHG
[2026-02-10T20:25:07.327853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2026-02-10T20:25:07.339320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2026-02-10T20:25:07.339670] [INFO ] [FORECASTER] Starting predict_future for JHG
[2026-02-10T20:25:07.340526] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2026-02-10T20:25:07.340610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:07.340647] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:07.340681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:07.340745] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:07.401707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:07.402394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:07.402478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:07.402532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:07.529116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:07.529271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:07.529311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:07.529339] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:07.532762] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2026-02-10T20:25:07.533033] [INFO ] [FORECASTER] Completed predict_future for JHG
[2026-02-10T20:25:07.533160] [INFO ] [sig       ] JHG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:07.673661] [INFO ] [LOCAL     ] Saved forecast: JHG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JHG.txt
[2026-02-10T20:25:07.673783] [INFO ] [sig       ] [1686/3417] Completed JHG in 0.3s | 2.80 sym/s | Total: 10.0m | ETA: 10.3m
[2026-02-10T20:25:07.673822] [INFO ] [sig       ] [1687/3417] Forecasting JHI...
[2026-02-10T20:25:07.673851] [INFO ] [sig       ] Generating forecast for: JHI
[2026-02-10T20:25:07.673882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2026-02-10T20:25:07.685089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2026-02-10T20:25:07.685364] [INFO ] [FORECASTER] Starting predict_future for JHI
[2026-02-10T20:25:07.686165] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2026-02-10T20:25:07.686220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:07.686251] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:07.686277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:07.686349] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:07.743548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:07.744188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:07.744265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:07.744298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:07.858995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:07.859139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:07.859178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:07.859208] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:07.863046] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2026-02-10T20:25:07.863327] [INFO ] [FORECASTER] Completed predict_future for JHI
[2026-02-10T20:25:07.863456] [INFO ] [sig       ] JHI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:08.007735] [INFO ] [LOCAL     ] Saved forecast: JHI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JHI.txt
[2026-02-10T20:25:08.008079] [INFO ] [sig       ] [1687/3417] Completed JHI in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:08.008122] [INFO ] [sig       ] [1688/3417] Forecasting JHX...
[2026-02-10T20:25:08.008151] [INFO ] [sig       ] Generating forecast for: JHX
[2026-02-10T20:25:08.008184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2026-02-10T20:25:08.020892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2026-02-10T20:25:08.021206] [INFO ] [FORECASTER] Starting predict_future for JHX
[2026-02-10T20:25:08.022007] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2026-02-10T20:25:08.022061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:08.022093] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:08.022120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:08.022188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:08.082817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:08.083541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:08.083648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:08.083682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:08.211773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:08.211938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:08.211978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:08.212007] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:08.215468] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2026-02-10T20:25:08.215777] [INFO ] [FORECASTER] Completed predict_future for JHX
[2026-02-10T20:25:08.215911] [INFO ] [sig       ] JHX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:08.360976] [INFO ] [LOCAL     ] Saved forecast: JHX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JHX.txt
[2026-02-10T20:25:08.361140] [INFO ] [sig       ] [1688/3417] Completed JHX in 0.4s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:08.361181] [INFO ] [sig       ] [1689/3417] Forecasting JILL...
[2026-02-10T20:25:08.361212] [INFO ] [sig       ] Generating forecast for: JILL
[2026-02-10T20:25:08.361242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2026-02-10T20:25:08.373364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2026-02-10T20:25:08.373776] [INFO ] [FORECASTER] Starting predict_future for JILL
[2026-02-10T20:25:08.374616] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2026-02-10T20:25:08.374672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:08.374706] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:08.374736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:08.374794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:08.438122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:08.439187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:08.439302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:08.439354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:08.560846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:08.561009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:08.561052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:08.561082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:08.564732] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2026-02-10T20:25:08.565066] [INFO ] [FORECASTER] Completed predict_future for JILL
[2026-02-10T20:25:08.565214] [INFO ] [sig       ] JILL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:08.708859] [INFO ] [LOCAL     ] Saved forecast: JILL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JILL.txt
[2026-02-10T20:25:08.709031] [INFO ] [sig       ] [1689/3417] Completed JILL in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:08.709075] [INFO ] [sig       ] [1690/3417] Forecasting JIVE...
[2026-02-10T20:25:08.709107] [INFO ] [sig       ] Generating forecast for: JIVE
[2026-02-10T20:25:08.709140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2026-02-10T20:25:08.720459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2026-02-10T20:25:08.720867] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2026-02-10T20:25:08.721779] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2026-02-10T20:25:08.721850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:08.721884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:08.721913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:08.721971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:08.782435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:08.783378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:08.783470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:08.783504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:08.902805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:08.902969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:08.903009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:08.903037] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:08.906554] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2026-02-10T20:25:08.906887] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2026-02-10T20:25:08.907028] [INFO ] [sig       ] JIVE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:09.050119] [INFO ] [LOCAL     ] Saved forecast: JIVE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JIVE.txt
[2026-02-10T20:25:09.050281] [INFO ] [sig       ] [1690/3417] Completed JIVE in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:09.050322] [INFO ] [sig       ] [1691/3417] Forecasting JJSF...
[2026-02-10T20:25:09.050352] [INFO ] [sig       ] Generating forecast for: JJSF
[2026-02-10T20:25:09.050382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2026-02-10T20:25:09.062356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2026-02-10T20:25:09.062754] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2026-02-10T20:25:09.063603] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2026-02-10T20:25:09.063665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:09.063699] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:09.063728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:09.063787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:09.122970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:09.123929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:09.124039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:09.124073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:09.247231] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:09.247389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:09.247430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:09.247459] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:09.251131] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2026-02-10T20:25:09.251451] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2026-02-10T20:25:09.251612] [INFO ] [sig       ] JJSF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:09.400513] [INFO ] [LOCAL     ] Saved forecast: JJSF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JJSF.txt
[2026-02-10T20:25:09.400708] [INFO ] [sig       ] [1691/3417] Completed JJSF in 0.4s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:09.400752] [INFO ] [sig       ] [1692/3417] Forecasting JKHY...
[2026-02-10T20:25:09.400782] [INFO ] [sig       ] Generating forecast for: JKHY
[2026-02-10T20:25:09.400816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2026-02-10T20:25:09.412253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2026-02-10T20:25:09.412623] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2026-02-10T20:25:09.413458] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2026-02-10T20:25:09.413514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:09.413547] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:09.413600] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:09.413669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:09.473153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:09.474070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:09.474194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:09.474230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:09.597346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:09.597498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:09.597538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:09.597585] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:09.601166] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2026-02-10T20:25:09.601452] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2026-02-10T20:25:09.601604] [INFO ] [sig       ] JKHY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:09.744325] [INFO ] [LOCAL     ] Saved forecast: JKHY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JKHY.txt
[2026-02-10T20:25:09.744459] [INFO ] [sig       ] [1692/3417] Completed JKHY in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:09.744499] [INFO ] [sig       ] [1693/3417] Forecasting JKS...
[2026-02-10T20:25:09.744531] [INFO ] [sig       ] Generating forecast for: JKS
[2026-02-10T20:25:09.744563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2026-02-10T20:25:09.756364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2026-02-10T20:25:09.756719] [INFO ] [FORECASTER] Starting predict_future for JKS
[2026-02-10T20:25:09.757595] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2026-02-10T20:25:09.757654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:09.757688] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:09.757716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:09.757774] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:09.818284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:09.819086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:09.819171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:09.819206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:09.943333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:09.943487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:09.943527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:09.943556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:09.947191] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2026-02-10T20:25:09.947464] [INFO ] [FORECASTER] Completed predict_future for JKS
[2026-02-10T20:25:09.947611] [INFO ] [sig       ] JKS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:10.092027] [INFO ] [LOCAL     ] Saved forecast: JKS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JKS.txt
[2026-02-10T20:25:10.092193] [INFO ] [sig       ] [1693/3417] Completed JKS in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:10.092233] [INFO ] [sig       ] [1694/3417] Forecasting JLL...
[2026-02-10T20:25:10.092264] [INFO ] [sig       ] Generating forecast for: JLL
[2026-02-10T20:25:10.092296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2026-02-10T20:25:10.133320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2026-02-10T20:25:10.133688] [INFO ] [FORECASTER] Starting predict_future for JLL
[2026-02-10T20:25:10.134464] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2026-02-10T20:25:10.134517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:10.134548] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:10.134599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:10.134666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:10.192449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:10.193346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:10.193434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:10.193468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:10.316135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:10.316303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:10.316343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:10.316371] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:10.319977] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=35.27%)
[2026-02-10T20:25:10.320257] [INFO ] [FORECASTER] Completed predict_future for JLL
[2026-02-10T20:25:10.320392] [INFO ] [sig       ] JLL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:10.464730] [INFO ] [LOCAL     ] Saved forecast: JLL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JLL.txt
[2026-02-10T20:25:10.464887] [INFO ] [sig       ] [1694/3417] Completed JLL in 0.4s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:10.464927] [INFO ] [sig       ] [1695/3417] Forecasting JLS...
[2026-02-10T20:25:10.464957] [INFO ] [sig       ] Generating forecast for: JLS
[2026-02-10T20:25:10.464988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2026-02-10T20:25:10.476684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2026-02-10T20:25:10.477019] [INFO ] [FORECASTER] Starting predict_future for JLS
[2026-02-10T20:25:10.477807] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2026-02-10T20:25:10.477860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:10.477891] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:10.477918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:10.477974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:10.534274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:10.535125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:10.535210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:10.535243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:10.644288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:10.644446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:10.644486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:10.644516] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:10.648155] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2026-02-10T20:25:10.648454] [INFO ] [FORECASTER] Completed predict_future for JLS
[2026-02-10T20:25:10.648603] [INFO ] [sig       ] JLS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:10.795930] [INFO ] [LOCAL     ] Saved forecast: JLS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JLS.txt
[2026-02-10T20:25:10.796175] [INFO ] [sig       ] [1695/3417] Completed JLS in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:10.796226] [INFO ] [sig       ] [1696/3417] Forecasting JMIA...
[2026-02-10T20:25:10.796260] [INFO ] [sig       ] Generating forecast for: JMIA
[2026-02-10T20:25:10.796293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2026-02-10T20:25:10.808515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2026-02-10T20:25:10.808900] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2026-02-10T20:25:10.809700] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2026-02-10T20:25:10.809753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:10.809785] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:10.809811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:10.809868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:10.869417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:10.870323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:10.870410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:10.870444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:10.996207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:10.996376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:10.996417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:10.996447] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:10.999994] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2026-02-10T20:25:11.000281] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2026-02-10T20:25:11.000411] [INFO ] [sig       ] JMIA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:11.145542] [INFO ] [LOCAL     ] Saved forecast: JMIA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JMIA.txt
[2026-02-10T20:25:11.145728] [INFO ] [sig       ] [1696/3417] Completed JMIA in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.3m
[2026-02-10T20:25:11.145769] [INFO ] [sig       ] [1697/3417] Forecasting JMSB...
[2026-02-10T20:25:11.145800] [INFO ] [sig       ] Generating forecast for: JMSB
[2026-02-10T20:25:11.145831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2026-02-10T20:25:11.156713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2026-02-10T20:25:11.156985] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2026-02-10T20:25:11.157792] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2026-02-10T20:25:11.157846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:11.157878] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:11.157906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:11.157963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:11.215597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:11.216222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:11.216303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:11.216336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:11.321840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:11.321993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:11.322031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:11.322061] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:11.325491] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2026-02-10T20:25:11.325829] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2026-02-10T20:25:11.325963] [INFO ] [sig       ] JMSB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:11.466547] [INFO ] [LOCAL     ] Saved forecast: JMSB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JMSB.txt
[2026-02-10T20:25:11.466699] [INFO ] [sig       ] [1697/3417] Completed JMSB in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:11.466741] [INFO ] [sig       ] [1698/3417] Forecasting JNJ...
[2026-02-10T20:25:11.466771] [INFO ] [sig       ] Generating forecast for: JNJ
[2026-02-10T20:25:11.466801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2026-02-10T20:25:11.478928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2026-02-10T20:25:11.479296] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2026-02-10T20:25:11.480147] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2026-02-10T20:25:11.480201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:11.480233] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:11.480262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:11.480324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:11.539753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:11.540387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:11.540471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:11.540503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:11.666470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:11.666641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:11.666682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:11.666712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:11.670288] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2026-02-10T20:25:11.670568] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2026-02-10T20:25:11.670739] [INFO ] [sig       ] JNJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:11.814527] [INFO ] [LOCAL     ] Saved forecast: JNJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JNJ.txt
[2026-02-10T20:25:11.814672] [INFO ] [sig       ] [1698/3417] Completed JNJ in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:11.814713] [INFO ] [sig       ] [1699/3417] Forecasting JOBY...
[2026-02-10T20:25:11.814746] [INFO ] [sig       ] Generating forecast for: JOBY
[2026-02-10T20:25:11.814778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2026-02-10T20:25:11.826112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2026-02-10T20:25:11.826400] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2026-02-10T20:25:11.827191] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2026-02-10T20:25:11.827254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:11.827311] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:11.827340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:11.827396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:11.885708] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:11.886378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:11.886459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:11.886493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:12.006995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:12.007153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:12.007193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:12.007223] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:12.010724] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=77.24%)
[2026-02-10T20:25:12.011010] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2026-02-10T20:25:12.011142] [INFO ] [sig       ] JOBY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:12.152100] [INFO ] [LOCAL     ] Saved forecast: JOBY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JOBY.txt
[2026-02-10T20:25:12.152241] [INFO ] [sig       ] [1699/3417] Completed JOBY in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:12.152282] [INFO ] [sig       ] [1700/3417] Forecasting JOE...
[2026-02-10T20:25:12.152312] [INFO ] [sig       ] Generating forecast for: JOE
[2026-02-10T20:25:12.152343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2026-02-10T20:25:12.163877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2026-02-10T20:25:12.164184] [INFO ] [FORECASTER] Starting predict_future for JOE
[2026-02-10T20:25:12.164977] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2026-02-10T20:25:12.165031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:12.165064] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:12.165090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:12.165148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:12.223609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:12.224293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:12.224375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:12.224409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:12.353544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:12.353746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:12.353789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:12.353820] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:12.357404] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2026-02-10T20:25:12.357728] [INFO ] [FORECASTER] Completed predict_future for JOE
[2026-02-10T20:25:12.357888] [INFO ] [sig       ] JOE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:12.507015] [INFO ] [LOCAL     ] Saved forecast: JOE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JOE.txt
[2026-02-10T20:25:12.507175] [INFO ] [sig       ] [1700/3417] Completed JOE in 0.4s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:12.507217] [INFO ] [sig       ] [1701/3417] Forecasting JOF...
[2026-02-10T20:25:12.507248] [INFO ] [sig       ] Generating forecast for: JOF
[2026-02-10T20:25:12.507278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2026-02-10T20:25:12.518883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2026-02-10T20:25:12.519247] [INFO ] [FORECASTER] Starting predict_future for JOF
[2026-02-10T20:25:12.520098] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2026-02-10T20:25:12.520153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:12.520201] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:12.520230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:12.520287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:12.581843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:12.582776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:12.582870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:12.582906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:12.705352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:12.705531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:12.705607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:12.705640] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:12.709328] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2026-02-10T20:25:12.709634] [INFO ] [FORECASTER] Completed predict_future for JOF
[2026-02-10T20:25:12.709771] [INFO ] [sig       ] JOF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:12.854209] [INFO ] [LOCAL     ] Saved forecast: JOF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JOF.txt
[2026-02-10T20:25:12.854372] [INFO ] [sig       ] [1701/3417] Completed JOF in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:12.854415] [INFO ] [sig       ] [1702/3417] Forecasting JPC...
[2026-02-10T20:25:12.854447] [INFO ] [sig       ] Generating forecast for: JPC
[2026-02-10T20:25:12.854480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2026-02-10T20:25:12.866093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2026-02-10T20:25:12.866400] [INFO ] [FORECASTER] Starting predict_future for JPC
[2026-02-10T20:25:12.867248] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2026-02-10T20:25:12.867304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:12.867338] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:12.867366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:12.867426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:12.929276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:12.930218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:12.930309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:12.930343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:13.051199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:13.051357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:13.051399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:13.051461] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:13.055058] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2026-02-10T20:25:13.055332] [INFO ] [FORECASTER] Completed predict_future for JPC
[2026-02-10T20:25:13.055458] [INFO ] [sig       ] JPC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:13.262253] [INFO ] [LOCAL     ] Saved forecast: JPC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JPC.txt
[2026-02-10T20:25:13.262399] [INFO ] [sig       ] [1702/3417] Completed JPC in 0.4s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:13.262441] [INFO ] [sig       ] [1703/3417] Forecasting JPEF...
[2026-02-10T20:25:13.262473] [INFO ] [sig       ] Generating forecast for: JPEF
[2026-02-10T20:25:13.262504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2026-02-10T20:25:13.274148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2026-02-10T20:25:13.274474] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2026-02-10T20:25:13.275322] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2026-02-10T20:25:13.275378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:13.275412] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:13.275439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:13.275497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:13.335803] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:13.336487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:13.336570] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:13.336625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:13.456027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:13.456184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:13.456224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:13.456252] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:13.459727] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2026-02-10T20:25:13.460002] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2026-02-10T20:25:13.460130] [INFO ] [sig       ] JPEF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:13.600677] [INFO ] [LOCAL     ] Saved forecast: JPEF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JPEF.txt
[2026-02-10T20:25:13.600822] [INFO ] [sig       ] [1703/3417] Completed JPEF in 0.3s | 2.80 sym/s | Total: 10.1m | ETA: 10.2m
[2026-02-10T20:25:13.600861] [INFO ] [sig       ] [1704/3417] Forecasting JPM...
[2026-02-10T20:25:13.600892] [INFO ] [sig       ] Generating forecast for: JPM
[2026-02-10T20:25:13.600923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2026-02-10T20:25:13.612397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2026-02-10T20:25:13.612714] [INFO ] [FORECASTER] Starting predict_future for JPM
[2026-02-10T20:25:13.613467] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2026-02-10T20:25:13.613520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:13.613551] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:13.613598] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:13.613658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:13.670427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:13.671185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:13.671267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:13.671299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:13.797406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:13.797586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:13.797630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:13.797660] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:13.801182] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2026-02-10T20:25:13.801460] [INFO ] [FORECASTER] Completed predict_future for JPM
[2026-02-10T20:25:13.801613] [INFO ] [sig       ] JPM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:13.945563] [INFO ] [LOCAL     ] Saved forecast: JPM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JPM.txt
[2026-02-10T20:25:13.945727] [INFO ] [sig       ] [1704/3417] Completed JPM in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:13.945773] [INFO ] [sig       ] [1705/3417] Forecasting JQC...
[2026-02-10T20:25:13.945803] [INFO ] [sig       ] Generating forecast for: JQC
[2026-02-10T20:25:13.945836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2026-02-10T20:25:13.957084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2026-02-10T20:25:13.957385] [INFO ] [FORECASTER] Starting predict_future for JQC
[2026-02-10T20:25:13.958200] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2026-02-10T20:25:13.958253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:13.958285] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:13.958312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:13.958368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:14.016601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:14.017423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:14.017509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:14.017544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:14.141721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:14.141891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:14.141932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:14.141962] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:14.145459] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2026-02-10T20:25:14.145795] [INFO ] [FORECASTER] Completed predict_future for JQC
[2026-02-10T20:25:14.145937] [INFO ] [sig       ] JQC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:14.291236] [INFO ] [LOCAL     ] Saved forecast: JQC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JQC.txt
[2026-02-10T20:25:14.291392] [INFO ] [sig       ] [1705/3417] Completed JQC in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:14.291434] [INFO ] [sig       ] [1706/3417] Forecasting JRI...
[2026-02-10T20:25:14.291467] [INFO ] [sig       ] Generating forecast for: JRI
[2026-02-10T20:25:14.291499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2026-02-10T20:25:14.303251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2026-02-10T20:25:14.303587] [INFO ] [FORECASTER] Starting predict_future for JRI
[2026-02-10T20:25:14.304374] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2026-02-10T20:25:14.304428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:14.304462] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:14.304490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:14.304549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:14.365391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:14.366335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:14.366424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:14.366459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:14.491177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:14.491357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:14.491408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:14.491446] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:14.495348] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=59.96%)
[2026-02-10T20:25:14.495745] [INFO ] [FORECASTER] Completed predict_future for JRI
[2026-02-10T20:25:14.496108] [INFO ] [sig       ] JRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:14.650742] [INFO ] [LOCAL     ] Saved forecast: JRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JRI.txt
[2026-02-10T20:25:14.650932] [INFO ] [sig       ] [1706/3417] Completed JRI in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:14.650977] [INFO ] [sig       ] [1707/3417] Forecasting JRS...
[2026-02-10T20:25:14.651009] [INFO ] [sig       ] Generating forecast for: JRS
[2026-02-10T20:25:14.651041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2026-02-10T20:25:14.663328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2026-02-10T20:25:14.663799] [INFO ] [FORECASTER] Starting predict_future for JRS
[2026-02-10T20:25:14.664707] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2026-02-10T20:25:14.664771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:14.664835] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:14.664883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:14.664948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:14.727933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:14.728926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:14.729042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:14.729265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:14.846388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:14.846570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:14.846645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:14.846676] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:14.850438] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2026-02-10T20:25:14.850864] [INFO ] [FORECASTER] Completed predict_future for JRS
[2026-02-10T20:25:14.851060] [INFO ] [sig       ] JRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:15.001942] [INFO ] [LOCAL     ] Saved forecast: JRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JRS.txt
[2026-02-10T20:25:15.002143] [INFO ] [sig       ] [1707/3417] Completed JRS in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:15.002195] [INFO ] [sig       ] [1708/3417] Forecasting JSM...
[2026-02-10T20:25:15.002229] [INFO ] [sig       ] Generating forecast for: JSM
[2026-02-10T20:25:15.002261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2026-02-10T20:25:15.016244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2026-02-10T20:25:15.016621] [INFO ] [FORECASTER] Starting predict_future for JSM
[2026-02-10T20:25:15.017420] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2026-02-10T20:25:15.017475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:15.017508] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:15.017535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:15.017611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:15.076974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:15.077790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:15.077970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:15.078007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:15.201001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:15.201162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:15.201204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:15.201252] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:15.204805] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2026-02-10T20:25:15.205088] [INFO ] [FORECASTER] Completed predict_future for JSM
[2026-02-10T20:25:15.205220] [INFO ] [sig       ] JSM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:15.349668] [INFO ] [LOCAL     ] Saved forecast: JSM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JSM.txt
[2026-02-10T20:25:15.349906] [INFO ] [sig       ] [1708/3417] Completed JSM in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:15.349957] [INFO ] [sig       ] [1709/3417] Forecasting JSMD...
[2026-02-10T20:25:15.349994] [INFO ] [sig       ] Generating forecast for: JSMD
[2026-02-10T20:25:15.350030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2026-02-10T20:25:15.364500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2026-02-10T20:25:15.365015] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2026-02-10T20:25:15.366070] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2026-02-10T20:25:15.366134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:15.366173] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:15.366207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:15.366285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:15.427994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:15.428966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:15.429320] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:15.429355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:15.560129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:15.560296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:15.560337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:15.560367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:15.563907] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2026-02-10T20:25:15.564232] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2026-02-10T20:25:15.564375] [INFO ] [sig       ] JSMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:15.716546] [INFO ] [LOCAL     ] Saved forecast: JSMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JSMD.txt
[2026-02-10T20:25:15.716715] [INFO ] [sig       ] [1709/3417] Completed JSMD in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:15.716755] [INFO ] [sig       ] [1710/3417] Forecasting JSML...
[2026-02-10T20:25:15.716786] [INFO ] [sig       ] Generating forecast for: JSML
[2026-02-10T20:25:15.716818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2026-02-10T20:25:15.728079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2026-02-10T20:25:15.728398] [INFO ] [FORECASTER] Starting predict_future for JSML
[2026-02-10T20:25:15.729181] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2026-02-10T20:25:15.729234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:15.729266] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:15.729294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:15.729350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:15.788863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:15.789729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:15.789815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:15.789865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:15.906801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:15.906970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:15.907014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:15.907044] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:15.910651] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2026-02-10T20:25:15.911030] [INFO ] [FORECASTER] Completed predict_future for JSML
[2026-02-10T20:25:15.911191] [INFO ] [sig       ] JSML: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:16.059469] [INFO ] [LOCAL     ] Saved forecast: JSML	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JSML.txt
[2026-02-10T20:25:16.059656] [INFO ] [sig       ] [1710/3417] Completed JSML in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:16.059701] [INFO ] [sig       ] [1711/3417] Forecasting JTEK...
[2026-02-10T20:25:16.059736] [INFO ] [sig       ] Generating forecast for: JTEK
[2026-02-10T20:25:16.059773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2026-02-10T20:25:16.072288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2026-02-10T20:25:16.072647] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2026-02-10T20:25:16.073438] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2026-02-10T20:25:16.073491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:16.073525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:16.073553] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:16.073634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:16.131718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:16.132810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:16.132908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:16.132941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:16.266493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:16.266696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:16.266741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:16.266771] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:16.270603] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=38.69%)
[2026-02-10T20:25:16.270998] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2026-02-10T20:25:16.271153] [INFO ] [sig       ] JTEK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:16.447203] [INFO ] [LOCAL     ] Saved forecast: JTEK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/JTEK.txt
[2026-02-10T20:25:16.447426] [INFO ] [sig       ] [1711/3417] Completed JTEK in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:16.447479] [INFO ] [sig       ] [1712/3417] Forecasting JVA...
[2026-02-10T20:25:16.447517] [INFO ] [sig       ] Generating forecast for: JVA
[2026-02-10T20:25:16.447558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2026-02-10T20:25:16.467979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2026-02-10T20:25:16.468552] [INFO ] [FORECASTER] Starting predict_future for JVA
[2026-02-10T20:25:16.469801] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2026-02-10T20:25:16.469873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:16.469925] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:16.469986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:16.470079] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:16.553258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:16.554540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:16.554697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:16.554758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:16.732937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:16.733132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:16.733188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:16.733227] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:16.738305] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2026-02-10T20:25:16.738914] [INFO ] [FORECASTER] Completed predict_future for JVA
[2026-02-10T20:25:16.739136] [INFO ] [sig       ] JVA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:16.969381] [INFO ] [LOCAL     ] Saved forecast: JVA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JVA.txt
[2026-02-10T20:25:16.971745] [INFO ] [sig       ] [1712/3417] Completed JVA in 0.5s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:16.971828] [INFO ] [sig       ] [1713/3417] Forecasting JXN...
[2026-02-10T20:25:16.971873] [INFO ] [sig       ] Generating forecast for: JXN
[2026-02-10T20:25:16.971913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2026-02-10T20:25:16.993658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2026-02-10T20:25:16.994205] [INFO ] [FORECASTER] Starting predict_future for JXN
[2026-02-10T20:25:16.995421] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2026-02-10T20:25:16.995491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:16.995536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:16.995595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:16.995691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:17.086643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:17.087912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:17.088048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:17.088093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:17.262321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:17.262503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:17.262547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:17.262599] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:17.266904] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2026-02-10T20:25:17.267340] [INFO ] [FORECASTER] Completed predict_future for JXN
[2026-02-10T20:25:17.267525] [INFO ] [sig       ] JXN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:17.482109] [INFO ] [LOCAL     ] Saved forecast: JXN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/JXN.txt
[2026-02-10T20:25:17.482323] [INFO ] [sig       ] [1713/3417] Completed JXN in 0.5s | 2.80 sym/s | Total: 10.2m | ETA: 10.2m
[2026-02-10T20:25:17.482372] [INFO ] [sig       ] [1714/3417] Forecasting KAI...
[2026-02-10T20:25:17.482409] [INFO ] [sig       ] Generating forecast for: KAI
[2026-02-10T20:25:17.482445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2026-02-10T20:25:17.497147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2026-02-10T20:25:17.497678] [INFO ] [FORECASTER] Starting predict_future for KAI
[2026-02-10T20:25:17.498837] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2026-02-10T20:25:17.498904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:17.498946] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:17.498983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:17.499062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:17.562364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:17.563346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:17.563443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:17.563477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:17.686241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:17.686405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:17.686445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:17.686473] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:17.689980] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2026-02-10T20:25:17.690261] [INFO ] [FORECASTER] Completed predict_future for KAI
[2026-02-10T20:25:17.690389] [INFO ] [sig       ] KAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:17.834454] [INFO ] [LOCAL     ] Saved forecast: KAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KAI.txt
[2026-02-10T20:25:17.834633] [INFO ] [sig       ] [1714/3417] Completed KAI in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-10T20:25:17.834677] [INFO ] [sig       ] [1715/3417] Forecasting KARO...
[2026-02-10T20:25:17.834708] [INFO ] [sig       ] Generating forecast for: KARO
[2026-02-10T20:25:17.834738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2026-02-10T20:25:17.846406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2026-02-10T20:25:17.846832] [INFO ] [FORECASTER] Starting predict_future for KARO
[2026-02-10T20:25:17.847663] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2026-02-10T20:25:17.847717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:17.847750] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:17.847777] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:17.847839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:17.906243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:17.907121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:17.907208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:17.907242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:18.028749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:18.028907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:18.028951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:18.028981] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:18.032471] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-10T20:25:18.032772] [INFO ] [FORECASTER] Completed predict_future for KARO
[2026-02-10T20:25:18.032909] [INFO ] [sig       ] KARO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:18.180273] [INFO ] [LOCAL     ] Saved forecast: KARO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KARO.txt
[2026-02-10T20:25:18.180435] [INFO ] [sig       ] [1715/3417] Completed KARO in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-10T20:25:18.180478] [INFO ] [sig       ] [1716/3417] Forecasting KB...
[2026-02-10T20:25:18.180510] [INFO ] [sig       ] Generating forecast for: KB
[2026-02-10T20:25:18.180549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2026-02-10T20:25:18.192426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2026-02-10T20:25:18.192726] [INFO ] [FORECASTER] Starting predict_future for KB
[2026-02-10T20:25:18.193526] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2026-02-10T20:25:18.193604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:18.193665] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:18.193695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:18.193755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:18.252492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:18.253325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:18.253411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:18.253446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:18.382528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:18.382721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:18.382765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:18.382796] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:18.386833] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2026-02-10T20:25:18.387416] [INFO ] [FORECASTER] Completed predict_future for KB
[2026-02-10T20:25:18.387595] [INFO ] [sig       ] KB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:18.540920] [INFO ] [LOCAL     ] Saved forecast: KB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KB.txt
[2026-02-10T20:25:18.541083] [INFO ] [sig       ] [1716/3417] Completed KB in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-10T20:25:18.541125] [INFO ] [sig       ] [1717/3417] Forecasting KBH...
[2026-02-10T20:25:18.541156] [INFO ] [sig       ] Generating forecast for: KBH
[2026-02-10T20:25:18.541189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2026-02-10T20:25:18.554118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2026-02-10T20:25:18.554420] [INFO ] [FORECASTER] Starting predict_future for KBH
[2026-02-10T20:25:18.555362] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2026-02-10T20:25:18.555417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:18.555450] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:18.555478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:18.555536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:18.613831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:18.614804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:18.614903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:18.614944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:18.738099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:18.738260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:18.738302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:18.738334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:18.741858] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2026-02-10T20:25:18.742145] [INFO ] [FORECASTER] Completed predict_future for KBH
[2026-02-10T20:25:18.742286] [INFO ] [sig       ] KBH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:18.889996] [INFO ] [LOCAL     ] Saved forecast: KBH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KBH.txt
[2026-02-10T20:25:18.890366] [INFO ] [sig       ] [1717/3417] Completed KBH in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-10T20:25:18.890417] [INFO ] [sig       ] [1718/3417] Forecasting KBWB...
[2026-02-10T20:25:18.890457] [INFO ] [sig       ] Generating forecast for: KBWB
[2026-02-10T20:25:18.890495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2026-02-10T20:25:18.903303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2026-02-10T20:25:18.903737] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2026-02-10T20:25:18.904631] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2026-02-10T20:25:18.904686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:18.904720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:18.904749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:18.904814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:18.966618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:18.967519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:18.967629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:18.967666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:19.102540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:19.102735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:19.102778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:19.102807] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:19.106471] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2026-02-10T20:25:19.106788] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2026-02-10T20:25:19.106925] [INFO ] [sig       ] KBWB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:19.260739] [INFO ] [LOCAL     ] Saved forecast: KBWB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KBWB.txt
[2026-02-10T20:25:19.260901] [INFO ] [sig       ] [1718/3417] Completed KBWB in 0.4s | 2.80 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-10T20:25:19.260942] [INFO ] [sig       ] [1719/3417] Forecasting KBWD...
[2026-02-10T20:25:19.260972] [INFO ] [sig       ] Generating forecast for: KBWD
[2026-02-10T20:25:19.261005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2026-02-10T20:25:19.272825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2026-02-10T20:25:19.273190] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2026-02-10T20:25:19.274029] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2026-02-10T20:25:19.274083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:19.274117] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:19.274144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:19.274201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:19.331969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:19.332836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:19.332923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:19.332956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:19.456104] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:19.456279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:19.456320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:19.456385] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:19.460017] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2026-02-10T20:25:19.460322] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2026-02-10T20:25:19.460465] [INFO ] [sig       ] KBWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:19.600811] [INFO ] [LOCAL     ] Saved forecast: KBWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KBWD.txt
[2026-02-10T20:25:19.600995] [INFO ] [sig       ] [1719/3417] Completed KBWD in 0.3s | 2.80 sym/s | Total: 10.2m | ETA: 10.1m
[2026-02-10T20:25:19.601068] [INFO ] [sig       ] [1720/3417] Forecasting KBWP...
[2026-02-10T20:25:19.601128] [INFO ] [sig       ] Generating forecast for: KBWP
[2026-02-10T20:25:19.601184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2026-02-10T20:25:19.613437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2026-02-10T20:25:19.613813] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2026-02-10T20:25:19.614724] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2026-02-10T20:25:19.614780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:19.614813] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:19.614839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:19.614896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:19.676559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:19.677401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:19.677488] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:19.677522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:19.801841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:19.802013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:19.802056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:19.802086] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:19.805820] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2026-02-10T20:25:19.806122] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2026-02-10T20:25:19.806284] [INFO ] [sig       ] KBWP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:19.953417] [INFO ] [LOCAL     ] Saved forecast: KBWP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KBWP.txt
[2026-02-10T20:25:19.953565] [INFO ] [sig       ] [1720/3417] Completed KBWP in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:19.953624] [INFO ] [sig       ] [1721/3417] Forecasting KBWY...
[2026-02-10T20:25:19.953655] [INFO ] [sig       ] Generating forecast for: KBWY
[2026-02-10T20:25:19.953685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2026-02-10T20:25:19.965685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2026-02-10T20:25:19.966020] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2026-02-10T20:25:19.966811] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2026-02-10T20:25:19.966865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:19.966903] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:19.966936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:19.967006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:20.028190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:20.029108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:20.029196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:20.029230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:20.149790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:20.149970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:20.150011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:20.150040] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:20.153479] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-10T20:25:20.153778] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2026-02-10T20:25:20.153914] [INFO ] [sig       ] KBWY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:20.296077] [INFO ] [LOCAL     ] Saved forecast: KBWY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KBWY.txt
[2026-02-10T20:25:20.296424] [INFO ] [sig       ] [1721/3417] Completed KBWY in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:20.296465] [INFO ] [sig       ] [1722/3417] Forecasting KC...
[2026-02-10T20:25:20.296495] [INFO ] [sig       ] Generating forecast for: KC
[2026-02-10T20:25:20.296526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2026-02-10T20:25:20.310497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2026-02-10T20:25:20.310906] [INFO ] [FORECASTER] Starting predict_future for KC
[2026-02-10T20:25:20.311733] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2026-02-10T20:25:20.311786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:20.311819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:20.311845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:20.311901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:20.369134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:20.369929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:20.370026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:20.370060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:20.506597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:20.506764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:20.506805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:20.506835] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:20.510931] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2026-02-10T20:25:20.511419] [INFO ] [FORECASTER] Completed predict_future for KC
[2026-02-10T20:25:20.511557] [INFO ] [sig       ] KC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:20.665376] [INFO ] [LOCAL     ] Saved forecast: KC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KC.txt
[2026-02-10T20:25:20.665594] [INFO ] [sig       ] [1722/3417] Completed KC in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:20.665660] [INFO ] [sig       ] [1723/3417] Forecasting KD...
[2026-02-10T20:25:20.665708] [INFO ] [sig       ] Generating forecast for: KD
[2026-02-10T20:25:20.665756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2026-02-10T20:25:20.677787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2026-02-10T20:25:20.678241] [INFO ] [FORECASTER] Starting predict_future for KD
[2026-02-10T20:25:20.679106] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2026-02-10T20:25:20.679161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:20.679193] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:20.679222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:20.679279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:20.741818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:20.742910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:20.742995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:20.743028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:20.887216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:20.887602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:20.887647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:20.887675] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:20.891437] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2026-02-10T20:25:20.891771] [INFO ] [FORECASTER] Completed predict_future for KD
[2026-02-10T20:25:20.891915] [INFO ] [sig       ] KD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:21.041609] [INFO ] [LOCAL     ] Saved forecast: KD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KD.txt
[2026-02-10T20:25:21.041763] [INFO ] [sig       ] [1723/3417] Completed KD in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:21.041803] [INFO ] [sig       ] [1724/3417] Forecasting KDP...
[2026-02-10T20:25:21.041833] [INFO ] [sig       ] Generating forecast for: KDP
[2026-02-10T20:25:21.041865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2026-02-10T20:25:21.053545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2026-02-10T20:25:21.053879] [INFO ] [FORECASTER] Starting predict_future for KDP
[2026-02-10T20:25:21.054694] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2026-02-10T20:25:21.054747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:21.054779] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:21.054805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:21.054862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:21.113327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:21.113968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:21.114052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:21.114099] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:21.233675] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:21.233815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:21.233853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:21.233881] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:21.237265] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2026-02-10T20:25:21.237537] [INFO ] [FORECASTER] Completed predict_future for KDP
[2026-02-10T20:25:21.237686] [INFO ] [sig       ] KDP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:21.381192] [INFO ] [LOCAL     ] Saved forecast: KDP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KDP.txt
[2026-02-10T20:25:21.381316] [INFO ] [sig       ] [1724/3417] Completed KDP in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:21.381355] [INFO ] [sig       ] [1725/3417] Forecasting KE...
[2026-02-10T20:25:21.381385] [INFO ] [sig       ] Generating forecast for: KE
[2026-02-10T20:25:21.381414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2026-02-10T20:25:21.393022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2026-02-10T20:25:21.393331] [INFO ] [FORECASTER] Starting predict_future for KE
[2026-02-10T20:25:21.394214] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2026-02-10T20:25:21.394276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:21.394332] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:21.394364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:21.394422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:21.452099] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:21.452749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:21.452831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:21.452863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:21.574715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:21.574870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:21.574915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:21.574945] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:21.578857] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2026-02-10T20:25:21.579143] [INFO ] [FORECASTER] Completed predict_future for KE
[2026-02-10T20:25:21.579281] [INFO ] [sig       ] KE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:21.727600] [INFO ] [LOCAL     ] Saved forecast: KE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KE.txt
[2026-02-10T20:25:21.727744] [INFO ] [sig       ] [1725/3417] Completed KE in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:21.727792] [INFO ] [sig       ] [1726/3417] Forecasting KELYA...
[2026-02-10T20:25:21.727823] [INFO ] [sig       ] Generating forecast for: KELYA
[2026-02-10T20:25:21.727853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2026-02-10T20:25:21.740244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2026-02-10T20:25:21.740540] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2026-02-10T20:25:21.741400] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2026-02-10T20:25:21.741453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:21.741485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:21.741512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:21.741585] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:21.798441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:21.799124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:21.799212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:21.799272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:21.922345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:21.922482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:21.922520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:21.922549] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:21.925922] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2026-02-10T20:25:21.926206] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2026-02-10T20:25:21.926333] [INFO ] [sig       ] KELYA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:22.066450] [INFO ] [LOCAL     ] Saved forecast: KELYA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KELYA.txt
[2026-02-10T20:25:22.066615] [INFO ] [sig       ] [1726/3417] Completed KELYA in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:22.066659] [INFO ] [sig       ] [1727/3417] Forecasting KEN...
[2026-02-10T20:25:22.066691] [INFO ] [sig       ] Generating forecast for: KEN
[2026-02-10T20:25:22.066722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2026-02-10T20:25:22.077615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2026-02-10T20:25:22.077884] [INFO ] [FORECASTER] Starting predict_future for KEN
[2026-02-10T20:25:22.078695] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2026-02-10T20:25:22.078749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:22.078780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:22.078806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:22.078861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:22.138502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:22.139293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:22.139378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:22.139412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:22.258745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:22.258891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:22.258936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:22.258972] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:22.262676] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2026-02-10T20:25:22.263042] [INFO ] [FORECASTER] Completed predict_future for KEN
[2026-02-10T20:25:22.263210] [INFO ] [sig       ] KEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:22.407120] [INFO ] [LOCAL     ] Saved forecast: KEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KEN.txt
[2026-02-10T20:25:22.407243] [INFO ] [sig       ] [1727/3417] Completed KEN in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:22.407283] [INFO ] [sig       ] [1728/3417] Forecasting KEP...
[2026-02-10T20:25:22.407314] [INFO ] [sig       ] Generating forecast for: KEP
[2026-02-10T20:25:22.407344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2026-02-10T20:25:22.419305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2026-02-10T20:25:22.419617] [INFO ] [FORECASTER] Starting predict_future for KEP
[2026-02-10T20:25:22.420427] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2026-02-10T20:25:22.420480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:22.420513] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:22.420540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:22.420615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:22.481500] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:22.482338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:22.482422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:22.482456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:22.607171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:22.607332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:22.607373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:22.607401] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:22.610847] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2026-02-10T20:25:22.611127] [INFO ] [FORECASTER] Completed predict_future for KEP
[2026-02-10T20:25:22.611258] [INFO ] [sig       ] KEP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:22.753593] [INFO ] [LOCAL     ] Saved forecast: KEP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KEP.txt
[2026-02-10T20:25:22.753731] [INFO ] [sig       ] [1728/3417] Completed KEP in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:22.753779] [INFO ] [sig       ] [1729/3417] Forecasting KEX...
[2026-02-10T20:25:22.753809] [INFO ] [sig       ] Generating forecast for: KEX
[2026-02-10T20:25:22.753840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2026-02-10T20:25:22.765277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2026-02-10T20:25:22.765598] [INFO ] [FORECASTER] Starting predict_future for KEX
[2026-02-10T20:25:22.766370] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2026-02-10T20:25:22.766422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:22.766455] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:22.766482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:22.766540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:22.825542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:22.826417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:22.826505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:22.826539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:22.950689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:22.950857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:22.950899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:22.950929] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:22.954736] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2026-02-10T20:25:22.955123] [INFO ] [FORECASTER] Completed predict_future for KEX
[2026-02-10T20:25:22.955302] [INFO ] [sig       ] KEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:23.099478] [INFO ] [LOCAL     ] Saved forecast: KEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KEX.txt
[2026-02-10T20:25:23.099682] [INFO ] [sig       ] [1729/3417] Completed KEX in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:23.099727] [INFO ] [sig       ] [1730/3417] Forecasting KEYS...
[2026-02-10T20:25:23.099757] [INFO ] [sig       ] Generating forecast for: KEYS
[2026-02-10T20:25:23.099787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2026-02-10T20:25:23.112780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2026-02-10T20:25:23.113151] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2026-02-10T20:25:23.113995] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2026-02-10T20:25:23.114062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:23.114098] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:23.114126] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:23.114184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:23.175291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:23.176125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:23.176211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:23.176245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:23.306160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:23.306326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:23.306368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:23.306396] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:23.310492] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2026-02-10T20:25:23.310840] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2026-02-10T20:25:23.311054] [INFO ] [sig       ] KEYS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:23.471973] [INFO ] [LOCAL     ] Saved forecast: KEYS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KEYS.txt
[2026-02-10T20:25:23.472110] [INFO ] [sig       ] [1730/3417] Completed KEYS in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.1m
[2026-02-10T20:25:23.472151] [INFO ] [sig       ] [1731/3417] Forecasting KFS...
[2026-02-10T20:25:23.472181] [INFO ] [sig       ] Generating forecast for: KFS
[2026-02-10T20:25:23.472212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2026-02-10T20:25:23.483911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2026-02-10T20:25:23.484308] [INFO ] [FORECASTER] Starting predict_future for KFS
[2026-02-10T20:25:23.485202] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2026-02-10T20:25:23.485257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:23.485290] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:23.485318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:23.485377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:23.545049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:23.545923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:23.546024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:23.546066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:23.669948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:23.670107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:23.670148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:23.670178] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:23.673725] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2026-02-10T20:25:23.674008] [INFO ] [FORECASTER] Completed predict_future for KFS
[2026-02-10T20:25:23.674142] [INFO ] [sig       ] KFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:23.824213] [INFO ] [LOCAL     ] Saved forecast: KFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KFS.txt
[2026-02-10T20:25:23.824355] [INFO ] [sig       ] [1731/3417] Completed KFS in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-10T20:25:23.824395] [INFO ] [sig       ] [1732/3417] Forecasting KFY...
[2026-02-10T20:25:23.824427] [INFO ] [sig       ] Generating forecast for: KFY
[2026-02-10T20:25:23.824458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2026-02-10T20:25:23.836322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2026-02-10T20:25:23.836725] [INFO ] [FORECASTER] Starting predict_future for KFY
[2026-02-10T20:25:23.837519] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2026-02-10T20:25:23.837590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:23.837627] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:23.837667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:23.837725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:23.895304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:23.896171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:23.896255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:23.896288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:24.010411] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:24.010595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:24.010640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:24.010688] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:24.014317] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2026-02-10T20:25:24.014628] [INFO ] [FORECASTER] Completed predict_future for KFY
[2026-02-10T20:25:24.014767] [INFO ] [sig       ] KFY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:24.160090] [INFO ] [LOCAL     ] Saved forecast: KFY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KFY.txt
[2026-02-10T20:25:24.160225] [INFO ] [sig       ] [1732/3417] Completed KFY in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-10T20:25:24.160265] [INFO ] [sig       ] [1733/3417] Forecasting KGS...
[2026-02-10T20:25:24.160295] [INFO ] [sig       ] Generating forecast for: KGS
[2026-02-10T20:25:24.160325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2026-02-10T20:25:24.171680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2026-02-10T20:25:24.171985] [INFO ] [FORECASTER] Starting predict_future for KGS
[2026-02-10T20:25:24.172781] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2026-02-10T20:25:24.172834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:24.172890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:24.172919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:24.172976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:24.231027] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:24.232052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:24.232148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:24.232182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:24.357128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:24.357297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:24.357339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:24.357367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:24.360915] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2026-02-10T20:25:24.361205] [INFO ] [FORECASTER] Completed predict_future for KGS
[2026-02-10T20:25:24.361338] [INFO ] [sig       ] KGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:24.504067] [INFO ] [LOCAL     ] Saved forecast: KGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KGS.txt
[2026-02-10T20:25:24.504406] [INFO ] [sig       ] [1733/3417] Completed KGS in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-10T20:25:24.504455] [INFO ] [sig       ] [1734/3417] Forecasting KHC...
[2026-02-10T20:25:24.504486] [INFO ] [sig       ] Generating forecast for: KHC
[2026-02-10T20:25:24.504516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2026-02-10T20:25:24.517882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2026-02-10T20:25:24.518529] [INFO ] [FORECASTER] Starting predict_future for KHC
[2026-02-10T20:25:24.519383] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2026-02-10T20:25:24.519437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:24.519469] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:24.519496] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:24.519553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:24.579274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:24.580243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:24.580335] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:24.580387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:24.711033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:24.711209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:24.711251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:24.711280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:24.715039] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2026-02-10T20:25:24.715400] [INFO ] [FORECASTER] Completed predict_future for KHC
[2026-02-10T20:25:24.715552] [INFO ] [sig       ] KHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:24.865698] [INFO ] [LOCAL     ] Saved forecast: KHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KHC.txt
[2026-02-10T20:25:24.865858] [INFO ] [sig       ] [1734/3417] Completed KHC in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-10T20:25:24.865898] [INFO ] [sig       ] [1735/3417] Forecasting KIDS...
[2026-02-10T20:25:24.865929] [INFO ] [sig       ] Generating forecast for: KIDS
[2026-02-10T20:25:24.865959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2026-02-10T20:25:24.877613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2026-02-10T20:25:24.877921] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2026-02-10T20:25:24.878784] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2026-02-10T20:25:24.878840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:24.878874] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:24.878902] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:24.878960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:24.943054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:24.943861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:24.943953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:24.943995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:25.067270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:25.067432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:25.067472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:25.067502] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:25.071113] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2026-02-10T20:25:25.071398] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2026-02-10T20:25:25.071533] [INFO ] [sig       ] KIDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:25.212624] [INFO ] [LOCAL     ] Saved forecast: KIDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KIDS.txt
[2026-02-10T20:25:25.212815] [INFO ] [sig       ] [1735/3417] Completed KIDS in 0.3s | 2.80 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-10T20:25:25.212858] [INFO ] [sig       ] [1736/3417] Forecasting KIM...
[2026-02-10T20:25:25.212889] [INFO ] [sig       ] Generating forecast for: KIM
[2026-02-10T20:25:25.212921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2026-02-10T20:25:25.224965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2026-02-10T20:25:25.225375] [INFO ] [FORECASTER] Starting predict_future for KIM
[2026-02-10T20:25:25.226213] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2026-02-10T20:25:25.226268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:25.226300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:25.226352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:25.226412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:25.297967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:25.298887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:25.298975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:25.299009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:25.420205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:25.420373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:25.420415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:25.420479] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:25.424040] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2026-02-10T20:25:25.424326] [INFO ] [FORECASTER] Completed predict_future for KIM
[2026-02-10T20:25:25.424467] [INFO ] [sig       ] KIM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:25.566929] [INFO ] [LOCAL     ] Saved forecast: KIM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KIM.txt
[2026-02-10T20:25:25.567068] [INFO ] [sig       ] [1736/3417] Completed KIM in 0.4s | 2.80 sym/s | Total: 10.3m | ETA: 10.0m
[2026-02-10T20:25:25.567108] [INFO ] [sig       ] [1737/3417] Forecasting KINS...
[2026-02-10T20:25:25.567138] [INFO ] [sig       ] Generating forecast for: KINS
[2026-02-10T20:25:25.567169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2026-02-10T20:25:25.578972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2026-02-10T20:25:25.579346] [INFO ] [FORECASTER] Starting predict_future for KINS
[2026-02-10T20:25:25.580349] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2026-02-10T20:25:25.580415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:25.580459] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:25.580497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:25.580608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:25.648425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:25.649342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:25.649429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:25.649463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:25.776912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:25.777083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:25.777139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:25.777171] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:25.780749] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2026-02-10T20:25:25.781051] [INFO ] [FORECASTER] Completed predict_future for KINS
[2026-02-10T20:25:25.781189] [INFO ] [sig       ] KINS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:25.922338] [INFO ] [LOCAL     ] Saved forecast: KINS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KINS.txt
[2026-02-10T20:25:25.922474] [INFO ] [sig       ] [1737/3417] Completed KINS in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:25.922516] [INFO ] [sig       ] [1738/3417] Forecasting KIO...
[2026-02-10T20:25:25.922549] [INFO ] [sig       ] Generating forecast for: KIO
[2026-02-10T20:25:25.922599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2026-02-10T20:25:25.934814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2026-02-10T20:25:25.935141] [INFO ] [FORECASTER] Starting predict_future for KIO
[2026-02-10T20:25:25.935950] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2026-02-10T20:25:25.936004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:25.936036] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:25.936063] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:25.936120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:25.996275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:25.996999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:25.997095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:25.997135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:26.120871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:26.121028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:26.121068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:26.121098] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:26.124911] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2026-02-10T20:25:26.125189] [INFO ] [FORECASTER] Completed predict_future for KIO
[2026-02-10T20:25:26.125316] [INFO ] [sig       ] KIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:26.267594] [INFO ] [LOCAL     ] Saved forecast: KIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KIO.txt
[2026-02-10T20:25:26.267748] [INFO ] [sig       ] [1738/3417] Completed KIO in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:26.267789] [INFO ] [sig       ] [1739/3417] Forecasting KKRS...
[2026-02-10T20:25:26.267820] [INFO ] [sig       ] Generating forecast for: KKRS
[2026-02-10T20:25:26.267851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2026-02-10T20:25:26.280681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2026-02-10T20:25:26.280991] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2026-02-10T20:25:26.282000] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2026-02-10T20:25:26.282066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:26.282105] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:26.282137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:26.282194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:26.343272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:26.344050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:26.344152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:26.344186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:26.478019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:26.478427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:26.478483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:26.478515] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:26.482215] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2026-02-10T20:25:26.482541] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2026-02-10T20:25:26.482708] [INFO ] [sig       ] KKRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:26.645987] [INFO ] [LOCAL     ] Saved forecast: KKRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KKRS.txt
[2026-02-10T20:25:26.646198] [INFO ] [sig       ] [1739/3417] Completed KKRS in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:26.646243] [INFO ] [sig       ] [1740/3417] Forecasting KLAC...
[2026-02-10T20:25:26.646277] [INFO ] [sig       ] Generating forecast for: KLAC
[2026-02-10T20:25:26.646315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2026-02-10T20:25:26.660766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2026-02-10T20:25:26.661191] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2026-02-10T20:25:26.662499] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2026-02-10T20:25:26.662558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:26.662618] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:26.662649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:26.662708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:26.736858] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:26.737758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:26.737849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:26.737882] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:26.877893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:26.878123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:26.878181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:26.878225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:26.883286] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2026-02-10T20:25:26.883722] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2026-02-10T20:25:26.883906] [INFO ] [sig       ] KLAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:27.033416] [INFO ] [LOCAL     ] Saved forecast: KLAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KLAC.txt
[2026-02-10T20:25:27.033555] [INFO ] [sig       ] [1740/3417] Completed KLAC in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:27.033616] [INFO ] [sig       ] [1741/3417] Forecasting KLIC...
[2026-02-10T20:25:27.033647] [INFO ] [sig       ] Generating forecast for: KLIC
[2026-02-10T20:25:27.033678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2026-02-10T20:25:27.045193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2026-02-10T20:25:27.045480] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2026-02-10T20:25:27.046265] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2026-02-10T20:25:27.046319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:27.046351] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:27.046378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:27.046435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:27.103288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:27.103933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:27.104021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:27.104061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:27.226081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:27.226221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:27.226259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:27.226288] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:27.229693] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2026-02-10T20:25:27.229970] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2026-02-10T20:25:27.230100] [INFO ] [sig       ] KLIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:27.374107] [INFO ] [LOCAL     ] Saved forecast: KLIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KLIC.txt
[2026-02-10T20:25:27.374257] [INFO ] [sig       ] [1741/3417] Completed KLIC in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:27.374298] [INFO ] [sig       ] [1742/3417] Forecasting KLXE...
[2026-02-10T20:25:27.374327] [INFO ] [sig       ] Generating forecast for: KLXE
[2026-02-10T20:25:27.374359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2026-02-10T20:25:27.385943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2026-02-10T20:25:27.386238] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2026-02-10T20:25:27.387041] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2026-02-10T20:25:27.387094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:27.387127] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:27.387154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:27.387211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:27.444747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:27.445422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:27.445504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:27.445536] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:27.562346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:27.562497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:27.562536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:27.562565] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:27.565994] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2026-02-10T20:25:27.566280] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2026-02-10T20:25:27.566412] [INFO ] [sig       ] KLXE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:27.706228] [INFO ] [LOCAL     ] Saved forecast: KLXE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KLXE.txt
[2026-02-10T20:25:27.706370] [INFO ] [sig       ] [1742/3417] Completed KLXE in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:27.706412] [INFO ] [sig       ] [1743/3417] Forecasting KMB...
[2026-02-10T20:25:27.706441] [INFO ] [sig       ] Generating forecast for: KMB
[2026-02-10T20:25:27.706472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2026-02-10T20:25:27.718172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2026-02-10T20:25:27.718486] [INFO ] [FORECASTER] Starting predict_future for KMB
[2026-02-10T20:25:27.719270] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2026-02-10T20:25:27.719324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:27.719357] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:27.719385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:27.719443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:27.775643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:27.776620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:27.776733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:27.776767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:27.894615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:27.894773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:27.894814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:27.894843] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:27.898975] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2026-02-10T20:25:27.899618] [INFO ] [FORECASTER] Completed predict_future for KMB
[2026-02-10T20:25:27.899856] [INFO ] [sig       ] KMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:28.040351] [INFO ] [LOCAL     ] Saved forecast: KMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KMB.txt
[2026-02-10T20:25:28.040514] [INFO ] [sig       ] [1743/3417] Completed KMB in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:28.040557] [INFO ] [sig       ] [1744/3417] Forecasting KMDA...
[2026-02-10T20:25:28.040611] [INFO ] [sig       ] Generating forecast for: KMDA
[2026-02-10T20:25:28.040644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2026-02-10T20:25:28.052247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2026-02-10T20:25:28.052603] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2026-02-10T20:25:28.053387] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2026-02-10T20:25:28.053441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:28.053473] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:28.053501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:28.053558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:28.110250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:28.111067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:28.111153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:28.111185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:28.238461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:28.238641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:28.238690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:28.238723] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:28.242297] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=38.51%)
[2026-02-10T20:25:28.242613] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2026-02-10T20:25:28.242752] [INFO ] [sig       ] KMDA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:28.385997] [INFO ] [LOCAL     ] Saved forecast: KMDA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KMDA.txt
[2026-02-10T20:25:28.386160] [INFO ] [sig       ] [1744/3417] Completed KMDA in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:28.386204] [INFO ] [sig       ] [1745/3417] Forecasting KMI...
[2026-02-10T20:25:28.386234] [INFO ] [sig       ] Generating forecast for: KMI
[2026-02-10T20:25:28.386264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2026-02-10T20:25:28.398902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2026-02-10T20:25:28.399272] [INFO ] [FORECASTER] Starting predict_future for KMI
[2026-02-10T20:25:28.400069] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2026-02-10T20:25:28.400122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:28.400154] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:28.400181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:28.400237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:28.460412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:28.461424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:28.461518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:28.461552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:28.590022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:28.590194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:28.590238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:28.590267] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:28.593882] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2026-02-10T20:25:28.594190] [INFO ] [FORECASTER] Completed predict_future for KMI
[2026-02-10T20:25:28.594331] [INFO ] [sig       ] KMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:28.736065] [INFO ] [LOCAL     ] Saved forecast: KMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KMI.txt
[2026-02-10T20:25:28.736247] [INFO ] [sig       ] [1745/3417] Completed KMI in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:28.736288] [INFO ] [sig       ] [1746/3417] Forecasting KMPB...
[2026-02-10T20:25:28.736318] [INFO ] [sig       ] Generating forecast for: KMPB
[2026-02-10T20:25:28.736348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2026-02-10T20:25:28.747720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2026-02-10T20:25:28.748076] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2026-02-10T20:25:28.748903] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2026-02-10T20:25:28.748958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:28.748991] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:28.749018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:28.749076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:28.808064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:28.808972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:28.809058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:28.809091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:28.917247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:28.917413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:28.917454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:28.917485] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:28.921023] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2026-02-10T20:25:28.921311] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2026-02-10T20:25:28.921442] [INFO ] [sig       ] KMPB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:29.065780] [INFO ] [LOCAL     ] Saved forecast: KMPB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KMPB.txt
[2026-02-10T20:25:29.065973] [INFO ] [sig       ] [1746/3417] Completed KMPB in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 10.0m
[2026-02-10T20:25:29.066015] [INFO ] [sig       ] [1747/3417] Forecasting KMX...
[2026-02-10T20:25:29.066047] [INFO ] [sig       ] Generating forecast for: KMX
[2026-02-10T20:25:29.066081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2026-02-10T20:25:29.078629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2026-02-10T20:25:29.079049] [INFO ] [FORECASTER] Starting predict_future for KMX
[2026-02-10T20:25:29.079902] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2026-02-10T20:25:29.079958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:29.079994] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:29.080023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:29.080100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:29.139339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:29.140498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:29.140838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:29.140877] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:29.265745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:29.265907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:29.265947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:29.265977] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:29.269617] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2026-02-10T20:25:29.269929] [INFO ] [FORECASTER] Completed predict_future for KMX
[2026-02-10T20:25:29.270070] [INFO ] [sig       ] KMX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:29.413457] [INFO ] [LOCAL     ] Saved forecast: KMX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KMX.txt
[2026-02-10T20:25:29.413630] [INFO ] [sig       ] [1747/3417] Completed KMX in 0.3s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:29.413674] [INFO ] [sig       ] [1748/3417] Forecasting KN...
[2026-02-10T20:25:29.413704] [INFO ] [sig       ] Generating forecast for: KN
[2026-02-10T20:25:29.413734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2026-02-10T20:25:29.425263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2026-02-10T20:25:29.425558] [INFO ] [FORECASTER] Starting predict_future for KN
[2026-02-10T20:25:29.426374] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2026-02-10T20:25:29.426427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:29.426459] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:29.426486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:29.426543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:29.486369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:29.487087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:29.487171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:29.487204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:29.620245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:29.620415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:29.620456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:29.620487] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:29.624267] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2026-02-10T20:25:29.624597] [INFO ] [FORECASTER] Completed predict_future for KN
[2026-02-10T20:25:29.624742] [INFO ] [sig       ] KN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:29.779516] [INFO ] [LOCAL     ] Saved forecast: KN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KN.txt
[2026-02-10T20:25:29.779724] [INFO ] [sig       ] [1748/3417] Completed KN in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:29.779769] [INFO ] [sig       ] [1749/3417] Forecasting KNF...
[2026-02-10T20:25:29.779798] [INFO ] [sig       ] Generating forecast for: KNF
[2026-02-10T20:25:29.779828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2026-02-10T20:25:29.791328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2026-02-10T20:25:29.791710] [INFO ] [FORECASTER] Starting predict_future for KNF
[2026-02-10T20:25:29.792511] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2026-02-10T20:25:29.792600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:29.792637] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:29.792664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:29.792721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:29.852695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:29.853824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:29.853909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:29.853941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:29.981233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:29.981425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:29.981486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:29.981530] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:29.986757] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2026-02-10T20:25:29.987232] [INFO ] [FORECASTER] Completed predict_future for KNF
[2026-02-10T20:25:29.987434] [INFO ] [sig       ] KNF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:30.157702] [INFO ] [LOCAL     ] Saved forecast: KNF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KNF.txt
[2026-02-10T20:25:30.157885] [INFO ] [sig       ] [1749/3417] Completed KNF in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:30.157927] [INFO ] [sig       ] [1750/3417] Forecasting KNOP...
[2026-02-10T20:25:30.157960] [INFO ] [sig       ] Generating forecast for: KNOP
[2026-02-10T20:25:30.157992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2026-02-10T20:25:30.169779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2026-02-10T20:25:30.170218] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2026-02-10T20:25:30.171133] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2026-02-10T20:25:30.171193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:30.171255] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:30.171286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:30.171345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:30.233477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:30.234477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:30.234608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:30.234647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:30.358801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:30.358966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:30.359007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:30.359035] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:30.362623] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2026-02-10T20:25:30.362973] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2026-02-10T20:25:30.363120] [INFO ] [sig       ] KNOP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:30.512126] [INFO ] [LOCAL     ] Saved forecast: KNOP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KNOP.txt
[2026-02-10T20:25:30.512293] [INFO ] [sig       ] [1750/3417] Completed KNOP in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:30.512335] [INFO ] [sig       ] [1751/3417] Forecasting KNSA...
[2026-02-10T20:25:30.512366] [INFO ] [sig       ] Generating forecast for: KNSA
[2026-02-10T20:25:30.512397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2026-02-10T20:25:30.524697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2026-02-10T20:25:30.525098] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2026-02-10T20:25:30.525995] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2026-02-10T20:25:30.526054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:30.526087] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:30.526115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:30.526173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:30.587508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:30.588507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:30.588654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:30.588690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:30.714825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:30.714995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:30.715038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:30.715070] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:30.718916] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2026-02-10T20:25:30.719308] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2026-02-10T20:25:30.719459] [INFO ] [sig       ] KNSA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:30.871898] [INFO ] [LOCAL     ] Saved forecast: KNSA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KNSA.txt
[2026-02-10T20:25:30.872068] [INFO ] [sig       ] [1751/3417] Completed KNSA in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:30.872111] [INFO ] [sig       ] [1752/3417] Forecasting KNSL...
[2026-02-10T20:25:30.872142] [INFO ] [sig       ] Generating forecast for: KNSL
[2026-02-10T20:25:30.872174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2026-02-10T20:25:30.884180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2026-02-10T20:25:30.884599] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2026-02-10T20:25:30.885454] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2026-02-10T20:25:30.885511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:30.885545] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:30.885606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:30.885674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:30.947941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:30.948896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:30.948999] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:30.949037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:31.079869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:31.080049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:31.080091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:31.080132] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:31.083918] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2026-02-10T20:25:31.084226] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2026-02-10T20:25:31.084372] [INFO ] [sig       ] KNSL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:31.233817] [INFO ] [LOCAL     ] Saved forecast: KNSL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KNSL.txt
[2026-02-10T20:25:31.233987] [INFO ] [sig       ] [1752/3417] Completed KNSL in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:31.234037] [INFO ] [sig       ] [1753/3417] Forecasting KNTK...
[2026-02-10T20:25:31.234068] [INFO ] [sig       ] Generating forecast for: KNTK
[2026-02-10T20:25:31.234107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2026-02-10T20:25:31.245627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2026-02-10T20:25:31.246017] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2026-02-10T20:25:31.246912] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2026-02-10T20:25:31.246968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:31.247002] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:31.247030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:31.247090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:31.305822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:31.306708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:31.306797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:31.306832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:31.431796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:31.431971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:31.432013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:31.432101] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:31.435728] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=44.05%)
[2026-02-10T20:25:31.436014] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2026-02-10T20:25:31.436170] [INFO ] [sig       ] KNTK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:31.585033] [INFO ] [LOCAL     ] Saved forecast: KNTK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KNTK.txt
[2026-02-10T20:25:31.585192] [INFO ] [sig       ] [1753/3417] Completed KNTK in 0.4s | 2.80 sym/s | Total: 10.4m | ETA: 9.9m
[2026-02-10T20:25:31.585235] [INFO ] [sig       ] [1754/3417] Forecasting KNX...
[2026-02-10T20:25:31.585264] [INFO ] [sig       ] Generating forecast for: KNX
[2026-02-10T20:25:31.585295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2026-02-10T20:25:31.596691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2026-02-10T20:25:31.597017] [INFO ] [FORECASTER] Starting predict_future for KNX
[2026-02-10T20:25:31.597848] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2026-02-10T20:25:31.597904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:31.597937] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:31.597965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:31.598024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:31.659493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:31.660751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:31.660838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:31.660871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:31.791796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:31.792002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:31.792057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:31.792089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:31.795738] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=43.08%)
[2026-02-10T20:25:31.796048] [INFO ] [FORECASTER] Completed predict_future for KNX
[2026-02-10T20:25:31.796203] [INFO ] [sig       ] KNX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:31.937414] [INFO ] [LOCAL     ] Saved forecast: KNX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KNX.txt
[2026-02-10T20:25:31.937557] [INFO ] [sig       ] [1754/3417] Completed KNX in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:31.937616] [INFO ] [sig       ] [1755/3417] Forecasting KOD...
[2026-02-10T20:25:31.937647] [INFO ] [sig       ] Generating forecast for: KOD
[2026-02-10T20:25:31.937677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2026-02-10T20:25:31.948698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2026-02-10T20:25:31.949009] [INFO ] [FORECASTER] Starting predict_future for KOD
[2026-02-10T20:25:31.949805] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2026-02-10T20:25:31.949859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:31.949890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:31.949917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:31.949974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:32.007962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:32.008741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:32.008823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:32.008856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:32.134026] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:32.134187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:32.134228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:32.134257] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:32.137728] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2026-02-10T20:25:32.138021] [INFO ] [FORECASTER] Completed predict_future for KOD
[2026-02-10T20:25:32.138204] [INFO ] [sig       ] KOD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:32.278306] [INFO ] [LOCAL     ] Saved forecast: KOD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KOD.txt
[2026-02-10T20:25:32.278449] [INFO ] [sig       ] [1755/3417] Completed KOD in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:32.278490] [INFO ] [sig       ] [1756/3417] Forecasting KODK...
[2026-02-10T20:25:32.278519] [INFO ] [sig       ] Generating forecast for: KODK
[2026-02-10T20:25:32.278549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2026-02-10T20:25:32.289453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2026-02-10T20:25:32.289761] [INFO ] [FORECASTER] Starting predict_future for KODK
[2026-02-10T20:25:32.290550] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2026-02-10T20:25:32.290631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:32.290664] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:32.290690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:32.290750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:32.348792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:32.349501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:32.349604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:32.349640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:32.472765] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:32.472945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:32.473004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:32.473036] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:32.476808] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2026-02-10T20:25:32.477105] [INFO ] [FORECASTER] Completed predict_future for KODK
[2026-02-10T20:25:32.477255] [INFO ] [sig       ] KODK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:32.623098] [INFO ] [LOCAL     ] Saved forecast: KODK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KODK.txt
[2026-02-10T20:25:32.623467] [INFO ] [sig       ] [1756/3417] Completed KODK in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:32.623525] [INFO ] [sig       ] [1757/3417] Forecasting KOF...
[2026-02-10T20:25:32.623558] [INFO ] [sig       ] Generating forecast for: KOF
[2026-02-10T20:25:32.623615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2026-02-10T20:25:32.637379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2026-02-10T20:25:32.637760] [INFO ] [FORECASTER] Starting predict_future for KOF
[2026-02-10T20:25:32.638910] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2026-02-10T20:25:32.638974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:32.639016] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:32.639053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:32.639135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:32.711401] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:32.712208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:32.712291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:32.712324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:32.837859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:32.838016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:32.838074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:32.838104] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:32.841911] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2026-02-10T20:25:32.842183] [INFO ] [FORECASTER] Completed predict_future for KOF
[2026-02-10T20:25:32.842313] [INFO ] [sig       ] KOF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:32.985972] [INFO ] [LOCAL     ] Saved forecast: KOF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KOF.txt
[2026-02-10T20:25:32.986144] [INFO ] [sig       ] [1757/3417] Completed KOF in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:32.986188] [INFO ] [sig       ] [1758/3417] Forecasting KOP...
[2026-02-10T20:25:32.986220] [INFO ] [sig       ] Generating forecast for: KOP
[2026-02-10T20:25:32.986253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2026-02-10T20:25:32.997609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2026-02-10T20:25:32.997957] [INFO ] [FORECASTER] Starting predict_future for KOP
[2026-02-10T20:25:32.998861] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2026-02-10T20:25:32.998918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:32.998954] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:32.998983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:32.999042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:33.060090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:33.060882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:33.060968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:33.061003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:33.179391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:33.179545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:33.179606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:33.179637] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:33.183042] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2026-02-10T20:25:33.183323] [INFO ] [FORECASTER] Completed predict_future for KOP
[2026-02-10T20:25:33.183451] [INFO ] [sig       ] KOP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:33.322745] [INFO ] [LOCAL     ] Saved forecast: KOP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KOP.txt
[2026-02-10T20:25:33.322882] [INFO ] [sig       ] [1758/3417] Completed KOP in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:33.322920] [INFO ] [sig       ] [1759/3417] Forecasting KOPN...
[2026-02-10T20:25:33.322951] [INFO ] [sig       ] Generating forecast for: KOPN
[2026-02-10T20:25:33.322981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2026-02-10T20:25:33.334326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2026-02-10T20:25:33.334666] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2026-02-10T20:25:33.335483] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2026-02-10T20:25:33.335536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:33.335593] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:33.335626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:33.335684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:33.392514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:33.393352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:33.393436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:33.393468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:33.518309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:33.518506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:33.518549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:33.518595] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:33.522132] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2026-02-10T20:25:33.522416] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2026-02-10T20:25:33.522546] [INFO ] [sig       ] KOPN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:33.662520] [INFO ] [LOCAL     ] Saved forecast: KOPN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KOPN.txt
[2026-02-10T20:25:33.662687] [INFO ] [sig       ] [1759/3417] Completed KOPN in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:33.662735] [INFO ] [sig       ] [1760/3417] Forecasting KOSS...
[2026-02-10T20:25:33.662767] [INFO ] [sig       ] Generating forecast for: KOSS
[2026-02-10T20:25:33.662798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2026-02-10T20:25:33.673677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2026-02-10T20:25:33.673974] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2026-02-10T20:25:33.674806] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2026-02-10T20:25:33.674860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:33.674919] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:33.674949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:33.675006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:33.734094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:33.734853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:33.734966] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:33.735003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:33.856182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:33.856346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:33.856387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:33.856415] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:33.860092] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2026-02-10T20:25:33.860369] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2026-02-10T20:25:33.860499] [INFO ] [sig       ] KOSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:34.007638] [INFO ] [LOCAL     ] Saved forecast: KOSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KOSS.txt
[2026-02-10T20:25:34.007804] [INFO ] [sig       ] [1760/3417] Completed KOSS in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:34.007847] [INFO ] [sig       ] [1761/3417] Forecasting KPRX...
[2026-02-10T20:25:34.007877] [INFO ] [sig       ] Generating forecast for: KPRX
[2026-02-10T20:25:34.007908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2026-02-10T20:25:34.019834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2026-02-10T20:25:34.020164] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2026-02-10T20:25:34.021016] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2026-02-10T20:25:34.021072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:34.021113] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:34.021149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:34.021219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:34.081329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:34.082206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:34.082298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:34.082332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:34.199524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:34.199706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:34.199749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:34.199780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:34.203310] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2026-02-10T20:25:34.203613] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2026-02-10T20:25:34.203749] [INFO ] [sig       ] KPRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:34.359331] [INFO ] [LOCAL     ] Saved forecast: KPRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KPRX.txt
[2026-02-10T20:25:34.359495] [INFO ] [sig       ] [1761/3417] Completed KPRX in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:34.359541] [INFO ] [sig       ] [1762/3417] Forecasting KPTI...
[2026-02-10T20:25:34.359589] [INFO ] [sig       ] Generating forecast for: KPTI
[2026-02-10T20:25:34.359625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2026-02-10T20:25:34.372291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2026-02-10T20:25:34.372756] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2026-02-10T20:25:34.373785] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2026-02-10T20:25:34.373846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:34.373884] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:34.373916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:34.373990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:34.435971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:34.436899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:34.436987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:34.437020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:34.561616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:34.561785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:34.561827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:34.561856] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:34.565422] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2026-02-10T20:25:34.565728] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2026-02-10T20:25:34.565868] [INFO ] [sig       ] KPTI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:34.707186] [INFO ] [LOCAL     ] Saved forecast: KPTI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KPTI.txt
[2026-02-10T20:25:34.707343] [INFO ] [sig       ] [1762/3417] Completed KPTI in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:34.707385] [INFO ] [sig       ] [1763/3417] Forecasting KRC...
[2026-02-10T20:25:34.707416] [INFO ] [sig       ] Generating forecast for: KRC
[2026-02-10T20:25:34.707447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2026-02-10T20:25:34.719946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2026-02-10T20:25:34.720307] [INFO ] [FORECASTER] Starting predict_future for KRC
[2026-02-10T20:25:34.721137] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2026-02-10T20:25:34.721196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:34.721234] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:34.721261] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:34.721320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:34.780963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:34.781880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:34.781969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:34.782003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:34.912054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:34.912224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:34.912278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:34.912319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:34.917077] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2026-02-10T20:25:34.917421] [INFO ] [FORECASTER] Completed predict_future for KRC
[2026-02-10T20:25:34.917778] [INFO ] [sig       ] KRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:35.070702] [INFO ] [LOCAL     ] Saved forecast: KRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KRC.txt
[2026-02-10T20:25:35.070922] [INFO ] [sig       ] [1763/3417] Completed KRC in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.9m
[2026-02-10T20:25:35.070966] [INFO ] [sig       ] [1764/3417] Forecasting KREF...
[2026-02-10T20:25:35.071006] [INFO ] [sig       ] Generating forecast for: KREF
[2026-02-10T20:25:35.071038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2026-02-10T20:25:35.084243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2026-02-10T20:25:35.084640] [INFO ] [FORECASTER] Starting predict_future for KREF
[2026-02-10T20:25:35.085505] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2026-02-10T20:25:35.085560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:35.085617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:35.085645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:35.085702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:35.143218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:35.144106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:35.144199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:35.144234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:35.267655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:35.267814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:35.267853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:35.267882] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:35.271422] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2026-02-10T20:25:35.271723] [INFO ] [FORECASTER] Completed predict_future for KREF
[2026-02-10T20:25:35.271854] [INFO ] [sig       ] KREF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:35.413384] [INFO ] [LOCAL     ] Saved forecast: KREF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KREF.txt
[2026-02-10T20:25:35.413554] [INFO ] [sig       ] [1764/3417] Completed KREF in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:35.413617] [INFO ] [sig       ] [1765/3417] Forecasting KRG...
[2026-02-10T20:25:35.413649] [INFO ] [sig       ] Generating forecast for: KRG
[2026-02-10T20:25:35.413681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2026-02-10T20:25:35.424893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2026-02-10T20:25:35.425266] [INFO ] [FORECASTER] Starting predict_future for KRG
[2026-02-10T20:25:35.426081] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2026-02-10T20:25:35.426135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:35.426166] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:35.426193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:35.426252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:35.483773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:35.484749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:35.484838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:35.484871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:35.606523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:35.606701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:35.606744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:35.606773] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:35.610240] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2026-02-10T20:25:35.610521] [INFO ] [FORECASTER] Completed predict_future for KRG
[2026-02-10T20:25:35.610670] [INFO ] [sig       ] KRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:35.753374] [INFO ] [LOCAL     ] Saved forecast: KRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KRG.txt
[2026-02-10T20:25:35.753538] [INFO ] [sig       ] [1765/3417] Completed KRG in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:35.753598] [INFO ] [sig       ] [1766/3417] Forecasting KRMD...
[2026-02-10T20:25:35.753633] [INFO ] [sig       ] Generating forecast for: KRMD
[2026-02-10T20:25:35.753664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2026-02-10T20:25:35.765548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2026-02-10T20:25:35.765929] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2026-02-10T20:25:35.766772] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2026-02-10T20:25:35.766825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:35.766858] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:35.766885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:35.766952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:35.824022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:35.824947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:35.825034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:35.825067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:35.949614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:35.949847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:35.949892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:35.949922] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:35.953750] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2026-02-10T20:25:35.954040] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2026-02-10T20:25:35.954199] [INFO ] [sig       ] KRMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:36.095298] [INFO ] [LOCAL     ] Saved forecast: KRMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KRMD.txt
[2026-02-10T20:25:36.095457] [INFO ] [sig       ] [1766/3417] Completed KRMD in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:36.095504] [INFO ] [sig       ] [1767/3417] Forecasting KRNY...
[2026-02-10T20:25:36.095536] [INFO ] [sig       ] Generating forecast for: KRNY
[2026-02-10T20:25:36.095597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2026-02-10T20:25:36.107605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2026-02-10T20:25:36.107897] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2026-02-10T20:25:36.108727] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2026-02-10T20:25:36.108780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:36.108838] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:36.108866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:36.108929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:36.168096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:36.168874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:36.168959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:36.168992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:36.299821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:36.299983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:36.300024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:36.300071] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:36.303763] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2026-02-10T20:25:36.304042] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2026-02-10T20:25:36.304174] [INFO ] [sig       ] KRNY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:36.467022] [INFO ] [LOCAL     ] Saved forecast: KRNY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KRNY.txt
[2026-02-10T20:25:36.467170] [INFO ] [sig       ] [1767/3417] Completed KRNY in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:36.467211] [INFO ] [sig       ] [1768/3417] Forecasting KRO...
[2026-02-10T20:25:36.467240] [INFO ] [sig       ] Generating forecast for: KRO
[2026-02-10T20:25:36.467270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2026-02-10T20:25:36.481157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2026-02-10T20:25:36.481607] [INFO ] [FORECASTER] Starting predict_future for KRO
[2026-02-10T20:25:36.482823] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2026-02-10T20:25:36.482880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:36.482912] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:36.482940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:36.483016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:36.547421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:36.548680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:36.548783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:36.548827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:36.679346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:36.679757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:36.679807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:36.679838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:36.683606] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2026-02-10T20:25:36.683928] [INFO ] [FORECASTER] Completed predict_future for KRO
[2026-02-10T20:25:36.684065] [INFO ] [sig       ] KRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:36.831736] [INFO ] [LOCAL     ] Saved forecast: KRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KRO.txt
[2026-02-10T20:25:36.831918] [INFO ] [sig       ] [1768/3417] Completed KRO in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:36.831970] [INFO ] [sig       ] [1769/3417] Forecasting KROS...
[2026-02-10T20:25:36.832002] [INFO ] [sig       ] Generating forecast for: KROS
[2026-02-10T20:25:36.832044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2026-02-10T20:25:36.845002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2026-02-10T20:25:36.845420] [INFO ] [FORECASTER] Starting predict_future for KROS
[2026-02-10T20:25:36.846289] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2026-02-10T20:25:36.846359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:36.846406] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:36.846437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:36.846496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:36.907216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:36.908176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:36.908285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:36.908350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:37.037145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:37.037309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:37.037349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:37.037380] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:37.040976] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2026-02-10T20:25:37.041250] [INFO ] [FORECASTER] Completed predict_future for KROS
[2026-02-10T20:25:37.041377] [INFO ] [sig       ] KROS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:37.182436] [INFO ] [LOCAL     ] Saved forecast: KROS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KROS.txt
[2026-02-10T20:25:37.182625] [INFO ] [sig       ] [1769/3417] Completed KROS in 0.4s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:37.182669] [INFO ] [sig       ] [1770/3417] Forecasting KRRO...
[2026-02-10T20:25:37.182700] [INFO ] [sig       ] Generating forecast for: KRRO
[2026-02-10T20:25:37.182731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2026-02-10T20:25:37.194187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2026-02-10T20:25:37.194534] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2026-02-10T20:25:37.195330] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2026-02-10T20:25:37.195395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:37.195434] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:37.195461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:37.195518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:37.252473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:37.253339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:37.253426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:37.253459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:37.381362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:37.381527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:37.381589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:37.381656] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:37.385161] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2026-02-10T20:25:37.385454] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2026-02-10T20:25:37.385605] [INFO ] [sig       ] KRRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:37.530843] [INFO ] [LOCAL     ] Saved forecast: KRRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KRRO.txt
[2026-02-10T20:25:37.531020] [INFO ] [sig       ] [1770/3417] Completed KRRO in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:37.531062] [INFO ] [sig       ] [1771/3417] Forecasting KRUS...
[2026-02-10T20:25:37.531100] [INFO ] [sig       ] Generating forecast for: KRUS
[2026-02-10T20:25:37.531141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2026-02-10T20:25:37.543109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2026-02-10T20:25:37.543452] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2026-02-10T20:25:37.544288] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2026-02-10T20:25:37.544342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:37.544379] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:37.544421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:37.544484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:37.600710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:37.601617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:37.601704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:37.601737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:37.720144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:37.720348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:37.720397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:37.720431] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:37.724085] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2026-02-10T20:25:37.724410] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2026-02-10T20:25:37.724596] [INFO ] [sig       ] KRUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:37.870708] [INFO ] [LOCAL     ] Saved forecast: KRUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KRUS.txt
[2026-02-10T20:25:37.870878] [INFO ] [sig       ] [1771/3417] Completed KRUS in 0.3s | 2.80 sym/s | Total: 10.5m | ETA: 9.8m
[2026-02-10T20:25:37.870921] [INFO ] [sig       ] [1772/3417] Forecasting KRYS...
[2026-02-10T20:25:37.870955] [INFO ] [sig       ] Generating forecast for: KRYS
[2026-02-10T20:25:37.870988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2026-02-10T20:25:37.883313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2026-02-10T20:25:37.883721] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2026-02-10T20:25:37.884655] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2026-02-10T20:25:37.884712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:37.884745] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:37.884773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:37.884832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:37.948109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:37.949383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:37.949689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:37.949726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:38.080626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:38.080791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:38.080833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:38.080864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:38.084559] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=36.65%)
[2026-02-10T20:25:38.084869] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2026-02-10T20:25:38.085004] [INFO ] [sig       ] KRYS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:38.226018] [INFO ] [LOCAL     ] Saved forecast: KRYS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KRYS.txt
[2026-02-10T20:25:38.226160] [INFO ] [sig       ] [1772/3417] Completed KRYS in 0.4s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:38.226201] [INFO ] [sig       ] [1773/3417] Forecasting KSCP...
[2026-02-10T20:25:38.226230] [INFO ] [sig       ] Generating forecast for: KSCP
[2026-02-10T20:25:38.226261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2026-02-10T20:25:38.238239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2026-02-10T20:25:38.238565] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2026-02-10T20:25:38.239405] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2026-02-10T20:25:38.239461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:38.239494] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:38.239522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:38.239596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:38.301011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:38.301853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:38.301941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:38.301976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:38.421212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:38.421344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:38.421382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:38.421411] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:38.424770] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2026-02-10T20:25:38.425045] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2026-02-10T20:25:38.425172] [INFO ] [sig       ] KSCP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:38.567216] [INFO ] [LOCAL     ] Saved forecast: KSCP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KSCP.txt
[2026-02-10T20:25:38.567349] [INFO ] [sig       ] [1773/3417] Completed KSCP in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:38.567390] [INFO ] [sig       ] [1774/3417] Forecasting KSPI...
[2026-02-10T20:25:38.567421] [INFO ] [sig       ] Generating forecast for: KSPI
[2026-02-10T20:25:38.567451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2026-02-10T20:25:38.579378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2026-02-10T20:25:38.579686] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2026-02-10T20:25:38.580483] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2026-02-10T20:25:38.580535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:38.580590] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:38.580622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:38.580679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:38.638212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:38.638857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:38.638936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:38.638968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:38.757626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:38.757764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:38.757802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:38.757831] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:38.761210] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=56.76%)
[2026-02-10T20:25:38.761487] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2026-02-10T20:25:38.761632] [INFO ] [sig       ] KSPI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:38.901650] [INFO ] [LOCAL     ] Saved forecast: KSPI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KSPI.txt
[2026-02-10T20:25:38.901764] [INFO ] [sig       ] [1774/3417] Completed KSPI in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:38.901804] [INFO ] [sig       ] [1775/3417] Forecasting KSS...
[2026-02-10T20:25:38.901833] [INFO ] [sig       ] Generating forecast for: KSS
[2026-02-10T20:25:38.901871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2026-02-10T20:25:38.913234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2026-02-10T20:25:38.913514] [INFO ] [FORECASTER] Starting predict_future for KSS
[2026-02-10T20:25:38.914304] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2026-02-10T20:25:38.914357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:38.914390] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:38.914416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:38.914472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:38.971664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:38.972303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:38.972384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:38.972416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:39.096096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:39.096406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:39.096449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:39.096481] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:39.100064] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2026-02-10T20:25:39.100391] [INFO ] [FORECASTER] Completed predict_future for KSS
[2026-02-10T20:25:39.100548] [INFO ] [sig       ] KSS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:39.241548] [INFO ] [LOCAL     ] Saved forecast: KSS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KSS.txt
[2026-02-10T20:25:39.241698] [INFO ] [sig       ] [1775/3417] Completed KSS in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:39.241739] [INFO ] [sig       ] [1776/3417] Forecasting KTB...
[2026-02-10T20:25:39.241769] [INFO ] [sig       ] Generating forecast for: KTB
[2026-02-10T20:25:39.241799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2026-02-10T20:25:39.253554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2026-02-10T20:25:39.253836] [INFO ] [FORECASTER] Starting predict_future for KTB
[2026-02-10T20:25:39.254636] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2026-02-10T20:25:39.254693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:39.254724] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:39.254751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:39.254807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:39.311828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:39.312443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:39.312521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:39.312553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:39.437540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:39.437709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:39.437749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:39.437779] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:39.441238] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2026-02-10T20:25:39.441512] [INFO ] [FORECASTER] Completed predict_future for KTB
[2026-02-10T20:25:39.441656] [INFO ] [sig       ] KTB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:39.582420] [INFO ] [LOCAL     ] Saved forecast: KTB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KTB.txt
[2026-02-10T20:25:39.582557] [INFO ] [sig       ] [1776/3417] Completed KTB in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:39.582616] [INFO ] [sig       ] [1777/3417] Forecasting KTCC...
[2026-02-10T20:25:39.582646] [INFO ] [sig       ] Generating forecast for: KTCC
[2026-02-10T20:25:39.582675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2026-02-10T20:25:39.593394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2026-02-10T20:25:39.593719] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2026-02-10T20:25:39.594504] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2026-02-10T20:25:39.594558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:39.594610] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:39.594639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:39.594697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:39.652317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:39.652959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:39.653061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:39.653095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:39.759950] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:39.760083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:39.760121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:39.760150] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:39.763498] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2026-02-10T20:25:39.763791] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2026-02-10T20:25:39.763920] [INFO ] [sig       ] KTCC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:39.908125] [INFO ] [LOCAL     ] Saved forecast: KTCC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KTCC.txt
[2026-02-10T20:25:39.908264] [INFO ] [sig       ] [1777/3417] Completed KTCC in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:39.908305] [INFO ] [sig       ] [1778/3417] Forecasting KTF...
[2026-02-10T20:25:39.908335] [INFO ] [sig       ] Generating forecast for: KTF
[2026-02-10T20:25:39.908364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2026-02-10T20:25:39.919652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2026-02-10T20:25:39.919973] [INFO ] [FORECASTER] Starting predict_future for KTF
[2026-02-10T20:25:39.920776] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2026-02-10T20:25:39.920829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:39.920861] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:39.920888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:39.920945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:39.978061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:39.978770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:39.978851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:39.978884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:40.101352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:40.101504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:40.101543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:40.101588] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:40.104995] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2026-02-10T20:25:40.105264] [INFO ] [FORECASTER] Completed predict_future for KTF
[2026-02-10T20:25:40.105391] [INFO ] [sig       ] KTF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:40.249204] [INFO ] [LOCAL     ] Saved forecast: KTF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KTF.txt
[2026-02-10T20:25:40.249366] [INFO ] [sig       ] [1778/3417] Completed KTF in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:40.249409] [INFO ] [sig       ] [1779/3417] Forecasting KURA...
[2026-02-10T20:25:40.249438] [INFO ] [sig       ] Generating forecast for: KURA
[2026-02-10T20:25:40.249467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2026-02-10T20:25:40.261379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2026-02-10T20:25:40.261662] [INFO ] [FORECASTER] Starting predict_future for KURA
[2026-02-10T20:25:40.262436] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2026-02-10T20:25:40.262490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:40.262522] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:40.262549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:40.262632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:40.319691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:40.320290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:40.320384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:40.320424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:40.439915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:40.440047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:40.440086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:40.440115] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:40.443455] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2026-02-10T20:25:40.443750] [INFO ] [FORECASTER] Completed predict_future for KURA
[2026-02-10T20:25:40.443882] [INFO ] [sig       ] KURA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:40.585466] [INFO ] [LOCAL     ] Saved forecast: KURA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KURA.txt
[2026-02-10T20:25:40.585610] [INFO ] [sig       ] [1779/3417] Completed KURA in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.8m
[2026-02-10T20:25:40.585653] [INFO ] [sig       ] [1780/3417] Forecasting KVHI...
[2026-02-10T20:25:40.585683] [INFO ] [sig       ] Generating forecast for: KVHI
[2026-02-10T20:25:40.585713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2026-02-10T20:25:40.596962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2026-02-10T20:25:40.597236] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2026-02-10T20:25:40.598007] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2026-02-10T20:25:40.598091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:40.598129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:40.598156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:40.598212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:40.655648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:40.656246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:40.656324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:40.656357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:40.775436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:40.775611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:40.775659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:40.775690] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:40.779169] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2026-02-10T20:25:40.779447] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2026-02-10T20:25:40.779598] [INFO ] [sig       ] KVHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:40.919378] [INFO ] [LOCAL     ] Saved forecast: KVHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KVHI.txt
[2026-02-10T20:25:40.919592] [INFO ] [sig       ] [1780/3417] Completed KVHI in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:40.919640] [INFO ] [sig       ] [1781/3417] Forecasting KVUE...
[2026-02-10T20:25:40.919672] [INFO ] [sig       ] Generating forecast for: KVUE
[2026-02-10T20:25:40.919704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2026-02-10T20:25:40.931896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2026-02-10T20:25:40.932314] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2026-02-10T20:25:40.933173] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2026-02-10T20:25:40.933227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:40.933260] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:40.933287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:40.933351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:40.994264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:40.995190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:40.995279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:40.995313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:41.116096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:41.116266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:41.116308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:41.116338] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:41.120149] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2026-02-10T20:25:41.120553] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2026-02-10T20:25:41.120729] [INFO ] [sig       ] KVUE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:41.264209] [INFO ] [LOCAL     ] Saved forecast: KVUE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KVUE.txt
[2026-02-10T20:25:41.264355] [INFO ] [sig       ] [1781/3417] Completed KVUE in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:41.264409] [INFO ] [sig       ] [1782/3417] Forecasting KVYO...
[2026-02-10T20:25:41.264441] [INFO ] [sig       ] Generating forecast for: KVYO
[2026-02-10T20:25:41.264471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2026-02-10T20:25:41.276082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2026-02-10T20:25:41.276391] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2026-02-10T20:25:41.277177] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2026-02-10T20:25:41.277231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:41.277264] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:41.277292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:41.277361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:41.335288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:41.336008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:41.336090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:41.336123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:41.463412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:41.463598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:41.463641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:41.463670] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:41.467268] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=65.48%)
[2026-02-10T20:25:41.467556] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2026-02-10T20:25:41.467710] [INFO ] [sig       ] KVYO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:41.623991] [INFO ] [LOCAL     ] Saved forecast: KVYO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KVYO.txt
[2026-02-10T20:25:41.624144] [INFO ] [sig       ] [1782/3417] Completed KVYO in 0.4s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:41.624188] [INFO ] [sig       ] [1783/3417] Forecasting KYN...
[2026-02-10T20:25:41.624219] [INFO ] [sig       ] Generating forecast for: KYN
[2026-02-10T20:25:41.624251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2026-02-10T20:25:41.637104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2026-02-10T20:25:41.637416] [INFO ] [FORECASTER] Starting predict_future for KYN
[2026-02-10T20:25:41.638282] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2026-02-10T20:25:41.638344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:41.638385] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:41.638420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:41.638491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:41.699032] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:41.699793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:41.699880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:41.699914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:41.823856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:41.824016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:41.824059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:41.824089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:41.827685] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=26.83%)
[2026-02-10T20:25:41.827971] [INFO ] [FORECASTER] Completed predict_future for KYN
[2026-02-10T20:25:41.828132] [INFO ] [sig       ] KYN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:41.977492] [INFO ] [LOCAL     ] Saved forecast: KYN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/KYN.txt
[2026-02-10T20:25:41.977695] [INFO ] [sig       ] [1783/3417] Completed KYN in 0.4s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:41.977741] [INFO ] [sig       ] [1784/3417] Forecasting KYTX...
[2026-02-10T20:25:41.977774] [INFO ] [sig       ] Generating forecast for: KYTX
[2026-02-10T20:25:41.977806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2026-02-10T20:25:41.990272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2026-02-10T20:25:41.990678] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2026-02-10T20:25:41.991539] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2026-02-10T20:25:41.991643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:41.991705] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:41.991736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:41.991796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:42.051801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:42.052658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:42.052745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:42.052779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:42.173758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:42.173917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:42.173958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:42.173989] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:42.177487] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2026-02-10T20:25:42.177790] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2026-02-10T20:25:42.177926] [INFO ] [sig       ] KYTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:42.328550] [INFO ] [LOCAL     ] Saved forecast: KYTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KYTX.txt
[2026-02-10T20:25:42.328715] [INFO ] [sig       ] [1784/3417] Completed KYTX in 0.4s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:42.328758] [INFO ] [sig       ] [1785/3417] Forecasting KZIA...
[2026-02-10T20:25:42.328790] [INFO ] [sig       ] Generating forecast for: KZIA
[2026-02-10T20:25:42.328821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2026-02-10T20:25:42.341057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2026-02-10T20:25:42.341363] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2026-02-10T20:25:42.342210] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2026-02-10T20:25:42.342266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:42.342299] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:42.342327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:42.342398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:42.401793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:42.402461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:42.402541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:42.402593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:42.521814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:42.521972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:42.522014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:42.522045] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:42.525496] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2026-02-10T20:25:42.525808] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2026-02-10T20:25:42.525944] [INFO ] [sig       ] KZIA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:42.670850] [INFO ] [LOCAL     ] Saved forecast: KZIA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/KZIA.txt
[2026-02-10T20:25:42.670997] [INFO ] [sig       ] [1785/3417] Completed KZIA in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:42.671038] [INFO ] [sig       ] [1786/3417] Forecasting L...
[2026-02-10T20:25:42.671070] [INFO ] [sig       ] Generating forecast for: L
[2026-02-10T20:25:42.671100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2026-02-10T20:25:42.682730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2026-02-10T20:25:42.683048] [INFO ] [FORECASTER] Starting predict_future for L
[2026-02-10T20:25:42.683888] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2026-02-10T20:25:42.683942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:42.683976] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:42.684003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:42.684062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:42.742933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:42.743851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:42.743945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:42.743989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:42.864679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:42.864840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:42.864882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:42.864912] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:42.869594] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2026-02-10T20:25:42.869990] [INFO ] [FORECASTER] Completed predict_future for L
[2026-02-10T20:25:42.870167] [INFO ] [sig       ] L: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:43.014969] [INFO ] [LOCAL     ] Saved forecast: L	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/L.txt
[2026-02-10T20:25:43.015118] [INFO ] [sig       ] [1786/3417] Completed L in 0.3s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:43.015157] [INFO ] [sig       ] [1787/3417] Forecasting LAB...
[2026-02-10T20:25:43.015189] [INFO ] [sig       ] Generating forecast for: LAB
[2026-02-10T20:25:43.015220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2026-02-10T20:25:43.027371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2026-02-10T20:25:43.027834] [INFO ] [FORECASTER] Starting predict_future for LAB
[2026-02-10T20:25:43.028701] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2026-02-10T20:25:43.028755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:43.028788] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:43.028814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:43.028872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:43.089995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:43.090943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:43.091041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:43.091085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:43.217723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:43.217912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:43.217955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:43.217986] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:43.222135] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2026-02-10T20:25:43.222418] [INFO ] [FORECASTER] Completed predict_future for LAB
[2026-02-10T20:25:43.222549] [INFO ] [sig       ] LAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:43.371796] [INFO ] [LOCAL     ] Saved forecast: LAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LAB.txt
[2026-02-10T20:25:43.372025] [INFO ] [sig       ] [1787/3417] Completed LAB in 0.4s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:43.372095] [INFO ] [sig       ] [1788/3417] Forecasting LAC...
[2026-02-10T20:25:43.372144] [INFO ] [sig       ] Generating forecast for: LAC
[2026-02-10T20:25:43.372189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2026-02-10T20:25:43.389799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2026-02-10T20:25:43.390279] [INFO ] [FORECASTER] Starting predict_future for LAC
[2026-02-10T20:25:43.391482] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2026-02-10T20:25:43.391554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:43.391636] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:43.391683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:43.391771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:43.456164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:43.457080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:43.457167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:43.457202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:43.583983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:43.584146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:43.584189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:43.584219] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:43.587807] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2026-02-10T20:25:43.588125] [INFO ] [FORECASTER] Completed predict_future for LAC
[2026-02-10T20:25:43.588261] [INFO ] [sig       ] LAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:43.739322] [INFO ] [LOCAL     ] Saved forecast: LAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LAC.txt
[2026-02-10T20:25:43.739511] [INFO ] [sig       ] [1788/3417] Completed LAC in 0.4s | 2.80 sym/s | Total: 10.6m | ETA: 9.7m
[2026-02-10T20:25:43.739568] [INFO ] [sig       ] [1789/3417] Forecasting LAD...
[2026-02-10T20:25:43.739631] [INFO ] [sig       ] Generating forecast for: LAD
[2026-02-10T20:25:43.739675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2026-02-10T20:25:43.751228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2026-02-10T20:25:43.751593] [INFO ] [FORECASTER] Starting predict_future for LAD
[2026-02-10T20:25:43.752416] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2026-02-10T20:25:43.752484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:43.752525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:43.752558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:43.752637] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:43.812993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:43.813946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:43.814036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:43.814070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:43.938508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:43.938916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:43.938960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:43.938989] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:43.942820] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2026-02-10T20:25:43.943123] [INFO ] [FORECASTER] Completed predict_future for LAD
[2026-02-10T20:25:43.943275] [INFO ] [sig       ] LAD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:44.085455] [INFO ] [LOCAL     ] Saved forecast: LAD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LAD.txt
[2026-02-10T20:25:44.085636] [INFO ] [sig       ] [1789/3417] Completed LAD in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:44.085680] [INFO ] [sig       ] [1790/3417] Forecasting LAES...
[2026-02-10T20:25:44.085710] [INFO ] [sig       ] Generating forecast for: LAES
[2026-02-10T20:25:44.085741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2026-02-10T20:25:44.097302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2026-02-10T20:25:44.097652] [INFO ] [FORECASTER] Starting predict_future for LAES
[2026-02-10T20:25:44.098458] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2026-02-10T20:25:44.098511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:44.098542] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:44.098568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:44.098649] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:44.156150] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:44.156940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:44.157023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:44.157056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:44.275197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:44.275359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:44.275400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:44.275429] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:44.278981] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2026-02-10T20:25:44.279296] [INFO ] [FORECASTER] Completed predict_future for LAES
[2026-02-10T20:25:44.279433] [INFO ] [sig       ] LAES: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:44.420003] [INFO ] [LOCAL     ] Saved forecast: LAES	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LAES.txt
[2026-02-10T20:25:44.420146] [INFO ] [sig       ] [1790/3417] Completed LAES in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:44.420188] [INFO ] [sig       ] [1791/3417] Forecasting LAND...
[2026-02-10T20:25:44.420218] [INFO ] [sig       ] Generating forecast for: LAND
[2026-02-10T20:25:44.420248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2026-02-10T20:25:44.431961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2026-02-10T20:25:44.432273] [INFO ] [FORECASTER] Starting predict_future for LAND
[2026-02-10T20:25:44.433092] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2026-02-10T20:25:44.433148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:44.433181] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:44.433209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:44.433269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:44.491851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:44.492549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:44.492651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:44.492686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:44.618327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:44.618492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:44.618559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:44.618615] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:44.622037] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2026-02-10T20:25:44.622310] [INFO ] [FORECASTER] Completed predict_future for LAND
[2026-02-10T20:25:44.622446] [INFO ] [sig       ] LAND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:44.767895] [INFO ] [LOCAL     ] Saved forecast: LAND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LAND.txt
[2026-02-10T20:25:44.768251] [INFO ] [sig       ] [1791/3417] Completed LAND in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:44.768319] [INFO ] [sig       ] [1792/3417] Forecasting LANDO...
[2026-02-10T20:25:44.768353] [INFO ] [sig       ] Generating forecast for: LANDO
[2026-02-10T20:25:44.768385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2026-02-10T20:25:44.781459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2026-02-10T20:25:44.781994] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2026-02-10T20:25:44.782830] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2026-02-10T20:25:44.782884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:44.782918] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:44.782945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:44.783001] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:44.844410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:44.845339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:44.845422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:44.845456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:44.954114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:44.954280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:44.954321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:44.954350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:44.957833] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2026-02-10T20:25:44.958172] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2026-02-10T20:25:44.958309] [INFO ] [sig       ] LANDO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:45.101008] [INFO ] [LOCAL     ] Saved forecast: LANDO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LANDO.txt
[2026-02-10T20:25:45.101152] [INFO ] [sig       ] [1792/3417] Completed LANDO in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:45.101192] [INFO ] [sig       ] [1793/3417] Forecasting LANDP...
[2026-02-10T20:25:45.101222] [INFO ] [sig       ] Generating forecast for: LANDP
[2026-02-10T20:25:45.101253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2026-02-10T20:25:45.113031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2026-02-10T20:25:45.113363] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2026-02-10T20:25:45.114201] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2026-02-10T20:25:45.114256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:45.114290] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:45.114317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:45.114376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:45.176206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:45.177118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:45.177208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:45.177242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:45.291939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:45.292093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:45.292132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:45.292161] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:45.295615] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2026-02-10T20:25:45.295905] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2026-02-10T20:25:45.296037] [INFO ] [sig       ] LANDP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:45.439927] [INFO ] [LOCAL     ] Saved forecast: LANDP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LANDP.txt
[2026-02-10T20:25:45.440080] [INFO ] [sig       ] [1793/3417] Completed LANDP in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:45.440120] [INFO ] [sig       ] [1794/3417] Forecasting LAZ...
[2026-02-10T20:25:45.440151] [INFO ] [sig       ] Generating forecast for: LAZ
[2026-02-10T20:25:45.440182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2026-02-10T20:25:45.452822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2026-02-10T20:25:45.453141] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2026-02-10T20:25:45.453973] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2026-02-10T20:25:45.454027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:45.454062] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:45.454091] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:45.454148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:45.522190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:45.523323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:45.523489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:45.523552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:45.656970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:45.657187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:45.657234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:45.657264] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:45.660918] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2026-02-10T20:25:45.661212] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2026-02-10T20:25:45.661344] [INFO ] [sig       ] LAZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:45.803149] [INFO ] [LOCAL     ] Saved forecast: LAZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LAZ.txt
[2026-02-10T20:25:45.803295] [INFO ] [sig       ] [1794/3417] Completed LAZ in 0.4s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:45.803335] [INFO ] [sig       ] [1795/3417] Forecasting LBRDA...
[2026-02-10T20:25:45.803366] [INFO ] [sig       ] Generating forecast for: LBRDA
[2026-02-10T20:25:45.803397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2026-02-10T20:25:45.815439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2026-02-10T20:25:45.815769] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2026-02-10T20:25:45.816542] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2026-02-10T20:25:45.816613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:45.816659] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:45.816689] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:45.816747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:45.875366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:45.876192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:45.876276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:45.876309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:46.003949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:46.004113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:46.004156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:46.004187] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:46.007681] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2026-02-10T20:25:46.007974] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2026-02-10T20:25:46.008134] [INFO ] [sig       ] LBRDA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:46.154272] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LBRDA.txt
[2026-02-10T20:25:46.154430] [INFO ] [sig       ] [1795/3417] Completed LBRDA in 0.4s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:46.154473] [INFO ] [sig       ] [1796/3417] Forecasting LBRDK...
[2026-02-10T20:25:46.154517] [INFO ] [sig       ] Generating forecast for: LBRDK
[2026-02-10T20:25:46.154598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2026-02-10T20:25:46.167088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2026-02-10T20:25:46.167449] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2026-02-10T20:25:46.168540] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2026-02-10T20:25:46.168798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:46.168833] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:46.168861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:46.168921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:46.232215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:46.233408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:46.233502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:46.233537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:46.368169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:46.368334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:46.368375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:46.368404] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:46.371977] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2026-02-10T20:25:46.372262] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2026-02-10T20:25:46.372392] [INFO ] [sig       ] LBRDK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:46.524000] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LBRDK.txt
[2026-02-10T20:25:46.524187] [INFO ] [sig       ] [1796/3417] Completed LBRDK in 0.4s | 2.80 sym/s | Total: 10.7m | ETA: 9.7m
[2026-02-10T20:25:46.524241] [INFO ] [sig       ] [1797/3417] Forecasting LBTYA...
[2026-02-10T20:25:46.524280] [INFO ] [sig       ] Generating forecast for: LBTYA
[2026-02-10T20:25:46.524313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2026-02-10T20:25:46.537446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2026-02-10T20:25:46.537879] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2026-02-10T20:25:46.538739] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2026-02-10T20:25:46.538793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:46.538826] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:46.538853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:46.538909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:46.596286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:46.597135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:46.597219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:46.597252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:46.718743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:46.718908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:46.718949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:46.718979] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:46.722595] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2026-02-10T20:25:46.722925] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2026-02-10T20:25:46.723072] [INFO ] [sig       ] LBTYA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:46.869531] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LBTYA.txt
[2026-02-10T20:25:46.869701] [INFO ] [sig       ] [1797/3417] Completed LBTYA in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:46.869742] [INFO ] [sig       ] [1798/3417] Forecasting LBTYK...
[2026-02-10T20:25:46.869773] [INFO ] [sig       ] Generating forecast for: LBTYK
[2026-02-10T20:25:46.869803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2026-02-10T20:25:46.881927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2026-02-10T20:25:46.882234] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2026-02-10T20:25:46.883030] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2026-02-10T20:25:46.883085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:46.883117] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:46.883145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:46.883202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:46.940434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:46.941327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:46.941413] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:46.941445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:47.061774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:47.061943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:47.061983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:47.062012] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:47.065513] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2026-02-10T20:25:47.065843] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2026-02-10T20:25:47.065983] [INFO ] [sig       ] LBTYK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:47.218464] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LBTYK.txt
[2026-02-10T20:25:47.218679] [INFO ] [sig       ] [1798/3417] Completed LBTYK in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:47.218732] [INFO ] [sig       ] [1799/3417] Forecasting LC...
[2026-02-10T20:25:47.218762] [INFO ] [sig       ] Generating forecast for: LC
[2026-02-10T20:25:47.218793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2026-02-10T20:25:47.232233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2026-02-10T20:25:47.232644] [INFO ] [FORECASTER] Starting predict_future for LC
[2026-02-10T20:25:47.233469] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2026-02-10T20:25:47.233523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:47.233556] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:47.233605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:47.233664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:47.291657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:47.292510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:47.292614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:47.292651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:47.437034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:47.437201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:47.437243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:47.437275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:47.440969] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2026-02-10T20:25:47.441266] [INFO ] [FORECASTER] Completed predict_future for LC
[2026-02-10T20:25:47.441404] [INFO ] [sig       ] LC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:47.587851] [INFO ] [LOCAL     ] Saved forecast: LC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LC.txt
[2026-02-10T20:25:47.588015] [INFO ] [sig       ] [1799/3417] Completed LC in 0.4s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:47.588068] [INFO ] [sig       ] [1800/3417] Forecasting LCFY...
[2026-02-10T20:25:47.588100] [INFO ] [sig       ] Generating forecast for: LCFY
[2026-02-10T20:25:47.588130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2026-02-10T20:25:47.600641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2026-02-10T20:25:47.600932] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2026-02-10T20:25:47.601750] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2026-02-10T20:25:47.601804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:47.601835] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:47.601862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:47.601918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:47.659291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:47.660134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:47.660216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:47.660248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:47.769831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:47.769986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:47.770028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:47.770058] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:47.773557] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2026-02-10T20:25:47.773860] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2026-02-10T20:25:47.774010] [INFO ] [sig       ] LCFY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:47.925162] [INFO ] [LOCAL     ] Saved forecast: LCFY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LCFY.txt
[2026-02-10T20:25:47.925328] [INFO ] [sig       ] [1800/3417] Completed LCFY in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:47.925371] [INFO ] [sig       ] [1801/3417] Forecasting LCID...
[2026-02-10T20:25:47.925400] [INFO ] [sig       ] Generating forecast for: LCID
[2026-02-10T20:25:47.925430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2026-02-10T20:25:47.937823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2026-02-10T20:25:47.938244] [INFO ] [FORECASTER] Starting predict_future for LCID
[2026-02-10T20:25:47.939073] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2026-02-10T20:25:47.939162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:47.939196] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:47.939223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:47.939280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:47.997634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:47.998546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:47.998657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:47.998692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:48.121725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:48.121886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:48.121926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:48.121956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:48.125355] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2026-02-10T20:25:48.125654] [INFO ] [FORECASTER] Completed predict_future for LCID
[2026-02-10T20:25:48.125781] [INFO ] [sig       ] LCID: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:48.269159] [INFO ] [LOCAL     ] Saved forecast: LCID	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LCID.txt
[2026-02-10T20:25:48.269299] [INFO ] [sig       ] [1801/3417] Completed LCID in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:48.269340] [INFO ] [sig       ] [1802/3417] Forecasting LCII...
[2026-02-10T20:25:48.269370] [INFO ] [sig       ] Generating forecast for: LCII
[2026-02-10T20:25:48.269400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2026-02-10T20:25:48.281208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2026-02-10T20:25:48.281553] [INFO ] [FORECASTER] Starting predict_future for LCII
[2026-02-10T20:25:48.282376] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2026-02-10T20:25:48.282430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:48.282462] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:48.282490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:48.282554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:48.340711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:48.341560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:48.341669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:48.341704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:48.468204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:48.468376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:48.468433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:48.468464] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:48.472000] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2026-02-10T20:25:48.472321] [INFO ] [FORECASTER] Completed predict_future for LCII
[2026-02-10T20:25:48.472459] [INFO ] [sig       ] LCII: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:48.616648] [INFO ] [LOCAL     ] Saved forecast: LCII	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LCII.txt
[2026-02-10T20:25:48.616802] [INFO ] [sig       ] [1802/3417] Completed LCII in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:48.616844] [INFO ] [sig       ] [1803/3417] Forecasting LCNB...
[2026-02-10T20:25:48.616873] [INFO ] [sig       ] Generating forecast for: LCNB
[2026-02-10T20:25:48.616903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2026-02-10T20:25:48.628853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2026-02-10T20:25:48.629239] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2026-02-10T20:25:48.630075] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2026-02-10T20:25:48.630141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:48.630180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:48.630213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:48.630283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:48.688781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:48.689568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:48.689670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:48.689703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:48.803974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:48.804141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:48.804182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:48.804211] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:48.807828] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2026-02-10T20:25:48.808141] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2026-02-10T20:25:48.808279] [INFO ] [sig       ] LCNB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:48.949269] [INFO ] [LOCAL     ] Saved forecast: LCNB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LCNB.txt
[2026-02-10T20:25:48.949394] [INFO ] [sig       ] [1803/3417] Completed LCNB in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:48.949434] [INFO ] [sig       ] [1804/3417] Forecasting LDI...
[2026-02-10T20:25:48.949465] [INFO ] [sig       ] Generating forecast for: LDI
[2026-02-10T20:25:48.949499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2026-02-10T20:25:48.960860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2026-02-10T20:25:48.961150] [INFO ] [FORECASTER] Starting predict_future for LDI
[2026-02-10T20:25:48.961938] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2026-02-10T20:25:48.961992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:48.962025] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:48.962052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:48.962109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:49.019266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:49.019932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:49.020010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:49.020043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:49.136986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:49.137107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:49.137172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:49.137201] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:49.140529] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2026-02-10T20:25:49.140851] [INFO ] [FORECASTER] Completed predict_future for LDI
[2026-02-10T20:25:49.140982] [INFO ] [sig       ] LDI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:49.282317] [INFO ] [LOCAL     ] Saved forecast: LDI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LDI.txt
[2026-02-10T20:25:49.282456] [INFO ] [sig       ] [1804/3417] Completed LDI in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:49.282496] [INFO ] [sig       ] [1805/3417] Forecasting LDP...
[2026-02-10T20:25:49.282526] [INFO ] [sig       ] Generating forecast for: LDP
[2026-02-10T20:25:49.282556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2026-02-10T20:25:49.294045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2026-02-10T20:25:49.294358] [INFO ] [FORECASTER] Starting predict_future for LDP
[2026-02-10T20:25:49.295159] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2026-02-10T20:25:49.295212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:49.295243] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:49.295269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:49.295325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:49.352507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:49.353231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:49.353313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:49.353345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:49.475405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:49.475560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:49.475621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:49.475652] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:49.479168] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2026-02-10T20:25:49.479440] [INFO ] [FORECASTER] Completed predict_future for LDP
[2026-02-10T20:25:49.479567] [INFO ] [sig       ] LDP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:49.620413] [INFO ] [LOCAL     ] Saved forecast: LDP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LDP.txt
[2026-02-10T20:25:49.620564] [INFO ] [sig       ] [1805/3417] Completed LDP in 0.3s | 2.80 sym/s | Total: 10.7m | ETA: 9.6m
[2026-02-10T20:25:49.620636] [INFO ] [sig       ] [1806/3417] Forecasting LE...
[2026-02-10T20:25:49.620672] [INFO ] [sig       ] Generating forecast for: LE
[2026-02-10T20:25:49.620710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2026-02-10T20:25:49.632204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2026-02-10T20:25:49.632537] [INFO ] [FORECASTER] Starting predict_future for LE
[2026-02-10T20:25:49.633341] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2026-02-10T20:25:49.633394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:49.633438] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:49.633467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:49.633524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:49.690372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:49.691087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:49.691168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:49.691200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:49.812553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:49.812697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:49.812746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:49.812786] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:49.816212] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2026-02-10T20:25:49.816492] [INFO ] [FORECASTER] Completed predict_future for LE
[2026-02-10T20:25:49.816642] [INFO ] [sig       ] LE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:49.959159] [INFO ] [LOCAL     ] Saved forecast: LE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LE.txt
[2026-02-10T20:25:49.959271] [INFO ] [sig       ] [1806/3417] Completed LE in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:49.959310] [INFO ] [sig       ] [1807/3417] Forecasting LEA...
[2026-02-10T20:25:49.959340] [INFO ] [sig       ] Generating forecast for: LEA
[2026-02-10T20:25:49.959369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2026-02-10T20:25:49.970905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2026-02-10T20:25:49.971188] [INFO ] [FORECASTER] Starting predict_future for LEA
[2026-02-10T20:25:49.972023] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2026-02-10T20:25:49.972077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:49.972109] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:49.972136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:49.972191] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:50.030194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:50.030829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:50.030907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:50.030938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:50.148041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:50.148174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:50.148212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:50.148240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:50.151919] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2026-02-10T20:25:50.152216] [INFO ] [FORECASTER] Completed predict_future for LEA
[2026-02-10T20:25:50.152353] [INFO ] [sig       ] LEA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:50.294331] [INFO ] [LOCAL     ] Saved forecast: LEA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LEA.txt
[2026-02-10T20:25:50.294470] [INFO ] [sig       ] [1807/3417] Completed LEA in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:50.294511] [INFO ] [sig       ] [1808/3417] Forecasting LECO...
[2026-02-10T20:25:50.294540] [INFO ] [sig       ] Generating forecast for: LECO
[2026-02-10T20:25:50.294620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2026-02-10T20:25:50.305448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2026-02-10T20:25:50.305886] [INFO ] [FORECASTER] Starting predict_future for LECO
[2026-02-10T20:25:50.306771] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2026-02-10T20:25:50.306827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:50.306860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:50.306888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:50.306947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:50.365335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:50.366456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:50.366541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:50.366603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:50.490978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:50.491143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:50.491183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:50.491212] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:50.495020] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2026-02-10T20:25:50.495298] [INFO ] [FORECASTER] Completed predict_future for LECO
[2026-02-10T20:25:50.495427] [INFO ] [sig       ] LECO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:50.636540] [INFO ] [LOCAL     ] Saved forecast: LECO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LECO.txt
[2026-02-10T20:25:50.636736] [INFO ] [sig       ] [1808/3417] Completed LECO in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:50.636781] [INFO ] [sig       ] [1809/3417] Forecasting LEG...
[2026-02-10T20:25:50.636811] [INFO ] [sig       ] Generating forecast for: LEG
[2026-02-10T20:25:50.636842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2026-02-10T20:25:50.648512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2026-02-10T20:25:50.648910] [INFO ] [FORECASTER] Starting predict_future for LEG
[2026-02-10T20:25:50.649776] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2026-02-10T20:25:50.649829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:50.649862] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:50.649889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:50.649946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:50.707539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:50.708446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:50.708531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:50.708564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:50.831347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:50.831514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:50.831555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:50.831605] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:50.835036] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=58.87%)
[2026-02-10T20:25:50.835312] [INFO ] [FORECASTER] Completed predict_future for LEG
[2026-02-10T20:25:50.835444] [INFO ] [sig       ] LEG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:50.976809] [INFO ] [LOCAL     ] Saved forecast: LEG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LEG.txt
[2026-02-10T20:25:50.976952] [INFO ] [sig       ] [1809/3417] Completed LEG in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:50.976993] [INFO ] [sig       ] [1810/3417] Forecasting LEGH...
[2026-02-10T20:25:50.977022] [INFO ] [sig       ] Generating forecast for: LEGH
[2026-02-10T20:25:50.977062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2026-02-10T20:25:50.988475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2026-02-10T20:25:50.988823] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2026-02-10T20:25:50.989618] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2026-02-10T20:25:50.989671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:50.989702] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:50.989729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:50.989786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:51.046862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:51.047646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:51.047731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:51.047764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:51.173506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:51.173698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:51.173741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:51.173770] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:51.177329] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2026-02-10T20:25:51.177734] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2026-02-10T20:25:51.177874] [INFO ] [sig       ] LEGH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:51.323288] [INFO ] [LOCAL     ] Saved forecast: LEGH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LEGH.txt
[2026-02-10T20:25:51.323449] [INFO ] [sig       ] [1810/3417] Completed LEGH in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:51.323489] [INFO ] [sig       ] [1811/3417] Forecasting LEGN...
[2026-02-10T20:25:51.323520] [INFO ] [sig       ] Generating forecast for: LEGN
[2026-02-10T20:25:51.323550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2026-02-10T20:25:51.335783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2026-02-10T20:25:51.336113] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2026-02-10T20:25:51.336922] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2026-02-10T20:25:51.336976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:51.337011] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:51.337038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:51.337095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:51.395763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:51.396676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:51.396760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:51.396794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:51.516768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:51.516941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:51.516981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:51.517011] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:51.520628] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2026-02-10T20:25:51.521000] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2026-02-10T20:25:51.521147] [INFO ] [sig       ] LEGN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:51.666473] [INFO ] [LOCAL     ] Saved forecast: LEGN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LEGN.txt
[2026-02-10T20:25:51.666632] [INFO ] [sig       ] [1811/3417] Completed LEGN in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:51.666675] [INFO ] [sig       ] [1812/3417] Forecasting LEN...
[2026-02-10T20:25:51.666705] [INFO ] [sig       ] Generating forecast for: LEN
[2026-02-10T20:25:51.666736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2026-02-10T20:25:51.679165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2026-02-10T20:25:51.679464] [INFO ] [FORECASTER] Starting predict_future for LEN
[2026-02-10T20:25:51.680305] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2026-02-10T20:25:51.680358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:51.680391] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:51.680418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:51.680474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:51.741440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:51.742442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:51.742528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:51.742563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:51.863549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:51.863744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:51.863789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:51.863820] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:51.867795] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2026-02-10T20:25:51.868209] [INFO ] [FORECASTER] Completed predict_future for LEN
[2026-02-10T20:25:51.868356] [INFO ] [sig       ] LEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:52.017881] [INFO ] [LOCAL     ] Saved forecast: LEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LEN.txt
[2026-02-10T20:25:52.018055] [INFO ] [sig       ] [1812/3417] Completed LEN in 0.4s | 2.80 sym/s | Total: 10.8m | ETA: 9.6m
[2026-02-10T20:25:52.018102] [INFO ] [sig       ] [1813/3417] Forecasting LENZ...
[2026-02-10T20:25:52.018137] [INFO ] [sig       ] Generating forecast for: LENZ
[2026-02-10T20:25:52.018170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2026-02-10T20:25:52.029930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2026-02-10T20:25:52.030259] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2026-02-10T20:25:52.031131] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2026-02-10T20:25:52.031187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:52.031220] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:52.031246] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:52.031304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:52.092223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:52.093103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:52.093191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:52.093225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:52.225831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:52.225992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:52.226033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:52.226081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:52.229800] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2026-02-10T20:25:52.230088] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2026-02-10T20:25:52.230220] [INFO ] [sig       ] LENZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:52.383314] [INFO ] [LOCAL     ] Saved forecast: LENZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LENZ.txt
[2026-02-10T20:25:52.383483] [INFO ] [sig       ] [1813/3417] Completed LENZ in 0.4s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:52.383527] [INFO ] [sig       ] [1814/3417] Forecasting LEO...
[2026-02-10T20:25:52.383559] [INFO ] [sig       ] Generating forecast for: LEO
[2026-02-10T20:25:52.383615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2026-02-10T20:25:52.395836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2026-02-10T20:25:52.396233] [INFO ] [FORECASTER] Starting predict_future for LEO
[2026-02-10T20:25:52.397073] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2026-02-10T20:25:52.397142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:52.397186] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:52.397226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:52.397287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:52.457997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:52.459153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:52.459258] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:52.459300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:52.595565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:52.595745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:52.595785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:52.595815] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:52.599740] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2026-02-10T20:25:52.600055] [INFO ] [FORECASTER] Completed predict_future for LEO
[2026-02-10T20:25:52.600227] [INFO ] [sig       ] LEO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:52.755479] [INFO ] [LOCAL     ] Saved forecast: LEO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LEO.txt
[2026-02-10T20:25:52.755659] [INFO ] [sig       ] [1814/3417] Completed LEO in 0.4s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:52.755712] [INFO ] [sig       ] [1815/3417] Forecasting LESL...
[2026-02-10T20:25:52.755744] [INFO ] [sig       ] Generating forecast for: LESL
[2026-02-10T20:25:52.755777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2026-02-10T20:25:52.769597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2026-02-10T20:25:52.769918] [INFO ] [FORECASTER] Starting predict_future for LESL
[2026-02-10T20:25:52.770727] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2026-02-10T20:25:52.770791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:52.770829] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:52.770856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:52.770913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:52.829228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:52.829842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:52.830003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:52.830039] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:52.951397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:52.951546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:52.951604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:52.951635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:52.955542] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2026-02-10T20:25:52.956031] [INFO ] [FORECASTER] Completed predict_future for LESL
[2026-02-10T20:25:52.956158] [INFO ] [sig       ] LESL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:53.095054] [INFO ] [LOCAL     ] Saved forecast: LESL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LESL.txt
[2026-02-10T20:25:53.095176] [INFO ] [sig       ] [1815/3417] Completed LESL in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:53.095217] [INFO ] [sig       ] [1816/3417] Forecasting LEVI...
[2026-02-10T20:25:53.095247] [INFO ] [sig       ] Generating forecast for: LEVI
[2026-02-10T20:25:53.095277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2026-02-10T20:25:53.107252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2026-02-10T20:25:53.107522] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2026-02-10T20:25:53.108346] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2026-02-10T20:25:53.108399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:53.108431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:53.108458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:53.108515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:53.167128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:53.167775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:53.167873] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:53.167905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:53.287902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:53.288065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:53.288108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:53.288136] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:53.291460] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2026-02-10T20:25:53.291779] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2026-02-10T20:25:53.291912] [INFO ] [sig       ] LEVI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:53.433173] [INFO ] [LOCAL     ] Saved forecast: LEVI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LEVI.txt
[2026-02-10T20:25:53.433335] [INFO ] [sig       ] [1816/3417] Completed LEVI in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:53.433375] [INFO ] [sig       ] [1817/3417] Forecasting LFMD...
[2026-02-10T20:25:53.433407] [INFO ] [sig       ] Generating forecast for: LFMD
[2026-02-10T20:25:53.433437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2026-02-10T20:25:53.444936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2026-02-10T20:25:53.445323] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2026-02-10T20:25:53.446128] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2026-02-10T20:25:53.446181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:53.446214] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:53.446240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:53.446322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:53.504908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:53.505848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:53.505938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:53.505971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:53.637672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:53.637862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:53.637904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:53.637932] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:53.641808] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2026-02-10T20:25:53.642132] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2026-02-10T20:25:53.642281] [INFO ] [sig       ] LFMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:53.799376] [INFO ] [LOCAL     ] Saved forecast: LFMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LFMD.txt
[2026-02-10T20:25:53.799622] [INFO ] [sig       ] [1817/3417] Completed LFMD in 0.4s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:53.799693] [INFO ] [sig       ] [1818/3417] Forecasting LFUS...
[2026-02-10T20:25:53.799742] [INFO ] [sig       ] Generating forecast for: LFUS
[2026-02-10T20:25:53.799792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2026-02-10T20:25:53.812925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2026-02-10T20:25:53.813368] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2026-02-10T20:25:53.814321] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2026-02-10T20:25:53.814378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:53.814412] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:53.814442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:53.814515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:53.877035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:53.877962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:53.878080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:53.878118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:54.010493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:54.010673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:54.010714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:54.010745] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:54.014770] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2026-02-10T20:25:54.015045] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2026-02-10T20:25:54.015175] [INFO ] [sig       ] LFUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:54.157141] [INFO ] [LOCAL     ] Saved forecast: LFUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LFUS.txt
[2026-02-10T20:25:54.157306] [INFO ] [sig       ] [1818/3417] Completed LFUS in 0.4s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:54.157346] [INFO ] [sig       ] [1819/3417] Forecasting LFVN...
[2026-02-10T20:25:54.157377] [INFO ] [sig       ] Generating forecast for: LFVN
[2026-02-10T20:25:54.157408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2026-02-10T20:25:54.168451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2026-02-10T20:25:54.168774] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2026-02-10T20:25:54.169614] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2026-02-10T20:25:54.169684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:54.169720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:54.169748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:54.169807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:54.228097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:54.228996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:54.229083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:54.229116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:54.348808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:54.348971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:54.349012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:54.349041] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:54.352498] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=17.27%)
[2026-02-10T20:25:54.352829] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2026-02-10T20:25:54.352961] [INFO ] [sig       ] LFVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:54.499721] [INFO ] [LOCAL     ] Saved forecast: LFVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LFVN.txt
[2026-02-10T20:25:54.499863] [INFO ] [sig       ] [1819/3417] Completed LFVN in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:54.499922] [INFO ] [sig       ] [1820/3417] Forecasting LGCL...
[2026-02-10T20:25:54.499953] [INFO ] [sig       ] Generating forecast for: LGCL
[2026-02-10T20:25:54.499984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2026-02-10T20:25:54.511105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2026-02-10T20:25:54.511447] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2026-02-10T20:25:54.512260] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2026-02-10T20:25:54.512315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:54.512350] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:54.512378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:54.512436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:54.576492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:54.577760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:54.577860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:54.577901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:54.691237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:54.691395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:54.691436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:54.691465] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:54.694953] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2026-02-10T20:25:54.695252] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2026-02-10T20:25:54.695386] [INFO ] [sig       ] LGCL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:54.838228] [INFO ] [LOCAL     ] Saved forecast: LGCL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LGCL.txt
[2026-02-10T20:25:54.838387] [INFO ] [sig       ] [1820/3417] Completed LGCL in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:54.838429] [INFO ] [sig       ] [1821/3417] Forecasting LGI...
[2026-02-10T20:25:54.838459] [INFO ] [sig       ] Generating forecast for: LGI
[2026-02-10T20:25:54.838490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2026-02-10T20:25:54.852613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2026-02-10T20:25:54.853272] [INFO ] [FORECASTER] Starting predict_future for LGI
[2026-02-10T20:25:54.854177] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2026-02-10T20:25:54.854233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:54.854268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:54.854316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:54.854396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:54.921006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:54.922061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:54.922169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:54.922221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:55.056708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:55.056910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:55.056952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:55.056981] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:55.060968] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2026-02-10T20:25:55.061269] [INFO ] [FORECASTER] Completed predict_future for LGI
[2026-02-10T20:25:55.061410] [INFO ] [sig       ] LGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:55.212111] [INFO ] [LOCAL     ] Saved forecast: LGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LGI.txt
[2026-02-10T20:25:55.212258] [INFO ] [sig       ] [1821/3417] Completed LGI in 0.4s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:55.212300] [INFO ] [sig       ] [1822/3417] Forecasting LGIH...
[2026-02-10T20:25:55.212330] [INFO ] [sig       ] Generating forecast for: LGIH
[2026-02-10T20:25:55.212361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2026-02-10T20:25:55.223903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2026-02-10T20:25:55.224238] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2026-02-10T20:25:55.225065] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2026-02-10T20:25:55.225120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:55.225152] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:55.225179] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:55.225238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:55.286209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:55.287179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:55.287266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:55.287299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:55.408337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:55.408498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:55.408540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:55.408587] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:55.412167] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2026-02-10T20:25:55.412489] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2026-02-10T20:25:55.412660] [INFO ] [sig       ] LGIH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:55.561063] [INFO ] [LOCAL     ] Saved forecast: LGIH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LGIH.txt
[2026-02-10T20:25:55.561228] [INFO ] [sig       ] [1822/3417] Completed LGIH in 0.3s | 2.80 sym/s | Total: 10.8m | ETA: 9.5m
[2026-02-10T20:25:55.561271] [INFO ] [sig       ] [1823/3417] Forecasting LGND...
[2026-02-10T20:25:55.561301] [INFO ] [sig       ] Generating forecast for: LGND
[2026-02-10T20:25:55.561333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2026-02-10T20:25:55.573271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2026-02-10T20:25:55.573618] [INFO ] [FORECASTER] Starting predict_future for LGND
[2026-02-10T20:25:55.574473] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2026-02-10T20:25:55.574536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:55.574599] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:55.574633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:55.574691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:55.636560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:55.637415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:55.637520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:55.637567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:55.767369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:55.767532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:55.767608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:55.767644] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:55.771671] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2026-02-10T20:25:55.771990] [INFO ] [FORECASTER] Completed predict_future for LGND
[2026-02-10T20:25:55.772123] [INFO ] [sig       ] LGND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:55.926897] [INFO ] [LOCAL     ] Saved forecast: LGND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LGND.txt
[2026-02-10T20:25:55.927068] [INFO ] [sig       ] [1823/3417] Completed LGND in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:55.927112] [INFO ] [sig       ] [1824/3417] Forecasting LH...
[2026-02-10T20:25:55.927143] [INFO ] [sig       ] Generating forecast for: LH
[2026-02-10T20:25:55.927175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2026-02-10T20:25:55.940719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2026-02-10T20:25:55.941117] [INFO ] [FORECASTER] Starting predict_future for LH
[2026-02-10T20:25:55.942016] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2026-02-10T20:25:55.942070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:55.942104] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:55.942131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:55.942189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:56.006683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:56.007753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:56.007854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:56.007890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:56.133506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:56.133686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:56.133728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:56.133758] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:56.137520] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2026-02-10T20:25:56.137969] [INFO ] [FORECASTER] Completed predict_future for LH
[2026-02-10T20:25:56.141250] [INFO ] [sig       ] LH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:56.289911] [INFO ] [LOCAL     ] Saved forecast: LH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LH.txt
[2026-02-10T20:25:56.290242] [INFO ] [sig       ] [1824/3417] Completed LH in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:56.290307] [INFO ] [sig       ] [1825/3417] Forecasting LHX...
[2026-02-10T20:25:56.290339] [INFO ] [sig       ] Generating forecast for: LHX
[2026-02-10T20:25:56.290370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2026-02-10T20:25:56.302728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2026-02-10T20:25:56.303096] [INFO ] [FORECASTER] Starting predict_future for LHX
[2026-02-10T20:25:56.303985] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2026-02-10T20:25:56.304048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:56.304082] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:56.304110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:56.304167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:56.365214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:56.366047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:56.366136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:56.366179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:56.500454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:56.500648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:56.500711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:56.500759] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:56.504785] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2026-02-10T20:25:56.505181] [INFO ] [FORECASTER] Completed predict_future for LHX
[2026-02-10T20:25:56.505367] [INFO ] [sig       ] LHX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:56.659224] [INFO ] [LOCAL     ] Saved forecast: LHX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LHX.txt
[2026-02-10T20:25:56.659414] [INFO ] [sig       ] [1825/3417] Completed LHX in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:56.659461] [INFO ] [sig       ] [1826/3417] Forecasting LI...
[2026-02-10T20:25:56.659493] [INFO ] [sig       ] Generating forecast for: LI
[2026-02-10T20:25:56.659526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2026-02-10T20:25:56.672471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2026-02-10T20:25:56.672892] [INFO ] [FORECASTER] Starting predict_future for LI
[2026-02-10T20:25:56.673719] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2026-02-10T20:25:56.673777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:56.673817] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:56.673852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:56.673910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:56.754231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:56.755139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:56.755234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:56.755268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:56.879822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:56.880020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:56.880107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:56.880155] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:56.885457] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2026-02-10T20:25:56.886014] [INFO ] [FORECASTER] Completed predict_future for LI
[2026-02-10T20:25:56.886211] [INFO ] [sig       ] LI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:57.055751] [INFO ] [LOCAL     ] Saved forecast: LI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LI.txt
[2026-02-10T20:25:57.055926] [INFO ] [sig       ] [1826/3417] Completed LI in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:57.055994] [INFO ] [sig       ] [1827/3417] Forecasting LICN...
[2026-02-10T20:25:57.056035] [INFO ] [sig       ] Generating forecast for: LICN
[2026-02-10T20:25:57.056086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2026-02-10T20:25:57.067676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2026-02-10T20:25:57.068107] [INFO ] [FORECASTER] Starting predict_future for LICN
[2026-02-10T20:25:57.069103] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2026-02-10T20:25:57.069160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:57.069193] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:57.069222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:57.069281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:57.136919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:57.137843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:57.137932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:57.137967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:57.256262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:57.256435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:57.256479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:57.256509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:57.260808] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2026-02-10T20:25:57.261310] [INFO ] [FORECASTER] Completed predict_future for LICN
[2026-02-10T20:25:57.261476] [INFO ] [sig       ] LICN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:57.405864] [INFO ] [LOCAL     ] Saved forecast: LICN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LICN.txt
[2026-02-10T20:25:57.406020] [INFO ] [sig       ] [1827/3417] Completed LICN in 0.3s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:57.406062] [INFO ] [sig       ] [1828/3417] Forecasting LIF...
[2026-02-10T20:25:57.406096] [INFO ] [sig       ] Generating forecast for: LIF
[2026-02-10T20:25:57.406127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2026-02-10T20:25:57.417712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2026-02-10T20:25:57.418018] [INFO ] [FORECASTER] Starting predict_future for LIF
[2026-02-10T20:25:57.418876] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2026-02-10T20:25:57.418936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:57.418968] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:57.419020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:57.419078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:57.481267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:57.482070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:57.482156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:57.482189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:57.608832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:57.609001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:57.609044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:57.609074] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:57.612657] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2026-02-10T20:25:57.612955] [INFO ] [FORECASTER] Completed predict_future for LIF
[2026-02-10T20:25:57.613101] [INFO ] [sig       ] LIF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:57.757419] [INFO ] [LOCAL     ] Saved forecast: LIF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LIF.txt
[2026-02-10T20:25:57.757588] [INFO ] [sig       ] [1828/3417] Completed LIF in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:57.757633] [INFO ] [sig       ] [1829/3417] Forecasting LII...
[2026-02-10T20:25:57.757663] [INFO ] [sig       ] Generating forecast for: LII
[2026-02-10T20:25:57.757693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2026-02-10T20:25:57.769446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2026-02-10T20:25:57.769888] [INFO ] [FORECASTER] Starting predict_future for LII
[2026-02-10T20:25:57.770717] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2026-02-10T20:25:57.770773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:57.770808] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:57.770835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:57.770891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:57.835068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:57.835971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:57.836057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:57.836091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:57.959357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:57.959520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:57.959561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:57.959612] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:57.963267] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-10T20:25:57.963655] [INFO ] [FORECASTER] Completed predict_future for LII
[2026-02-10T20:25:57.963844] [INFO ] [sig       ] LII: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:58.108947] [INFO ] [LOCAL     ] Saved forecast: LII	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LII.txt
[2026-02-10T20:25:58.109105] [INFO ] [sig       ] [1829/3417] Completed LII in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.5m
[2026-02-10T20:25:58.109144] [INFO ] [sig       ] [1830/3417] Forecasting LILA...
[2026-02-10T20:25:58.109175] [INFO ] [sig       ] Generating forecast for: LILA
[2026-02-10T20:25:58.109205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2026-02-10T20:25:58.122300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2026-02-10T20:25:58.122737] [INFO ] [FORECASTER] Starting predict_future for LILA
[2026-02-10T20:25:58.123785] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2026-02-10T20:25:58.123839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:58.123888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:58.123918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:58.123978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:58.190167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:58.191332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:58.191422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:58.191457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:58.313230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:58.313385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:58.313428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:58.313459] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:58.317038] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=81.76%)
[2026-02-10T20:25:58.317325] [INFO ] [FORECASTER] Completed predict_future for LILA
[2026-02-10T20:25:58.317458] [INFO ] [sig       ] LILA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:58.465442] [INFO ] [LOCAL     ] Saved forecast: LILA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LILA.txt
[2026-02-10T20:25:58.465566] [INFO ] [sig       ] [1830/3417] Completed LILA in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:25:58.465625] [INFO ] [sig       ] [1831/3417] Forecasting LILAK...
[2026-02-10T20:25:58.465656] [INFO ] [sig       ] Generating forecast for: LILAK
[2026-02-10T20:25:58.465686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2026-02-10T20:25:58.477148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2026-02-10T20:25:58.477450] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2026-02-10T20:25:58.478328] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2026-02-10T20:25:58.478384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:58.478416] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:58.478444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:58.478501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:58.541919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:58.542601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:58.542683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:58.542718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:58.667890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:58.668065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:58.668105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:58.668133] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:58.671593] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2026-02-10T20:25:58.671900] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2026-02-10T20:25:58.672035] [INFO ] [sig       ] LILAK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:58.816397] [INFO ] [LOCAL     ] Saved forecast: LILAK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LILAK.txt
[2026-02-10T20:25:58.816563] [INFO ] [sig       ] [1831/3417] Completed LILAK in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:25:58.816624] [INFO ] [sig       ] [1832/3417] Forecasting LIN...
[2026-02-10T20:25:58.816655] [INFO ] [sig       ] Generating forecast for: LIN
[2026-02-10T20:25:58.816684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2026-02-10T20:25:58.828074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2026-02-10T20:25:58.828393] [INFO ] [FORECASTER] Starting predict_future for LIN
[2026-02-10T20:25:58.829242] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2026-02-10T20:25:58.829296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:58.829329] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:58.829357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:58.829417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:58.893768] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:58.894660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:58.894745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:58.894779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:59.015872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:59.016037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:59.016079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:59.016110] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:59.019761] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2026-02-10T20:25:59.020072] [INFO ] [FORECASTER] Completed predict_future for LIN
[2026-02-10T20:25:59.020205] [INFO ] [sig       ] LIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:59.166059] [INFO ] [LOCAL     ] Saved forecast: LIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LIN.txt
[2026-02-10T20:25:59.166208] [INFO ] [sig       ] [1832/3417] Completed LIN in 0.3s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:25:59.166248] [INFO ] [sig       ] [1833/3417] Forecasting LINC...
[2026-02-10T20:25:59.166279] [INFO ] [sig       ] Generating forecast for: LINC
[2026-02-10T20:25:59.166310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2026-02-10T20:25:59.178559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2026-02-10T20:25:59.178895] [INFO ] [FORECASTER] Starting predict_future for LINC
[2026-02-10T20:25:59.179726] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2026-02-10T20:25:59.179785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:59.179827] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:59.179862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:59.179933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:59.241538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:59.242228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:59.242311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:59.242346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:59.365101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:59.365263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:59.365306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:59.365336] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:59.369032] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2026-02-10T20:25:59.369306] [INFO ] [FORECASTER] Completed predict_future for LINC
[2026-02-10T20:25:59.369433] [INFO ] [sig       ] LINC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:25:59.575508] [INFO ] [LOCAL     ] Saved forecast: LINC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LINC.txt
[2026-02-10T20:25:59.575667] [INFO ] [sig       ] [1833/3417] Completed LINC in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:25:59.575717] [INFO ] [sig       ] [1834/3417] Forecasting LIND...
[2026-02-10T20:25:59.575748] [INFO ] [sig       ] Generating forecast for: LIND
[2026-02-10T20:25:59.575780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2026-02-10T20:25:59.587277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2026-02-10T20:25:59.587605] [INFO ] [FORECASTER] Starting predict_future for LIND
[2026-02-10T20:25:59.588457] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2026-02-10T20:25:59.588519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:59.588551] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:59.588597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:59.588657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:59.647114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:59.647873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:59.647957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:59.647989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:25:59.766752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:25:59.766911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:25:59.766952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:25:59.766981] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:25:59.770608] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2026-02-10T20:25:59.770903] [INFO ] [FORECASTER] Completed predict_future for LIND
[2026-02-10T20:25:59.771034] [INFO ] [sig       ] LIND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:25:59.913770] [INFO ] [LOCAL     ] Saved forecast: LIND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LIND.txt
[2026-02-10T20:25:59.913906] [INFO ] [sig       ] [1834/3417] Completed LIND in 0.3s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:25:59.913947] [INFO ] [sig       ] [1835/3417] Forecasting LINE...
[2026-02-10T20:25:59.913977] [INFO ] [sig       ] Generating forecast for: LINE
[2026-02-10T20:25:59.914007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2026-02-10T20:25:59.926484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2026-02-10T20:25:59.926812] [INFO ] [FORECASTER] Starting predict_future for LINE
[2026-02-10T20:25:59.927846] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2026-02-10T20:25:59.927901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:25:59.927935] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:25:59.927964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:25:59.928023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:25:59.989969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:25:59.990741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:25:59.990826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:25:59.990860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:00.121541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:00.121732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:00.121773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:00.121802] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:00.125716] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2026-02-10T20:26:00.126002] [INFO ] [FORECASTER] Completed predict_future for LINE
[2026-02-10T20:26:00.126152] [INFO ] [sig       ] LINE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:00.272146] [INFO ] [LOCAL     ] Saved forecast: LINE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LINE.txt
[2026-02-10T20:26:00.272310] [INFO ] [sig       ] [1835/3417] Completed LINE in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:26:00.272353] [INFO ] [sig       ] [1836/3417] Forecasting LINK...
[2026-02-10T20:26:00.272384] [INFO ] [sig       ] Generating forecast for: LINK
[2026-02-10T20:26:00.272414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2026-02-10T20:26:00.283479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2026-02-10T20:26:00.283860] [INFO ] [FORECASTER] Starting predict_future for LINK
[2026-02-10T20:26:00.284650] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2026-02-10T20:26:00.284703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:00.284736] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:00.284763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:00.284820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:00.343665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:00.344655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:00.344759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:00.344793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:00.472645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:00.472805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:00.472851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:00.472882] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:00.476420] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2026-02-10T20:26:00.476724] [INFO ] [FORECASTER] Completed predict_future for LINK
[2026-02-10T20:26:00.476857] [INFO ] [sig       ] LINK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:00.619339] [INFO ] [LOCAL     ] Saved forecast: LINK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LINK.txt
[2026-02-10T20:26:00.619475] [INFO ] [sig       ] [1836/3417] Completed LINK in 0.3s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:26:00.619514] [INFO ] [sig       ] [1837/3417] Forecasting LITE...
[2026-02-10T20:26:00.619544] [INFO ] [sig       ] Generating forecast for: LITE
[2026-02-10T20:26:00.619601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2026-02-10T20:26:00.631684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2026-02-10T20:26:00.632162] [INFO ] [FORECASTER] Starting predict_future for LITE
[2026-02-10T20:26:00.633144] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2026-02-10T20:26:00.633197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:00.633229] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:00.633256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:00.633313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:00.692938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:00.693541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:00.693644] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:00.693677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:00.819648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:00.819766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:00.819808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:00.819848] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:00.823314] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2026-02-10T20:26:00.823619] [INFO ] [FORECASTER] Completed predict_future for LITE
[2026-02-10T20:26:00.823755] [INFO ] [sig       ] LITE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:00.969819] [INFO ] [LOCAL     ] Saved forecast: LITE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LITE.txt
[2026-02-10T20:26:00.969959] [INFO ] [sig       ] [1837/3417] Completed LITE in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:26:00.969998] [INFO ] [sig       ] [1838/3417] Forecasting LITM...
[2026-02-10T20:26:00.970028] [INFO ] [sig       ] Generating forecast for: LITM
[2026-02-10T20:26:00.970060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2026-02-10T20:26:00.981923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2026-02-10T20:26:00.982290] [INFO ] [FORECASTER] Starting predict_future for LITM
[2026-02-10T20:26:00.983120] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2026-02-10T20:26:00.983174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:00.983207] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:00.983236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:00.983295] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:01.042683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:01.043525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:01.043653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:01.043688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:01.165058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:01.165220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:01.165260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:01.165289] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:01.168852] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2026-02-10T20:26:01.169137] [INFO ] [FORECASTER] Completed predict_future for LITM
[2026-02-10T20:26:01.169266] [INFO ] [sig       ] LITM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:01.325093] [INFO ] [LOCAL     ] Saved forecast: LITM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LITM.txt
[2026-02-10T20:26:01.325251] [INFO ] [sig       ] [1838/3417] Completed LITM in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:26:01.325292] [INFO ] [sig       ] [1839/3417] Forecasting LIVN...
[2026-02-10T20:26:01.325325] [INFO ] [sig       ] Generating forecast for: LIVN
[2026-02-10T20:26:01.325357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2026-02-10T20:26:01.337786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2026-02-10T20:26:01.338178] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2026-02-10T20:26:01.339087] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2026-02-10T20:26:01.339143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:01.339179] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:01.339207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:01.339267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:01.400882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:01.401981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:01.402084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:01.402118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:01.528083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:01.528253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:01.528298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:01.528334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:01.531913] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=1.85%)
[2026-02-10T20:26:01.532206] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2026-02-10T20:26:01.532351] [INFO ] [sig       ] LIVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:01.676433] [INFO ] [LOCAL     ] Saved forecast: LIVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LIVN.txt
[2026-02-10T20:26:01.676619] [INFO ] [sig       ] [1839/3417] Completed LIVN in 0.4s | 2.80 sym/s | Total: 10.9m | ETA: 9.4m
[2026-02-10T20:26:01.676664] [INFO ] [sig       ] [1840/3417] Forecasting LKFN...
[2026-02-10T20:26:01.676694] [INFO ] [sig       ] Generating forecast for: LKFN
[2026-02-10T20:26:01.676724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2026-02-10T20:26:01.688414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2026-02-10T20:26:01.689054] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2026-02-10T20:26:01.689983] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2026-02-10T20:26:01.690053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:01.690093] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:01.690122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:01.690181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:01.750333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:01.751294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:01.751385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:01.751419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:01.871971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:01.872137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:01.872179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:01.872208] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:01.875895] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=54.99%)
[2026-02-10T20:26:01.876242] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2026-02-10T20:26:01.876386] [INFO ] [sig       ] LKFN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:02.028175] [INFO ] [LOCAL     ] Saved forecast: LKFN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LKFN.txt
[2026-02-10T20:26:02.028545] [INFO ] [sig       ] [1840/3417] Completed LKFN in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:02.028606] [INFO ] [sig       ] [1841/3417] Forecasting LKQ...
[2026-02-10T20:26:02.028642] [INFO ] [sig       ] Generating forecast for: LKQ
[2026-02-10T20:26:02.028673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2026-02-10T20:26:02.040734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2026-02-10T20:26:02.041140] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2026-02-10T20:26:02.042032] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2026-02-10T20:26:02.042087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:02.042137] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:02.042166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:02.042225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:02.102264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:02.103196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:02.103288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:02.103323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:02.229533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:02.229721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:02.229771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:02.229811] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:02.233923] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2026-02-10T20:26:02.234246] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2026-02-10T20:26:02.234383] [INFO ] [sig       ] LKQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:02.390452] [INFO ] [LOCAL     ] Saved forecast: LKQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LKQ.txt
[2026-02-10T20:26:02.390705] [INFO ] [sig       ] [1841/3417] Completed LKQ in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:02.390770] [INFO ] [sig       ] [1842/3417] Forecasting LLY...
[2026-02-10T20:26:02.390814] [INFO ] [sig       ] Generating forecast for: LLY
[2026-02-10T20:26:02.390859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2026-02-10T20:26:02.404331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2026-02-10T20:26:02.404749] [INFO ] [FORECASTER] Starting predict_future for LLY
[2026-02-10T20:26:02.405759] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2026-02-10T20:26:02.405814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:02.405853] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:02.405888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:02.405961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:02.466782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:02.467720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:02.467809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:02.467844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:02.612536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:02.612718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:02.612761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:02.612790] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:02.616925] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2026-02-10T20:26:02.617436] [INFO ] [FORECASTER] Completed predict_future for LLY
[2026-02-10T20:26:02.617596] [INFO ] [sig       ] LLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:02.762906] [INFO ] [LOCAL     ] Saved forecast: LLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LLY.txt
[2026-02-10T20:26:02.763044] [INFO ] [sig       ] [1842/3417] Completed LLY in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:02.763086] [INFO ] [sig       ] [1843/3417] Forecasting LMB...
[2026-02-10T20:26:02.763118] [INFO ] [sig       ] Generating forecast for: LMB
[2026-02-10T20:26:02.763148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2026-02-10T20:26:02.774111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2026-02-10T20:26:02.774420] [INFO ] [FORECASTER] Starting predict_future for LMB
[2026-02-10T20:26:02.775265] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2026-02-10T20:26:02.775321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:02.775355] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:02.775385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:02.775444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:02.833685] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:02.834543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:02.834653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:02.834687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:02.961448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:02.961623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:02.961668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:02.961697] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:02.965262] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2026-02-10T20:26:02.965598] [INFO ] [FORECASTER] Completed predict_future for LMB
[2026-02-10T20:26:02.965740] [INFO ] [sig       ] LMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:03.108816] [INFO ] [LOCAL     ] Saved forecast: LMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LMB.txt
[2026-02-10T20:26:03.108955] [INFO ] [sig       ] [1843/3417] Completed LMB in 0.3s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:03.108994] [INFO ] [sig       ] [1844/3417] Forecasting LMBS...
[2026-02-10T20:26:03.109025] [INFO ] [sig       ] Generating forecast for: LMBS
[2026-02-10T20:26:03.109056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2026-02-10T20:26:03.120542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2026-02-10T20:26:03.120855] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2026-02-10T20:26:03.121799] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2026-02-10T20:26:03.121852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:03.121890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:03.121917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:03.121974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:03.183347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:03.184051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:03.184134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:03.184168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:03.311978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:03.312343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:03.312383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:03.312412] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:03.316049] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2026-02-10T20:26:03.316519] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2026-02-10T20:26:03.316669] [INFO ] [sig       ] LMBS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:03.476900] [INFO ] [LOCAL     ] Saved forecast: LMBS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LMBS.txt
[2026-02-10T20:26:03.477086] [INFO ] [sig       ] [1844/3417] Completed LMBS in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:03.477131] [INFO ] [sig       ] [1845/3417] Forecasting LMND...
[2026-02-10T20:26:03.477159] [INFO ] [sig       ] Generating forecast for: LMND
[2026-02-10T20:26:03.477214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2026-02-10T20:26:03.489698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2026-02-10T20:26:03.490153] [INFO ] [FORECASTER] Starting predict_future for LMND
[2026-02-10T20:26:03.491060] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2026-02-10T20:26:03.491116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:03.491186] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:03.491216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:03.491275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:03.550544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:03.551628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:03.551726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:03.551760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:03.707308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:03.707530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:03.707591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:03.707625] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:03.711788] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2026-02-10T20:26:03.712257] [INFO ] [FORECASTER] Completed predict_future for LMND
[2026-02-10T20:26:03.712474] [INFO ] [sig       ] LMND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:03.925393] [INFO ] [LOCAL     ] Saved forecast: LMND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LMND.txt
[2026-02-10T20:26:03.925659] [INFO ] [sig       ] [1845/3417] Completed LMND in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:03.925732] [INFO ] [sig       ] [1846/3417] Forecasting LNC...
[2026-02-10T20:26:03.925786] [INFO ] [sig       ] Generating forecast for: LNC
[2026-02-10T20:26:03.925842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2026-02-10T20:26:03.962991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2026-02-10T20:26:03.963542] [INFO ] [FORECASTER] Starting predict_future for LNC
[2026-02-10T20:26:03.964767] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2026-02-10T20:26:03.964839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:03.964904] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:03.964971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:03.965077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:04.054436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:04.055841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:04.055997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:04.056053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:04.236687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:04.236895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:04.236952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:04.236993] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:04.242347] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2026-02-10T20:26:04.242926] [INFO ] [FORECASTER] Completed predict_future for LNC
[2026-02-10T20:26:04.243149] [INFO ] [sig       ] LNC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:04.480438] [INFO ] [LOCAL     ] Saved forecast: LNC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LNC.txt
[2026-02-10T20:26:04.480678] [INFO ] [sig       ] [1846/3417] Completed LNC in 0.6s | 2.80 sym/s | Total: 11.0m | ETA: 9.4m
[2026-02-10T20:26:04.480753] [INFO ] [sig       ] [1847/3417] Forecasting LND...
[2026-02-10T20:26:04.480796] [INFO ] [sig       ] Generating forecast for: LND
[2026-02-10T20:26:04.480837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2026-02-10T20:26:04.496114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2026-02-10T20:26:04.496675] [INFO ] [FORECASTER] Starting predict_future for LND
[2026-02-10T20:26:04.497862] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2026-02-10T20:26:04.497933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:04.497979] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:04.498018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:04.498124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:04.576617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:04.577902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:04.578022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:04.578095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:04.738827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:04.739012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:04.739061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:04.739093] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:04.742739] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2026-02-10T20:26:04.743097] [INFO ] [FORECASTER] Completed predict_future for LND
[2026-02-10T20:26:04.743248] [INFO ] [sig       ] LND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:04.898982] [INFO ] [LOCAL     ] Saved forecast: LND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LND.txt
[2026-02-10T20:26:04.899176] [INFO ] [sig       ] [1847/3417] Completed LND in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:04.899219] [INFO ] [sig       ] [1848/3417] Forecasting LNG...
[2026-02-10T20:26:04.899250] [INFO ] [sig       ] Generating forecast for: LNG
[2026-02-10T20:26:04.899282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2026-02-10T20:26:04.912927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2026-02-10T20:26:04.913367] [INFO ] [FORECASTER] Starting predict_future for LNG
[2026-02-10T20:26:04.914293] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2026-02-10T20:26:04.914355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:04.914390] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:04.914418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:04.914478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:04.976726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:04.977727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:04.977822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:04.977857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:05.104724] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:05.104887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:05.104930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:05.104995] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:05.108760] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2026-02-10T20:26:05.109048] [INFO ] [FORECASTER] Completed predict_future for LNG
[2026-02-10T20:26:05.109184] [INFO ] [sig       ] LNG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:05.254976] [INFO ] [LOCAL     ] Saved forecast: LNG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LNG.txt
[2026-02-10T20:26:05.255123] [INFO ] [sig       ] [1848/3417] Completed LNG in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:05.255164] [INFO ] [sig       ] [1849/3417] Forecasting LNKB...
[2026-02-10T20:26:05.255193] [INFO ] [sig       ] Generating forecast for: LNKB
[2026-02-10T20:26:05.255225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2026-02-10T20:26:05.266777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2026-02-10T20:26:05.267116] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2026-02-10T20:26:05.267953] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2026-02-10T20:26:05.268007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:05.268115] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:05.268146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:05.268204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:05.324680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:05.325493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:05.325597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:05.325633] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:05.444603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:05.444767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:05.444808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:05.444838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:05.448356] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2026-02-10T20:26:05.448662] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2026-02-10T20:26:05.448797] [INFO ] [sig       ] LNKB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:05.608801] [INFO ] [LOCAL     ] Saved forecast: LNKB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LNKB.txt
[2026-02-10T20:26:05.608964] [INFO ] [sig       ] [1849/3417] Completed LNKB in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:05.609008] [INFO ] [sig       ] [1850/3417] Forecasting LNN...
[2026-02-10T20:26:05.609038] [INFO ] [sig       ] Generating forecast for: LNN
[2026-02-10T20:26:05.609070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2026-02-10T20:26:05.622610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2026-02-10T20:26:05.623006] [INFO ] [FORECASTER] Starting predict_future for LNN
[2026-02-10T20:26:05.624066] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2026-02-10T20:26:05.624124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:05.624157] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:05.624185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:05.624243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:05.681945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:05.682859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:05.682946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:05.682979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:05.801968] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:05.802129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:05.802171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:05.802200] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:05.805658] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2026-02-10T20:26:05.805940] [INFO ] [FORECASTER] Completed predict_future for LNN
[2026-02-10T20:26:05.806068] [INFO ] [sig       ] LNN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:05.950265] [INFO ] [LOCAL     ] Saved forecast: LNN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LNN.txt
[2026-02-10T20:26:05.950397] [INFO ] [sig       ] [1850/3417] Completed LNN in 0.3s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:05.950438] [INFO ] [sig       ] [1851/3417] Forecasting LNTH...
[2026-02-10T20:26:05.950468] [INFO ] [sig       ] Generating forecast for: LNTH
[2026-02-10T20:26:05.950500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2026-02-10T20:26:05.961521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2026-02-10T20:26:05.961846] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2026-02-10T20:26:05.962802] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2026-02-10T20:26:05.962856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:05.962888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:05.962913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:05.962970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:06.021175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:06.021803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:06.021884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:06.021915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:06.142532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:06.142706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:06.142747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:06.142775] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:06.146618] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=26.52%)
[2026-02-10T20:26:06.146891] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2026-02-10T20:26:06.147025] [INFO ] [sig       ] LNTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:06.290312] [INFO ] [LOCAL     ] Saved forecast: LNTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LNTH.txt
[2026-02-10T20:26:06.290441] [INFO ] [sig       ] [1851/3417] Completed LNTH in 0.3s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:06.290480] [INFO ] [sig       ] [1852/3417] Forecasting LNZA...
[2026-02-10T20:26:06.290510] [INFO ] [sig       ] Generating forecast for: LNZA
[2026-02-10T20:26:06.290540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2026-02-10T20:26:06.301312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2026-02-10T20:26:06.301610] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2026-02-10T20:26:06.302375] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2026-02-10T20:26:06.302428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:06.302460] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:06.302488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:06.302555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:06.360055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:06.360689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:06.360766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:06.360799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:06.473067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:06.473189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:06.473227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:06.473256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:06.476490] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2026-02-10T20:26:06.476778] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2026-02-10T20:26:06.476906] [INFO ] [sig       ] LNZA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:06.617859] [INFO ] [LOCAL     ] Saved forecast: LNZA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LNZA.txt
[2026-02-10T20:26:06.617974] [INFO ] [sig       ] [1852/3417] Completed LNZA in 0.3s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:06.618015] [INFO ] [sig       ] [1853/3417] Forecasting LOAN...
[2026-02-10T20:26:06.618060] [INFO ] [sig       ] Generating forecast for: LOAN
[2026-02-10T20:26:06.618091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2026-02-10T20:26:06.630538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2026-02-10T20:26:06.630832] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2026-02-10T20:26:06.631844] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2026-02-10T20:26:06.631896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:06.631931] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:06.631963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:06.632032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:06.689048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:06.689692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:06.689771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:06.689804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:06.800154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:06.800274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:06.800312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:06.800341] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:06.803784] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2026-02-10T20:26:06.804085] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2026-02-10T20:26:06.804414] [INFO ] [sig       ] LOAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:06.946261] [INFO ] [LOCAL     ] Saved forecast: LOAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LOAN.txt
[2026-02-10T20:26:06.946389] [INFO ] [sig       ] [1853/3417] Completed LOAN in 0.3s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:06.946429] [INFO ] [sig       ] [1854/3417] Forecasting LOB...
[2026-02-10T20:26:06.946458] [INFO ] [sig       ] Generating forecast for: LOB
[2026-02-10T20:26:06.946489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2026-02-10T20:26:06.957929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2026-02-10T20:26:06.958253] [INFO ] [FORECASTER] Starting predict_future for LOB
[2026-02-10T20:26:06.959072] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2026-02-10T20:26:06.959136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:06.959169] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:06.959196] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:06.959252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:07.015915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:07.016626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:07.016709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:07.016742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:07.143668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:07.143824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:07.143867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:07.143899] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:07.147607] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=59.99%)
[2026-02-10T20:26:07.147912] [INFO ] [FORECASTER] Completed predict_future for LOB
[2026-02-10T20:26:07.148092] [INFO ] [sig       ] LOB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:07.289096] [INFO ] [LOCAL     ] Saved forecast: LOB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LOB.txt
[2026-02-10T20:26:07.289249] [INFO ] [sig       ] [1854/3417] Completed LOB in 0.3s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:07.289290] [INFO ] [sig       ] [1855/3417] Forecasting LOCO...
[2026-02-10T20:26:07.289324] [INFO ] [sig       ] Generating forecast for: LOCO
[2026-02-10T20:26:07.289356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2026-02-10T20:26:07.301403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2026-02-10T20:26:07.301848] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2026-02-10T20:26:07.302753] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2026-02-10T20:26:07.302810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:07.302843] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:07.302873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:07.302933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:07.363705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:07.364595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:07.364713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:07.364749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:07.491700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:07.491858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:07.491900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:07.491934] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:07.495556] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2026-02-10T20:26:07.495878] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2026-02-10T20:26:07.496017] [INFO ] [sig       ] LOCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:07.641819] [INFO ] [LOCAL     ] Saved forecast: LOCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LOCO.txt
[2026-02-10T20:26:07.641965] [INFO ] [sig       ] [1855/3417] Completed LOCO in 0.4s | 2.80 sym/s | Total: 11.0m | ETA: 9.3m
[2026-02-10T20:26:07.642017] [INFO ] [sig       ] [1856/3417] Forecasting LOGI...
[2026-02-10T20:26:07.642058] [INFO ] [sig       ] Generating forecast for: LOGI
[2026-02-10T20:26:07.642096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2026-02-10T20:26:07.653954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2026-02-10T20:26:07.654341] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2026-02-10T20:26:07.655261] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2026-02-10T20:26:07.655316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:07.655350] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:07.655379] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:07.655438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:07.716658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:07.717457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:07.717543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:07.717597] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:07.853072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:07.853241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:07.853284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:07.853314] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:07.856902] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2026-02-10T20:26:07.857232] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2026-02-10T20:26:07.857383] [INFO ] [sig       ] LOGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:08.006322] [INFO ] [LOCAL     ] Saved forecast: LOGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LOGI.txt
[2026-02-10T20:26:08.006488] [INFO ] [sig       ] [1856/3417] Completed LOGI in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:08.006530] [INFO ] [sig       ] [1857/3417] Forecasting LOMA...
[2026-02-10T20:26:08.006561] [INFO ] [sig       ] Generating forecast for: LOMA
[2026-02-10T20:26:08.006614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2026-02-10T20:26:08.018614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2026-02-10T20:26:08.018986] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2026-02-10T20:26:08.019863] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2026-02-10T20:26:08.019916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:08.019948] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:08.019981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:08.020050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:08.082154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:08.083086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:08.083182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:08.083218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:08.215159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:08.215324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:08.215366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:08.215397] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:08.218947] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=20.52%)
[2026-02-10T20:26:08.219253] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2026-02-10T20:26:08.219393] [INFO ] [sig       ] LOMA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:08.361677] [INFO ] [LOCAL     ] Saved forecast: LOMA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LOMA.txt
[2026-02-10T20:26:08.361832] [INFO ] [sig       ] [1857/3417] Completed LOMA in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:08.361874] [INFO ] [sig       ] [1858/3417] Forecasting LOPE...
[2026-02-10T20:26:08.361904] [INFO ] [sig       ] Generating forecast for: LOPE
[2026-02-10T20:26:08.361935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2026-02-10T20:26:08.373588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2026-02-10T20:26:08.373889] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2026-02-10T20:26:08.374713] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2026-02-10T20:26:08.374766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:08.374799] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:08.374826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:08.374882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:08.432452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:08.433067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:08.433146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:08.433177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:08.552636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:08.552768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:08.552807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:08.552835] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:08.556137] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2026-02-10T20:26:08.556407] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2026-02-10T20:26:08.556534] [INFO ] [sig       ] LOPE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:08.698783] [INFO ] [LOCAL     ] Saved forecast: LOPE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LOPE.txt
[2026-02-10T20:26:08.698929] [INFO ] [sig       ] [1858/3417] Completed LOPE in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:08.698969] [INFO ] [sig       ] [1859/3417] Forecasting LOVE...
[2026-02-10T20:26:08.699001] [INFO ] [sig       ] Generating forecast for: LOVE
[2026-02-10T20:26:08.699045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2026-02-10T20:26:08.711167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2026-02-10T20:26:08.711715] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2026-02-10T20:26:08.712779] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2026-02-10T20:26:08.712839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:08.712875] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:08.712903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:08.712959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:08.773271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:08.773987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:08.774067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:08.774102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:08.901899] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:08.902062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:08.902105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:08.902133] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:08.906177] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=57.84%)
[2026-02-10T20:26:08.906478] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2026-02-10T20:26:08.906648] [INFO ] [sig       ] LOVE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:09.050069] [INFO ] [LOCAL     ] Saved forecast: LOVE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LOVE.txt
[2026-02-10T20:26:09.050209] [INFO ] [sig       ] [1859/3417] Completed LOVE in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:09.050249] [INFO ] [sig       ] [1860/3417] Forecasting LPCN...
[2026-02-10T20:26:09.050279] [INFO ] [sig       ] Generating forecast for: LPCN
[2026-02-10T20:26:09.050310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2026-02-10T20:26:09.062182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2026-02-10T20:26:09.062453] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2026-02-10T20:26:09.063248] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2026-02-10T20:26:09.063301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:09.063334] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:09.063362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:09.063419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:09.121930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:09.122633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:09.122714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:09.122747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:09.237008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:09.237183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:09.237231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:09.237286] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:09.240924] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=53.61%)
[2026-02-10T20:26:09.241257] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2026-02-10T20:26:09.241437] [INFO ] [sig       ] LPCN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:09.386778] [INFO ] [LOCAL     ] Saved forecast: LPCN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LPCN.txt
[2026-02-10T20:26:09.386943] [INFO ] [sig       ] [1860/3417] Completed LPCN in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:09.386986] [INFO ] [sig       ] [1861/3417] Forecasting LPG...
[2026-02-10T20:26:09.387015] [INFO ] [sig       ] Generating forecast for: LPG
[2026-02-10T20:26:09.387045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2026-02-10T20:26:09.398730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2026-02-10T20:26:09.399101] [INFO ] [FORECASTER] Starting predict_future for LPG
[2026-02-10T20:26:09.399963] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2026-02-10T20:26:09.400017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:09.400051] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:09.400080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:09.400138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:09.458249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:09.459157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:09.459246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:09.459281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:09.590267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:09.590469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:09.590516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:09.590547] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:09.594405] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2026-02-10T20:26:09.594731] [INFO ] [FORECASTER] Completed predict_future for LPG
[2026-02-10T20:26:09.594874] [INFO ] [sig       ] LPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:09.740509] [INFO ] [LOCAL     ] Saved forecast: LPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LPG.txt
[2026-02-10T20:26:09.740693] [INFO ] [sig       ] [1861/3417] Completed LPG in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:09.740739] [INFO ] [sig       ] [1862/3417] Forecasting LPL...
[2026-02-10T20:26:09.740771] [INFO ] [sig       ] Generating forecast for: LPL
[2026-02-10T20:26:09.740802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2026-02-10T20:26:09.753266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2026-02-10T20:26:09.753709] [INFO ] [FORECASTER] Starting predict_future for LPL
[2026-02-10T20:26:09.754566] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2026-02-10T20:26:09.754645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:09.754729] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:09.754767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:09.754827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:09.814878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:09.815797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:09.815888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:09.815921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:09.935983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:09.936142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:09.936183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:09.936213] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:09.939767] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2026-02-10T20:26:09.940047] [INFO ] [FORECASTER] Completed predict_future for LPL
[2026-02-10T20:26:09.940179] [INFO ] [sig       ] LPL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:10.083621] [INFO ] [LOCAL     ] Saved forecast: LPL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LPL.txt
[2026-02-10T20:26:10.083757] [INFO ] [sig       ] [1862/3417] Completed LPL in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:10.083797] [INFO ] [sig       ] [1863/3417] Forecasting LPLA...
[2026-02-10T20:26:10.083828] [INFO ] [sig       ] Generating forecast for: LPLA
[2026-02-10T20:26:10.083858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2026-02-10T20:26:10.096086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2026-02-10T20:26:10.096376] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2026-02-10T20:26:10.097164] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2026-02-10T20:26:10.097218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:10.097251] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:10.097279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:10.097337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:10.157972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:10.159115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:10.159204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:10.159428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:10.280859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:10.281011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:10.281052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:10.281081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:10.284508] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2026-02-10T20:26:10.284801] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2026-02-10T20:26:10.284933] [INFO ] [sig       ] LPLA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:10.430470] [INFO ] [LOCAL     ] Saved forecast: LPLA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LPLA.txt
[2026-02-10T20:26:10.430638] [INFO ] [sig       ] [1863/3417] Completed LPLA in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.3m
[2026-02-10T20:26:10.430682] [INFO ] [sig       ] [1864/3417] Forecasting LPRO...
[2026-02-10T20:26:10.430712] [INFO ] [sig       ] Generating forecast for: LPRO
[2026-02-10T20:26:10.430743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2026-02-10T20:26:10.443810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2026-02-10T20:26:10.444120] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2026-02-10T20:26:10.444925] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2026-02-10T20:26:10.444978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:10.445011] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:10.445038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:10.445095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:10.502295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:10.503182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:10.503282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:10.503314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:10.629162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:10.629327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:10.629368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:10.629397] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:10.632993] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2026-02-10T20:26:10.633309] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2026-02-10T20:26:10.633443] [INFO ] [sig       ] LPRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:10.784070] [INFO ] [LOCAL     ] Saved forecast: LPRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LPRO.txt
[2026-02-10T20:26:10.784249] [INFO ] [sig       ] [1864/3417] Completed LPRO in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:10.784293] [INFO ] [sig       ] [1865/3417] Forecasting LPSN...
[2026-02-10T20:26:10.784324] [INFO ] [sig       ] Generating forecast for: LPSN
[2026-02-10T20:26:10.784357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2026-02-10T20:26:10.796520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2026-02-10T20:26:10.796936] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2026-02-10T20:26:10.797792] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2026-02-10T20:26:10.797847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:10.797893] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:10.797922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:10.797980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:10.855923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:10.856838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:10.856925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:10.856958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:10.975341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:10.975503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:10.975544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:10.975636] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:10.979291] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2026-02-10T20:26:10.979602] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2026-02-10T20:26:10.979741] [INFO ] [sig       ] LPSN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:11.121451] [INFO ] [LOCAL     ] Saved forecast: LPSN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LPSN.txt
[2026-02-10T20:26:11.121645] [INFO ] [sig       ] [1865/3417] Completed LPSN in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:11.121692] [INFO ] [sig       ] [1866/3417] Forecasting LPTH...
[2026-02-10T20:26:11.121723] [INFO ] [sig       ] Generating forecast for: LPTH
[2026-02-10T20:26:11.121755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2026-02-10T20:26:11.134084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2026-02-10T20:26:11.134499] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2026-02-10T20:26:11.135385] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2026-02-10T20:26:11.135441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:11.135475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:11.135503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:11.135561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:11.195026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:11.196058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:11.196180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:11.196254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:11.320509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:11.320708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:11.320753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:11.320782] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:11.324503] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2026-02-10T20:26:11.324847] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2026-02-10T20:26:11.324993] [INFO ] [sig       ] LPTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:11.469258] [INFO ] [LOCAL     ] Saved forecast: LPTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LPTH.txt
[2026-02-10T20:26:11.469412] [INFO ] [sig       ] [1866/3417] Completed LPTH in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:11.469453] [INFO ] [sig       ] [1867/3417] Forecasting LPX...
[2026-02-10T20:26:11.469483] [INFO ] [sig       ] Generating forecast for: LPX
[2026-02-10T20:26:11.469512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2026-02-10T20:26:11.481052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2026-02-10T20:26:11.481410] [INFO ] [FORECASTER] Starting predict_future for LPX
[2026-02-10T20:26:11.482235] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2026-02-10T20:26:11.482289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:11.482324] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:11.482353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:11.482413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:11.539668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:11.540551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:11.540659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:11.540692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:11.665171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:11.665339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:11.665379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:11.665408] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:11.668866] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2026-02-10T20:26:11.669158] [INFO ] [FORECASTER] Completed predict_future for LPX
[2026-02-10T20:26:11.669295] [INFO ] [sig       ] LPX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:11.812876] [INFO ] [LOCAL     ] Saved forecast: LPX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LPX.txt
[2026-02-10T20:26:11.813061] [INFO ] [sig       ] [1867/3417] Completed LPX in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:11.813106] [INFO ] [sig       ] [1868/3417] Forecasting LQDA...
[2026-02-10T20:26:11.813135] [INFO ] [sig       ] Generating forecast for: LQDA
[2026-02-10T20:26:11.813165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2026-02-10T20:26:11.825293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2026-02-10T20:26:11.825729] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2026-02-10T20:26:11.826602] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2026-02-10T20:26:11.826657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:11.826690] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:11.826718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:11.826776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:11.884097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:11.885052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:11.885142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:11.885178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:12.009759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:12.009924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:12.009967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:12.009996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:12.013524] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=53.97%)
[2026-02-10T20:26:12.013828] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2026-02-10T20:26:12.013964] [INFO ] [sig       ] LQDA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:12.157376] [INFO ] [LOCAL     ] Saved forecast: LQDA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LQDA.txt
[2026-02-10T20:26:12.157539] [INFO ] [sig       ] [1868/3417] Completed LQDA in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:12.157608] [INFO ] [sig       ] [1869/3417] Forecasting LRCX...
[2026-02-10T20:26:12.157645] [INFO ] [sig       ] Generating forecast for: LRCX
[2026-02-10T20:26:12.157677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2026-02-10T20:26:12.169504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2026-02-10T20:26:12.169932] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2026-02-10T20:26:12.170806] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2026-02-10T20:26:12.170861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:12.170894] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:12.170921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:12.170980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:12.231024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:12.231991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:12.232086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:12.232119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:12.362819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:12.362986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:12.363028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:12.363059] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:12.366716] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2026-02-10T20:26:12.367000] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2026-02-10T20:26:12.367132] [INFO ] [sig       ] LRCX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:12.514388] [INFO ] [LOCAL     ] Saved forecast: LRCX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LRCX.txt
[2026-02-10T20:26:12.514618] [INFO ] [sig       ] [1869/3417] Completed LRCX in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:12.514678] [INFO ] [sig       ] [1870/3417] Forecasting LRGE...
[2026-02-10T20:26:12.514729] [INFO ] [sig       ] Generating forecast for: LRGE
[2026-02-10T20:26:12.514768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2026-02-10T20:26:12.526649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2026-02-10T20:26:12.527084] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2026-02-10T20:26:12.528049] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2026-02-10T20:26:12.528109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:12.528142] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:12.528168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:12.528226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:12.587510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:12.588497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:12.588625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:12.588679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:12.705712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:12.705881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:12.705925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:12.705954] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:12.709510] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2026-02-10T20:26:12.709823] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2026-02-10T20:26:12.709984] [INFO ] [sig       ] LRGE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:12.851979] [INFO ] [LOCAL     ] Saved forecast: LRGE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LRGE.txt
[2026-02-10T20:26:12.852133] [INFO ] [sig       ] [1870/3417] Completed LRGE in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:12.852173] [INFO ] [sig       ] [1871/3417] Forecasting LSCC...
[2026-02-10T20:26:12.852205] [INFO ] [sig       ] Generating forecast for: LSCC
[2026-02-10T20:26:12.852235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2026-02-10T20:26:12.863996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2026-02-10T20:26:12.864340] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2026-02-10T20:26:12.865171] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2026-02-10T20:26:12.865225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:12.865257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:12.865284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:12.865341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:12.925746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:12.926708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:12.926794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:12.926828] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:13.054227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:13.054394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:13.054439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:13.054469] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:13.058374] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2026-02-10T20:26:13.058740] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2026-02-10T20:26:13.058886] [INFO ] [sig       ] LSCC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:13.206338] [INFO ] [LOCAL     ] Saved forecast: LSCC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LSCC.txt
[2026-02-10T20:26:13.206498] [INFO ] [sig       ] [1871/3417] Completed LSCC in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:13.206539] [INFO ] [sig       ] [1872/3417] Forecasting LSPD...
[2026-02-10T20:26:13.206592] [INFO ] [sig       ] Generating forecast for: LSPD
[2026-02-10T20:26:13.206626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2026-02-10T20:26:13.221536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2026-02-10T20:26:13.222052] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2026-02-10T20:26:13.223181] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2026-02-10T20:26:13.223251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:13.223298] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:13.223342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:13.223428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:13.297402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:13.298407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:13.298536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:13.298587] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:13.430127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:13.430311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:13.430387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:13.430421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:13.434056] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2026-02-10T20:26:13.434379] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2026-02-10T20:26:13.434527] [INFO ] [sig       ] LSPD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:13.579194] [INFO ] [LOCAL     ] Saved forecast: LSPD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LSPD.txt
[2026-02-10T20:26:13.579372] [INFO ] [sig       ] [1872/3417] Completed LSPD in 0.4s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:13.579434] [INFO ] [sig       ] [1873/3417] Forecasting LTC...
[2026-02-10T20:26:13.579468] [INFO ] [sig       ] Generating forecast for: LTC
[2026-02-10T20:26:13.579508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2026-02-10T20:26:13.592042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2026-02-10T20:26:13.592434] [INFO ] [FORECASTER] Starting predict_future for LTC
[2026-02-10T20:26:13.593248] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2026-02-10T20:26:13.593301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:13.593334] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:13.593362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:13.593419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:13.653084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:13.653861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:13.653946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:13.653979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:13.772372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:13.772537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:13.772597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:13.772632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:13.776121] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2026-02-10T20:26:13.776407] [INFO ] [FORECASTER] Completed predict_future for LTC
[2026-02-10T20:26:13.776541] [INFO ] [sig       ] LTC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:13.916284] [INFO ] [LOCAL     ] Saved forecast: LTC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LTC.txt
[2026-02-10T20:26:13.916434] [INFO ] [sig       ] [1873/3417] Completed LTC in 0.3s | 2.80 sym/s | Total: 11.1m | ETA: 9.2m
[2026-02-10T20:26:13.916473] [INFO ] [sig       ] [1874/3417] Forecasting LTH...
[2026-02-10T20:26:13.916505] [INFO ] [sig       ] Generating forecast for: LTH
[2026-02-10T20:26:13.916536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2026-02-10T20:26:13.927899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2026-02-10T20:26:13.928244] [INFO ] [FORECASTER] Starting predict_future for LTH
[2026-02-10T20:26:13.929042] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2026-02-10T20:26:13.929094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:13.929125] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:13.929152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:13.929209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:13.984477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:13.985307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:13.985409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:13.985443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:14.104157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:14.104342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:14.104392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:14.104428] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:14.108557] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2026-02-10T20:26:14.108895] [INFO ] [FORECASTER] Completed predict_future for LTH
[2026-02-10T20:26:14.109041] [INFO ] [sig       ] LTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:14.251731] [INFO ] [LOCAL     ] Saved forecast: LTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LTH.txt
[2026-02-10T20:26:14.251879] [INFO ] [sig       ] [1874/3417] Completed LTH in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-10T20:26:14.251922] [INFO ] [sig       ] [1875/3417] Forecasting LTRN...
[2026-02-10T20:26:14.251954] [INFO ] [sig       ] Generating forecast for: LTRN
[2026-02-10T20:26:14.251986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2026-02-10T20:26:14.263293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2026-02-10T20:26:14.263647] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2026-02-10T20:26:14.264502] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2026-02-10T20:26:14.264594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:14.264637] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:14.264665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:14.264723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:14.326396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:14.327217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:14.327307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:14.327356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:14.451947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:14.452110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:14.452160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:14.452198] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:14.455755] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=81.53%)
[2026-02-10T20:26:14.456057] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2026-02-10T20:26:14.456198] [INFO ] [sig       ] LTRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:14.607021] [INFO ] [LOCAL     ] Saved forecast: LTRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LTRN.txt
[2026-02-10T20:26:14.607227] [INFO ] [sig       ] [1875/3417] Completed LTRN in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-10T20:26:14.607272] [INFO ] [sig       ] [1876/3417] Forecasting LTRX...
[2026-02-10T20:26:14.607304] [INFO ] [sig       ] Generating forecast for: LTRX
[2026-02-10T20:26:14.607337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2026-02-10T20:26:14.619904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2026-02-10T20:26:14.620281] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2026-02-10T20:26:14.621122] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2026-02-10T20:26:14.621182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:14.621229] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:14.621258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:14.621317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:14.683972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:14.684961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:14.685052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:14.685088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:14.814641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:14.814808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:14.814852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:14.814882] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:14.818434] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2026-02-10T20:26:14.818756] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2026-02-10T20:26:14.818899] [INFO ] [sig       ] LTRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:14.975097] [INFO ] [LOCAL     ] Saved forecast: LTRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LTRX.txt
[2026-02-10T20:26:14.975288] [INFO ] [sig       ] [1876/3417] Completed LTRX in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-10T20:26:14.975336] [INFO ] [sig       ] [1877/3417] Forecasting LUCD...
[2026-02-10T20:26:14.975365] [INFO ] [sig       ] Generating forecast for: LUCD
[2026-02-10T20:26:14.975397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2026-02-10T20:26:14.988290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2026-02-10T20:26:14.988705] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2026-02-10T20:26:14.989524] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2026-02-10T20:26:14.989602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:14.989661] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:14.989692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:14.989750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:15.052059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:15.053013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:15.053143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:15.053181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:15.182215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:15.182389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:15.182434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:15.182471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:15.186190] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2026-02-10T20:26:15.186537] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2026-02-10T20:26:15.186709] [INFO ] [sig       ] LUCD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:15.341824] [INFO ] [LOCAL     ] Saved forecast: LUCD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LUCD.txt
[2026-02-10T20:26:15.342048] [INFO ] [sig       ] [1877/3417] Completed LUCD in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-10T20:26:15.342113] [INFO ] [sig       ] [1878/3417] Forecasting LUMN...
[2026-02-10T20:26:15.342164] [INFO ] [sig       ] Generating forecast for: LUMN
[2026-02-10T20:26:15.342216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2026-02-10T20:26:15.356683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2026-02-10T20:26:15.357099] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2026-02-10T20:26:15.358009] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2026-02-10T20:26:15.358085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:15.358120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:15.358151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:15.358224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:15.420526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:15.421448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:15.421550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:15.421609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:15.554826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:15.554999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:15.555043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:15.555074] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:15.559159] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2026-02-10T20:26:15.559626] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2026-02-10T20:26:15.559794] [INFO ] [sig       ] LUMN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:15.726944] [INFO ] [LOCAL     ] Saved forecast: LUMN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LUMN.txt
[2026-02-10T20:26:15.727134] [INFO ] [sig       ] [1878/3417] Completed LUMN in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-10T20:26:15.727187] [INFO ] [sig       ] [1879/3417] Forecasting LUNG...
[2026-02-10T20:26:15.727224] [INFO ] [sig       ] Generating forecast for: LUNG
[2026-02-10T20:26:15.727261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2026-02-10T20:26:15.739074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2026-02-10T20:26:15.739457] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2026-02-10T20:26:15.740296] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2026-02-10T20:26:15.740354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:15.740414] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:15.740444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:15.740519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:15.802020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:15.803176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:15.803278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:15.803320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:15.930632] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:15.930804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:15.930846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:15.930876] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:15.935142] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2026-02-10T20:26:15.935455] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2026-02-10T20:26:15.935608] [INFO ] [sig       ] LUNG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:16.081665] [INFO ] [LOCAL     ] Saved forecast: LUNG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LUNG.txt
[2026-02-10T20:26:16.081834] [INFO ] [sig       ] [1879/3417] Completed LUNG in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.2m
[2026-02-10T20:26:16.081875] [INFO ] [sig       ] [1880/3417] Forecasting LVHD...
[2026-02-10T20:26:16.081914] [INFO ] [sig       ] Generating forecast for: LVHD
[2026-02-10T20:26:16.081946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2026-02-10T20:26:16.093858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2026-02-10T20:26:16.094173] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2026-02-10T20:26:16.095167] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2026-02-10T20:26:16.095231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:16.095270] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:16.095304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:16.095374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:16.157160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:16.158166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:16.158276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:16.158315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:16.280953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:16.281122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:16.281164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:16.281193] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:16.284655] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2026-02-10T20:26:16.284934] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2026-02-10T20:26:16.285063] [INFO ] [sig       ] LVHD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:16.429783] [INFO ] [LOCAL     ] Saved forecast: LVHD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LVHD.txt
[2026-02-10T20:26:16.429971] [INFO ] [sig       ] [1880/3417] Completed LVHD in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:16.430017] [INFO ] [sig       ] [1881/3417] Forecasting LVO...
[2026-02-10T20:26:16.430045] [INFO ] [sig       ] Generating forecast for: LVO
[2026-02-10T20:26:16.430075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2026-02-10T20:26:16.441229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2026-02-10T20:26:16.441606] [INFO ] [FORECASTER] Starting predict_future for LVO
[2026-02-10T20:26:16.442397] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2026-02-10T20:26:16.442450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:16.442483] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:16.442510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:16.442567] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:16.504284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:16.505229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:16.505321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:16.505356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:16.623846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:16.624027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:16.624070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:16.624099] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:16.627717] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2026-02-10T20:26:16.628005] [INFO ] [FORECASTER] Completed predict_future for LVO
[2026-02-10T20:26:16.628160] [INFO ] [sig       ] LVO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:16.772818] [INFO ] [LOCAL     ] Saved forecast: LVO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LVO.txt
[2026-02-10T20:26:16.772987] [INFO ] [sig       ] [1881/3417] Completed LVO in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:16.773028] [INFO ] [sig       ] [1882/3417] Forecasting LVS...
[2026-02-10T20:26:16.773059] [INFO ] [sig       ] Generating forecast for: LVS
[2026-02-10T20:26:16.773091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2026-02-10T20:26:16.784837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2026-02-10T20:26:16.785160] [INFO ] [FORECASTER] Starting predict_future for LVS
[2026-02-10T20:26:16.785952] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2026-02-10T20:26:16.786004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:16.786036] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:16.786062] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:16.786119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:16.843501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:16.844390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:16.844478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:16.844511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:16.967536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:16.967726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:16.967767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:16.967832] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:16.971483] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2026-02-10T20:26:16.971826] [INFO ] [FORECASTER] Completed predict_future for LVS
[2026-02-10T20:26:16.971967] [INFO ] [sig       ] LVS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:17.115132] [INFO ] [LOCAL     ] Saved forecast: LVS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LVS.txt
[2026-02-10T20:26:17.115269] [INFO ] [sig       ] [1882/3417] Completed LVS in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:17.115309] [INFO ] [sig       ] [1883/3417] Forecasting LWAY...
[2026-02-10T20:26:17.115338] [INFO ] [sig       ] Generating forecast for: LWAY
[2026-02-10T20:26:17.115369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2026-02-10T20:26:17.126376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2026-02-10T20:26:17.126693] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2026-02-10T20:26:17.127483] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2026-02-10T20:26:17.127536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:17.127567] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:17.127621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:17.127678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:17.185511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:17.186158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:17.186239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:17.186271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:17.308936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:17.309100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:17.309142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:17.309189] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:17.312792] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2026-02-10T20:26:17.313116] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2026-02-10T20:26:17.313282] [INFO ] [sig       ] LWAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:17.453673] [INFO ] [LOCAL     ] Saved forecast: LWAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LWAY.txt
[2026-02-10T20:26:17.453810] [INFO ] [sig       ] [1883/3417] Completed LWAY in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:17.453849] [INFO ] [sig       ] [1884/3417] Forecasting LWLG...
[2026-02-10T20:26:17.453880] [INFO ] [sig       ] Generating forecast for: LWLG
[2026-02-10T20:26:17.453909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2026-02-10T20:26:17.465829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2026-02-10T20:26:17.466114] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2026-02-10T20:26:17.466904] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2026-02-10T20:26:17.466959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:17.466990] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:17.467016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:17.467074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:17.524181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:17.524832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:17.524912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:17.524944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:17.649535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:17.649709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:17.649750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:17.649780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:17.653166] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2026-02-10T20:26:17.653447] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2026-02-10T20:26:17.653596] [INFO ] [sig       ] LWLG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:17.792370] [INFO ] [LOCAL     ] Saved forecast: LWLG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LWLG.txt
[2026-02-10T20:26:17.792504] [INFO ] [sig       ] [1884/3417] Completed LWLG in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:17.792545] [INFO ] [sig       ] [1885/3417] Forecasting LX...
[2026-02-10T20:26:17.792593] [INFO ] [sig       ] Generating forecast for: LX
[2026-02-10T20:26:17.792628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2026-02-10T20:26:17.804161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2026-02-10T20:26:17.804498] [INFO ] [FORECASTER] Starting predict_future for LX
[2026-02-10T20:26:17.805314] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2026-02-10T20:26:17.805369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:17.805402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:17.805429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:17.805485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:17.862278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:17.863183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:17.863283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:17.863344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:17.986509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:17.986692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:17.986735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:17.986763] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:17.990300] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2026-02-10T20:26:17.990609] [INFO ] [FORECASTER] Completed predict_future for LX
[2026-02-10T20:26:17.990739] [INFO ] [sig       ] LX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:18.141318] [INFO ] [LOCAL     ] Saved forecast: LX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LX.txt
[2026-02-10T20:26:18.141490] [INFO ] [sig       ] [1885/3417] Completed LX in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:18.141532] [INFO ] [sig       ] [1886/3417] Forecasting LXEO...
[2026-02-10T20:26:18.141562] [INFO ] [sig       ] Generating forecast for: LXEO
[2026-02-10T20:26:18.141611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2026-02-10T20:26:18.153432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2026-02-10T20:26:18.153790] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2026-02-10T20:26:18.154625] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2026-02-10T20:26:18.154679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:18.154711] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:18.154738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:18.154801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:18.214213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:18.214987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:18.215073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:18.215107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:18.335686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:18.335869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:18.335911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:18.335940] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:18.339527] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2026-02-10T20:26:18.339830] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2026-02-10T20:26:18.339992] [INFO ] [sig       ] LXEO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:18.480754] [INFO ] [LOCAL     ] Saved forecast: LXEO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LXEO.txt
[2026-02-10T20:26:18.480891] [INFO ] [sig       ] [1886/3417] Completed LXEO in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:18.480931] [INFO ] [sig       ] [1887/3417] Forecasting LXP...
[2026-02-10T20:26:18.480962] [INFO ] [sig       ] Generating forecast for: LXP
[2026-02-10T20:26:18.480992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2026-02-10T20:26:18.493050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2026-02-10T20:26:18.493333] [INFO ] [FORECASTER] Starting predict_future for LXP
[2026-02-10T20:26:18.494107] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2026-02-10T20:26:18.494160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:18.494192] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:18.494219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:18.494288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:18.552176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:18.552968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:18.553054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:18.553087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:18.670283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:18.670462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:18.670501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:18.670531] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:18.674062] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2026-02-10T20:26:18.674343] [INFO ] [FORECASTER] Completed predict_future for LXP
[2026-02-10T20:26:18.674471] [INFO ] [sig       ] LXP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:18.814313] [INFO ] [LOCAL     ] Saved forecast: LXP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LXP.txt
[2026-02-10T20:26:18.814455] [INFO ] [sig       ] [1887/3417] Completed LXP in 0.3s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:18.814495] [INFO ] [sig       ] [1888/3417] Forecasting LYB...
[2026-02-10T20:26:18.814526] [INFO ] [sig       ] Generating forecast for: LYB
[2026-02-10T20:26:18.814563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2026-02-10T20:26:18.825935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2026-02-10T20:26:18.826278] [INFO ] [FORECASTER] Starting predict_future for LYB
[2026-02-10T20:26:18.827078] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2026-02-10T20:26:18.827131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:18.827163] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:18.827190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:18.827260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:18.885391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:18.886307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:18.886393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:18.886426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:19.007152] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:19.007320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:19.007359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:19.007388] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:19.011380] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2026-02-10T20:26:19.011697] [INFO ] [FORECASTER] Completed predict_future for LYB
[2026-02-10T20:26:19.011833] [INFO ] [sig       ] LYB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:19.165300] [INFO ] [LOCAL     ] Saved forecast: LYB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LYB.txt
[2026-02-10T20:26:19.165438] [INFO ] [sig       ] [1888/3417] Completed LYB in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:19.165477] [INFO ] [sig       ] [1889/3417] Forecasting LYG...
[2026-02-10T20:26:19.165714] [INFO ] [sig       ] Generating forecast for: LYG
[2026-02-10T20:26:19.165747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2026-02-10T20:26:19.178656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2026-02-10T20:26:19.178960] [INFO ] [FORECASTER] Starting predict_future for LYG
[2026-02-10T20:26:19.179832] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2026-02-10T20:26:19.179903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:19.179940] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:19.179969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:19.180028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:19.242900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:19.243807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:19.243930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:19.243966] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:19.375684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:19.375881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:19.375929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:19.375960] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:19.379851] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2026-02-10T20:26:19.380201] [INFO ] [FORECASTER] Completed predict_future for LYG
[2026-02-10T20:26:19.380379] [INFO ] [sig       ] LYG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:19.533279] [INFO ] [LOCAL     ] Saved forecast: LYG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LYG.txt
[2026-02-10T20:26:19.533423] [INFO ] [sig       ] [1889/3417] Completed LYG in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:19.533462] [INFO ] [sig       ] [1890/3417] Forecasting LYRA...
[2026-02-10T20:26:19.533493] [INFO ] [sig       ] Generating forecast for: LYRA
[2026-02-10T20:26:19.533523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2026-02-10T20:26:19.546237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2026-02-10T20:26:19.546707] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2026-02-10T20:26:19.547531] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2026-02-10T20:26:19.547611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:19.547646] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:19.547674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:19.547731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:19.610948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:19.611924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:19.612052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:19.612111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:19.743938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:19.744114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:19.744157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:19.744188] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:19.749077] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2026-02-10T20:26:19.749464] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2026-02-10T20:26:19.749641] [INFO ] [sig       ] LYRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:19.917679] [INFO ] [LOCAL     ] Saved forecast: LYRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LYRA.txt
[2026-02-10T20:26:19.917860] [INFO ] [sig       ] [1890/3417] Completed LYRA in 0.4s | 2.80 sym/s | Total: 11.2m | ETA: 9.1m
[2026-02-10T20:26:19.917910] [INFO ] [sig       ] [1891/3417] Forecasting LYTS...
[2026-02-10T20:26:19.917940] [INFO ] [sig       ] Generating forecast for: LYTS
[2026-02-10T20:26:19.917971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2026-02-10T20:26:19.931158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2026-02-10T20:26:19.931539] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2026-02-10T20:26:19.932435] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2026-02-10T20:26:19.932489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:19.932523] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:19.932551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:19.932627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:19.993655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:19.994535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:19.994653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:19.994690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:20.120454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:20.120637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:20.120679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:20.120709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:20.124383] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2026-02-10T20:26:20.124706] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2026-02-10T20:26:20.124845] [INFO ] [sig       ] LYTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:20.272484] [INFO ] [LOCAL     ] Saved forecast: LYTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LYTS.txt
[2026-02-10T20:26:20.272663] [INFO ] [sig       ] [1891/3417] Completed LYTS in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-10T20:26:20.272711] [INFO ] [sig       ] [1892/3417] Forecasting LZ...
[2026-02-10T20:26:20.272742] [INFO ] [sig       ] Generating forecast for: LZ
[2026-02-10T20:26:20.272780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2026-02-10T20:26:20.284609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2026-02-10T20:26:20.284929] [INFO ] [FORECASTER] Starting predict_future for LZ
[2026-02-10T20:26:20.285761] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2026-02-10T20:26:20.285816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:20.285850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:20.285878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:20.285936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:20.345465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:20.346189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:20.346272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:20.346315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:20.474125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:20.474291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:20.474344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:20.474379] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:20.477955] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2026-02-10T20:26:20.478269] [INFO ] [FORECASTER] Completed predict_future for LZ
[2026-02-10T20:26:20.478442] [INFO ] [sig       ] LZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:20.631524] [INFO ] [LOCAL     ] Saved forecast: LZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LZ.txt
[2026-02-10T20:26:20.631784] [INFO ] [sig       ] [1892/3417] Completed LZ in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-10T20:26:20.631831] [INFO ] [sig       ] [1893/3417] Forecasting LZB...
[2026-02-10T20:26:20.631864] [INFO ] [sig       ] Generating forecast for: LZB
[2026-02-10T20:26:20.631896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2026-02-10T20:26:20.643502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2026-02-10T20:26:20.643877] [INFO ] [FORECASTER] Starting predict_future for LZB
[2026-02-10T20:26:20.644798] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2026-02-10T20:26:20.644854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:20.644887] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:20.644913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:20.644970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:20.706533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:20.707426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:20.707513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:20.707547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:20.842139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:20.842311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:20.842358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:20.842389] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:20.846198] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2026-02-10T20:26:20.846674] [INFO ] [FORECASTER] Completed predict_future for LZB
[2026-02-10T20:26:20.846846] [INFO ] [sig       ] LZB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:20.996764] [INFO ] [LOCAL     ] Saved forecast: LZB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/LZB.txt
[2026-02-10T20:26:20.996934] [INFO ] [sig       ] [1893/3417] Completed LZB in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-10T20:26:20.996974] [INFO ] [sig       ] [1894/3417] Forecasting LZM...
[2026-02-10T20:26:20.997006] [INFO ] [sig       ] Generating forecast for: LZM
[2026-02-10T20:26:20.997038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2026-02-10T20:26:21.008893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2026-02-10T20:26:21.009244] [INFO ] [FORECASTER] Starting predict_future for LZM
[2026-02-10T20:26:21.010043] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2026-02-10T20:26:21.010096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:21.010128] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:21.010156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:21.010212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:21.068715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:21.069628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:21.069717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:21.069751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:21.194964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:21.195127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:21.195168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:21.195198] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:21.199721] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2026-02-10T20:26:21.200184] [INFO ] [FORECASTER] Completed predict_future for LZM
[2026-02-10T20:26:21.200401] [INFO ] [sig       ] LZM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:21.348633] [INFO ] [LOCAL     ] Saved forecast: LZM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/LZM.txt
[2026-02-10T20:26:21.348808] [INFO ] [sig       ] [1894/3417] Completed LZM in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-10T20:26:21.348849] [INFO ] [sig       ] [1895/3417] Forecasting M...
[2026-02-10T20:26:21.348880] [INFO ] [sig       ] Generating forecast for: M
[2026-02-10T20:26:21.348910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2026-02-10T20:26:21.361171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2026-02-10T20:26:21.361539] [INFO ] [FORECASTER] Starting predict_future for M
[2026-02-10T20:26:21.362403] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2026-02-10T20:26:21.362459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:21.362493] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:21.362521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:21.362606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:21.426226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:21.427205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:21.427293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:21.427327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:21.556698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:21.556862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:21.556903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:21.556933] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:21.560602] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2026-02-10T20:26:21.560890] [INFO ] [FORECASTER] Completed predict_future for M
[2026-02-10T20:26:21.561022] [INFO ] [sig       ] M: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:21.714844] [INFO ] [LOCAL     ] Saved forecast: M	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/M.txt
[2026-02-10T20:26:21.715018] [INFO ] [sig       ] [1895/3417] Completed M in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-10T20:26:21.715060] [INFO ] [sig       ] [1896/3417] Forecasting MA...
[2026-02-10T20:26:21.715091] [INFO ] [sig       ] Generating forecast for: MA
[2026-02-10T20:26:21.715122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2026-02-10T20:26:21.728803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2026-02-10T20:26:21.729195] [INFO ] [FORECASTER] Starting predict_future for MA
[2026-02-10T20:26:21.730168] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2026-02-10T20:26:21.730223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:21.730283] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:21.730319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:21.730392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:21.791591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:21.792554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:21.792669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:21.792704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:21.914558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:21.914733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:21.914792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:21.914823] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:21.918270] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=79.75%)
[2026-02-10T20:26:21.918555] [INFO ] [FORECASTER] Completed predict_future for MA
[2026-02-10T20:26:21.918705] [INFO ] [sig       ] MA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:22.062510] [INFO ] [LOCAL     ] Saved forecast: MA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MA.txt
[2026-02-10T20:26:22.062657] [INFO ] [sig       ] [1896/3417] Completed MA in 0.3s | 2.80 sym/s | Total: 11.3m | ETA: 9.1m
[2026-02-10T20:26:22.062698] [INFO ] [sig       ] [1897/3417] Forecasting MAA...
[2026-02-10T20:26:22.062727] [INFO ] [sig       ] Generating forecast for: MAA
[2026-02-10T20:26:22.062756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2026-02-10T20:26:22.076075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2026-02-10T20:26:22.076527] [INFO ] [FORECASTER] Starting predict_future for MAA
[2026-02-10T20:26:22.077686] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2026-02-10T20:26:22.077748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:22.077782] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:22.077810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:22.077869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:22.140891] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:22.142118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:22.142226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:22.142260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:22.273431] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:22.273628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:22.273672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:22.273702] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:22.277280] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2026-02-10T20:26:22.277644] [INFO ] [FORECASTER] Completed predict_future for MAA
[2026-02-10T20:26:22.277790] [INFO ] [sig       ] MAA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:22.423828] [INFO ] [LOCAL     ] Saved forecast: MAA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MAA.txt
[2026-02-10T20:26:22.424000] [INFO ] [sig       ] [1897/3417] Completed MAA in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:22.424041] [INFO ] [sig       ] [1898/3417] Forecasting MAC...
[2026-02-10T20:26:22.424073] [INFO ] [sig       ] Generating forecast for: MAC
[2026-02-10T20:26:22.424104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2026-02-10T20:26:22.436130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2026-02-10T20:26:22.436544] [INFO ] [FORECASTER] Starting predict_future for MAC
[2026-02-10T20:26:22.437385] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2026-02-10T20:26:22.437442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:22.437475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:22.437502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:22.437560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:22.498413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:22.499523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:22.499663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:22.499699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:22.631328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:22.631512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:22.631557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:22.631608] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:22.635173] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2026-02-10T20:26:22.635517] [INFO ] [FORECASTER] Completed predict_future for MAC
[2026-02-10T20:26:22.635680] [INFO ] [sig       ] MAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:22.788429] [INFO ] [LOCAL     ] Saved forecast: MAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MAC.txt
[2026-02-10T20:26:22.788822] [INFO ] [sig       ] [1898/3417] Completed MAC in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:22.788871] [INFO ] [sig       ] [1899/3417] Forecasting MAMA...
[2026-02-10T20:26:22.788906] [INFO ] [sig       ] Generating forecast for: MAMA
[2026-02-10T20:26:22.788939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2026-02-10T20:26:22.802540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2026-02-10T20:26:22.802995] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2026-02-10T20:26:22.804085] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2026-02-10T20:26:22.804143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:22.804176] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:22.804204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:22.804264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:22.865041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:22.865979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:22.866089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:22.866123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:22.999452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:22.999640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:22.999683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:22.999741] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:23.003456] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2026-02-10T20:26:23.003866] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2026-02-10T20:26:23.004024] [INFO ] [sig       ] MAMA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:23.162415] [INFO ] [LOCAL     ] Saved forecast: MAMA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MAMA.txt
[2026-02-10T20:26:23.162624] [INFO ] [sig       ] [1899/3417] Completed MAMA in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:23.162668] [INFO ] [sig       ] [1900/3417] Forecasting MAN...
[2026-02-10T20:26:23.162699] [INFO ] [sig       ] Generating forecast for: MAN
[2026-02-10T20:26:23.162731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2026-02-10T20:26:23.175843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2026-02-10T20:26:23.176307] [INFO ] [FORECASTER] Starting predict_future for MAN
[2026-02-10T20:26:23.177244] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2026-02-10T20:26:23.177305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:23.177363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:23.177398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:23.177469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:23.241332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:23.242477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:23.242607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:23.242841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:23.378112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:23.378328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:23.378381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:23.378420] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:23.383206] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2026-02-10T20:26:23.383841] [INFO ] [FORECASTER] Completed predict_future for MAN
[2026-02-10T20:26:23.384012] [INFO ] [sig       ] MAN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:23.548112] [INFO ] [LOCAL     ] Saved forecast: MAN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MAN.txt
[2026-02-10T20:26:23.548294] [INFO ] [sig       ] [1900/3417] Completed MAN in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:23.548353] [INFO ] [sig       ] [1901/3417] Forecasting MANH...
[2026-02-10T20:26:23.548394] [INFO ] [sig       ] Generating forecast for: MANH
[2026-02-10T20:26:23.548432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2026-02-10T20:26:23.561153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2026-02-10T20:26:23.561596] [INFO ] [FORECASTER] Starting predict_future for MANH
[2026-02-10T20:26:23.562465] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2026-02-10T20:26:23.562523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:23.562557] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:23.562607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:23.562668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:23.626218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:23.627329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:23.627442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:23.627485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:23.760089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:23.760260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:23.760305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:23.760334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:23.764193] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2026-02-10T20:26:23.764642] [INFO ] [FORECASTER] Completed predict_future for MANH
[2026-02-10T20:26:23.764805] [INFO ] [sig       ] MANH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:23.921218] [INFO ] [LOCAL     ] Saved forecast: MANH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MANH.txt
[2026-02-10T20:26:23.921384] [INFO ] [sig       ] [1901/3417] Completed MANH in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:23.921425] [INFO ] [sig       ] [1902/3417] Forecasting MARA...
[2026-02-10T20:26:23.921455] [INFO ] [sig       ] Generating forecast for: MARA
[2026-02-10T20:26:23.921486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2026-02-10T20:26:23.935432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2026-02-10T20:26:23.935878] [INFO ] [FORECASTER] Starting predict_future for MARA
[2026-02-10T20:26:23.936740] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2026-02-10T20:26:23.936798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:23.936831] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:23.936860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:23.936919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:24.000084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:24.001022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:24.001120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:24.001155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:24.140107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:24.140314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:24.140365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:24.140401] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:24.144398] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2026-02-10T20:26:24.144782] [INFO ] [FORECASTER] Completed predict_future for MARA
[2026-02-10T20:26:24.144927] [INFO ] [sig       ] MARA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:24.301221] [INFO ] [LOCAL     ] Saved forecast: MARA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MARA.txt
[2026-02-10T20:26:24.301393] [INFO ] [sig       ] [1902/3417] Completed MARA in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:24.301437] [INFO ] [sig       ] [1903/3417] Forecasting MAS...
[2026-02-10T20:26:24.301468] [INFO ] [sig       ] Generating forecast for: MAS
[2026-02-10T20:26:24.301499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2026-02-10T20:26:24.315457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2026-02-10T20:26:24.315904] [INFO ] [FORECASTER] Starting predict_future for MAS
[2026-02-10T20:26:24.316877] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2026-02-10T20:26:24.316946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:24.316979] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:24.317008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:24.317067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:24.380219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:24.381211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:24.381332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:24.381374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:24.512823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:24.512995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:24.513036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:24.513065] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:24.516856] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2026-02-10T20:26:24.517257] [INFO ] [FORECASTER] Completed predict_future for MAS
[2026-02-10T20:26:24.517428] [INFO ] [sig       ] MAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:24.671215] [INFO ] [LOCAL     ] Saved forecast: MAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MAS.txt
[2026-02-10T20:26:24.671391] [INFO ] [sig       ] [1903/3417] Completed MAS in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:24.671434] [INFO ] [sig       ] [1904/3417] Forecasting MASI...
[2026-02-10T20:26:24.671472] [INFO ] [sig       ] Generating forecast for: MASI
[2026-02-10T20:26:24.671505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2026-02-10T20:26:24.686342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2026-02-10T20:26:24.686780] [INFO ] [FORECASTER] Starting predict_future for MASI
[2026-02-10T20:26:24.687734] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2026-02-10T20:26:24.687809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:24.687842] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:24.687869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:24.687929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:24.748436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:24.749369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:24.749477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:24.749513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:24.879836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:24.880038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:24.880082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:24.880112] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:24.884306] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2026-02-10T20:26:24.884742] [INFO ] [FORECASTER] Completed predict_future for MASI
[2026-02-10T20:26:24.884902] [INFO ] [sig       ] MASI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:25.039376] [INFO ] [LOCAL     ] Saved forecast: MASI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MASI.txt
[2026-02-10T20:26:25.039555] [INFO ] [sig       ] [1904/3417] Completed MASI in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:25.039619] [INFO ] [sig       ] [1905/3417] Forecasting MASS...
[2026-02-10T20:26:25.039652] [INFO ] [sig       ] Generating forecast for: MASS
[2026-02-10T20:26:25.039682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2026-02-10T20:26:25.052377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2026-02-10T20:26:25.052765] [INFO ] [FORECASTER] Starting predict_future for MASS
[2026-02-10T20:26:25.053611] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2026-02-10T20:26:25.053667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:25.053702] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:25.053729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:25.053788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:25.112353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:25.113266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:25.113351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:25.113384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:25.235479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:25.235657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:25.235700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:25.235729] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:25.239224] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2026-02-10T20:26:25.239522] [INFO ] [FORECASTER] Completed predict_future for MASS
[2026-02-10T20:26:25.239676] [INFO ] [sig       ] MASS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:25.390653] [INFO ] [LOCAL     ] Saved forecast: MASS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MASS.txt
[2026-02-10T20:26:25.391030] [INFO ] [sig       ] [1905/3417] Completed MASS in 0.4s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:25.391077] [INFO ] [sig       ] [1906/3417] Forecasting MATX...
[2026-02-10T20:26:25.391110] [INFO ] [sig       ] Generating forecast for: MATX
[2026-02-10T20:26:25.391142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2026-02-10T20:26:25.404703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2026-02-10T20:26:25.405046] [INFO ] [FORECASTER] Starting predict_future for MATX
[2026-02-10T20:26:25.405873] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2026-02-10T20:26:25.405926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:25.405958] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:25.405987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:25.406044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:25.466563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:25.467501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:25.467648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:25.467684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:25.589459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:25.589650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:25.589693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:25.589722] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:25.593322] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2026-02-10T20:26:25.593673] [INFO ] [FORECASTER] Completed predict_future for MATX
[2026-02-10T20:26:25.593809] [INFO ] [sig       ] MATX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:25.739850] [INFO ] [LOCAL     ] Saved forecast: MATX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MATX.txt
[2026-02-10T20:26:25.740013] [INFO ] [sig       ] [1906/3417] Completed MATX in 0.3s | 2.80 sym/s | Total: 11.3m | ETA: 9.0m
[2026-02-10T20:26:25.740054] [INFO ] [sig       ] [1907/3417] Forecasting MAX...
[2026-02-10T20:26:25.740085] [INFO ] [sig       ] Generating forecast for: MAX
[2026-02-10T20:26:25.740119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2026-02-10T20:26:25.751615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2026-02-10T20:26:25.751964] [INFO ] [FORECASTER] Starting predict_future for MAX
[2026-02-10T20:26:25.752797] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2026-02-10T20:26:25.752852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:25.752885] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:25.752913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:25.752973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:25.813710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:25.814627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:25.814713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:25.814748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:25.931125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:25.931286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:25.931327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:25.931373] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:25.934803] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2026-02-10T20:26:25.935080] [INFO ] [FORECASTER] Completed predict_future for MAX
[2026-02-10T20:26:25.935206] [INFO ] [sig       ] MAX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:26.080555] [INFO ] [LOCAL     ] Saved forecast: MAX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MAX.txt
[2026-02-10T20:26:26.080716] [INFO ] [sig       ] [1907/3417] Completed MAX in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:26.080757] [INFO ] [sig       ] [1908/3417] Forecasting MAXI...
[2026-02-10T20:26:26.080788] [INFO ] [sig       ] Generating forecast for: MAXI
[2026-02-10T20:26:26.080818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2026-02-10T20:26:26.092639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2026-02-10T20:26:26.092929] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2026-02-10T20:26:26.093730] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2026-02-10T20:26:26.093782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:26.093815] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:26.093841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:26.093901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:26.154875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:26.155655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:26.155740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:26.155774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:26.278894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:26.279114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:26.279163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:26.279193] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:26.283294] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=39.93%)
[2026-02-10T20:26:26.283610] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2026-02-10T20:26:26.283746] [INFO ] [sig       ] MAXI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:26.428147] [INFO ] [LOCAL     ] Saved forecast: MAXI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MAXI.txt
[2026-02-10T20:26:26.428301] [INFO ] [sig       ] [1908/3417] Completed MAXI in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:26.428342] [INFO ] [sig       ] [1909/3417] Forecasting MAXN...
[2026-02-10T20:26:26.428372] [INFO ] [sig       ] Generating forecast for: MAXN
[2026-02-10T20:26:26.428420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2026-02-10T20:26:26.440134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2026-02-10T20:26:26.440434] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2026-02-10T20:26:26.441242] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2026-02-10T20:26:26.441296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:26.441328] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:26.441355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:26.441417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:26.498633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:26.499300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:26.499379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:26.499424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:26.615605] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:26.615758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:26.615797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:26.615826] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:26.619304] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2026-02-10T20:26:26.619630] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2026-02-10T20:26:26.619767] [INFO ] [sig       ] MAXN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:26.772770] [INFO ] [LOCAL     ] Saved forecast: MAXN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MAXN.txt
[2026-02-10T20:26:26.772972] [INFO ] [sig       ] [1909/3417] Completed MAXN in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:26.773018] [INFO ] [sig       ] [1910/3417] Forecasting MBB...
[2026-02-10T20:26:26.773052] [INFO ] [sig       ] Generating forecast for: MBB
[2026-02-10T20:26:26.773085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2026-02-10T20:26:26.784606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2026-02-10T20:26:26.784999] [INFO ] [FORECASTER] Starting predict_future for MBB
[2026-02-10T20:26:26.785857] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2026-02-10T20:26:26.785913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:26.785948] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:26.785977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:26.786036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:26.851217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:26.852184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:26.852288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:26.852325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:26.977090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:26.977248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:26.977288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:26.977318] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:26.980758] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2026-02-10T20:26:26.981033] [INFO ] [FORECASTER] Completed predict_future for MBB
[2026-02-10T20:26:26.981159] [INFO ] [sig       ] MBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:27.120891] [INFO ] [LOCAL     ] Saved forecast: MBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBB.txt
[2026-02-10T20:26:27.121023] [INFO ] [sig       ] [1910/3417] Completed MBB in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:27.121063] [INFO ] [sig       ] [1911/3417] Forecasting MBC...
[2026-02-10T20:26:27.121093] [INFO ] [sig       ] Generating forecast for: MBC
[2026-02-10T20:26:27.121125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2026-02-10T20:26:27.132740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2026-02-10T20:26:27.133037] [INFO ] [FORECASTER] Starting predict_future for MBC
[2026-02-10T20:26:27.133836] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2026-02-10T20:26:27.133890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:27.133922] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:27.133950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:27.134017] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:27.192053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:27.192775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:27.192854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:27.192887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:27.309177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:27.309317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:27.309356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:27.309384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:27.312749] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2026-02-10T20:26:27.313024] [INFO ] [FORECASTER] Completed predict_future for MBC
[2026-02-10T20:26:27.313150] [INFO ] [sig       ] MBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:27.454448] [INFO ] [LOCAL     ] Saved forecast: MBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBC.txt
[2026-02-10T20:26:27.454609] [INFO ] [sig       ] [1911/3417] Completed MBC in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:27.454652] [INFO ] [sig       ] [1912/3417] Forecasting MBCN...
[2026-02-10T20:26:27.454683] [INFO ] [sig       ] Generating forecast for: MBCN
[2026-02-10T20:26:27.454712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2026-02-10T20:26:27.465310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2026-02-10T20:26:27.465622] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2026-02-10T20:26:27.466397] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2026-02-10T20:26:27.466456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:27.466496] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:27.466529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:27.466622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:27.523994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:27.524764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:27.524846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:27.524878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:27.626102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:27.626236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:27.626274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:27.626303] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:27.629706] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2026-02-10T20:26:27.629981] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2026-02-10T20:26:27.630110] [INFO ] [sig       ] MBCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:27.779365] [INFO ] [LOCAL     ] Saved forecast: MBCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBCN.txt
[2026-02-10T20:26:27.779505] [INFO ] [sig       ] [1912/3417] Completed MBCN in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:27.779552] [INFO ] [sig       ] [1913/3417] Forecasting MBI...
[2026-02-10T20:26:27.779612] [INFO ] [sig       ] Generating forecast for: MBI
[2026-02-10T20:26:27.779648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2026-02-10T20:26:27.794803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2026-02-10T20:26:27.795270] [INFO ] [FORECASTER] Starting predict_future for MBI
[2026-02-10T20:26:27.796107] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2026-02-10T20:26:27.796172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:27.796230] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:27.796258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:27.796314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:27.855736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:27.856491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:27.856603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:27.856643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:27.975744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:27.975908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:27.975950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:27.975977] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:27.979538] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2026-02-10T20:26:27.980066] [INFO ] [FORECASTER] Completed predict_future for MBI
[2026-02-10T20:26:27.980205] [INFO ] [sig       ] MBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:28.125038] [INFO ] [LOCAL     ] Saved forecast: MBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MBI.txt
[2026-02-10T20:26:28.125196] [INFO ] [sig       ] [1913/3417] Completed MBI in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 9.0m
[2026-02-10T20:26:28.125245] [INFO ] [sig       ] [1914/3417] Forecasting MBIN...
[2026-02-10T20:26:28.125276] [INFO ] [sig       ] Generating forecast for: MBIN
[2026-02-10T20:26:28.125314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2026-02-10T20:26:28.136520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2026-02-10T20:26:28.137039] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2026-02-10T20:26:28.138005] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2026-02-10T20:26:28.138086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:28.138119] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:28.138145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:28.138200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:28.200935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:28.201674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:28.201758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:28.201802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:28.322510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:28.322681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:28.322724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:28.322756] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:28.326722] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2026-02-10T20:26:28.327204] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2026-02-10T20:26:28.327340] [INFO ] [sig       ] MBIN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:28.471600] [INFO ] [LOCAL     ] Saved forecast: MBIN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MBIN.txt
[2026-02-10T20:26:28.471747] [INFO ] [sig       ] [1914/3417] Completed MBIN in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:28.471787] [INFO ] [sig       ] [1915/3417] Forecasting MBLY...
[2026-02-10T20:26:28.471817] [INFO ] [sig       ] Generating forecast for: MBLY
[2026-02-10T20:26:28.472033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2026-02-10T20:26:28.484014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2026-02-10T20:26:28.484323] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2026-02-10T20:26:28.485110] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2026-02-10T20:26:28.485162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:28.485195] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:28.485222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:28.485279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:28.545079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:28.546001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:28.546084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:28.546116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:28.668326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:28.668477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:28.668524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:28.668559] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:28.671968] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=42.43%)
[2026-02-10T20:26:28.672238] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2026-02-10T20:26:28.672365] [INFO ] [sig       ] MBLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:28.816195] [INFO ] [LOCAL     ] Saved forecast: MBLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBLY.txt
[2026-02-10T20:26:28.816359] [INFO ] [sig       ] [1915/3417] Completed MBLY in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:28.816400] [INFO ] [sig       ] [1916/3417] Forecasting MBS...
[2026-02-10T20:26:28.816430] [INFO ] [sig       ] Generating forecast for: MBS
[2026-02-10T20:26:28.816464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2026-02-10T20:26:28.828865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2026-02-10T20:26:28.829171] [INFO ] [FORECASTER] Starting predict_future for MBS
[2026-02-10T20:26:28.829957] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2026-02-10T20:26:28.830010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:28.830042] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:28.830068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:28.830124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:28.890325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:28.891175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:28.891264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:28.891300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:29.020376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:29.020541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:29.020604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:29.020671] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:29.024341] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2026-02-10T20:26:29.024674] [INFO ] [FORECASTER] Completed predict_future for MBS
[2026-02-10T20:26:29.024812] [INFO ] [sig       ] MBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:29.170637] [INFO ] [LOCAL     ] Saved forecast: MBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBS.txt
[2026-02-10T20:26:29.170807] [INFO ] [sig       ] [1916/3417] Completed MBS in 0.4s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:29.170848] [INFO ] [sig       ] [1917/3417] Forecasting MBWM...
[2026-02-10T20:26:29.170879] [INFO ] [sig       ] Generating forecast for: MBWM
[2026-02-10T20:26:29.170910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2026-02-10T20:26:29.182439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2026-02-10T20:26:29.182856] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2026-02-10T20:26:29.183707] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2026-02-10T20:26:29.183761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:29.183793] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:29.183820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:29.183876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:29.243440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:29.244315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:29.244402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:29.244436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:29.365723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:29.365882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:29.365923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:29.365953] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:29.369511] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2026-02-10T20:26:29.369837] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2026-02-10T20:26:29.369973] [INFO ] [sig       ] MBWM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:29.516909] [INFO ] [LOCAL     ] Saved forecast: MBWM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBWM.txt
[2026-02-10T20:26:29.517092] [INFO ] [sig       ] [1917/3417] Completed MBWM in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:29.517134] [INFO ] [sig       ] [1918/3417] Forecasting MBX...
[2026-02-10T20:26:29.517173] [INFO ] [sig       ] Generating forecast for: MBX
[2026-02-10T20:26:29.517213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2026-02-10T20:26:29.530692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2026-02-10T20:26:29.531288] [INFO ] [FORECASTER] Starting predict_future for MBX
[2026-02-10T20:26:29.532487] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2026-02-10T20:26:29.532559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:29.532632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:29.532667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:29.532930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:29.593389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:29.594356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:29.594445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:29.594479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:29.721450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:29.721643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:29.721695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:29.721926] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:29.726193] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2026-02-10T20:26:29.726509] [INFO ] [FORECASTER] Completed predict_future for MBX
[2026-02-10T20:26:29.726669] [INFO ] [sig       ] MBX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:29.875438] [INFO ] [LOCAL     ] Saved forecast: MBX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MBX.txt
[2026-02-10T20:26:29.875639] [INFO ] [sig       ] [1918/3417] Completed MBX in 0.4s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:29.875690] [INFO ] [sig       ] [1919/3417] Forecasting MC...
[2026-02-10T20:26:29.875723] [INFO ] [sig       ] Generating forecast for: MC
[2026-02-10T20:26:29.875754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2026-02-10T20:26:29.887630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2026-02-10T20:26:29.888213] [INFO ] [FORECASTER] Starting predict_future for MC
[2026-02-10T20:26:29.889083] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2026-02-10T20:26:29.889138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:29.889171] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:29.889198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:29.889255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:29.948986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:29.949873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:29.949960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:29.949995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:30.071129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:30.071283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:30.071324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:30.071352] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:30.074778] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-10T20:26:30.075049] [INFO ] [FORECASTER] Completed predict_future for MC
[2026-02-10T20:26:30.075174] [INFO ] [sig       ] MC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:30.222161] [INFO ] [LOCAL     ] Saved forecast: MC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MC.txt
[2026-02-10T20:26:30.222309] [INFO ] [sig       ] [1919/3417] Completed MC in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:30.222349] [INFO ] [sig       ] [1920/3417] Forecasting MCBS...
[2026-02-10T20:26:30.222379] [INFO ] [sig       ] Generating forecast for: MCBS
[2026-02-10T20:26:30.222411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2026-02-10T20:26:30.233749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2026-02-10T20:26:30.234033] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2026-02-10T20:26:30.234817] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2026-02-10T20:26:30.234870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:30.234902] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:30.234929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:30.234986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:30.294941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:30.295636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:30.295736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:30.295770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:30.420140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:30.420311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:30.420354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:30.420384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:30.423881] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2026-02-10T20:26:30.424163] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2026-02-10T20:26:30.424295] [INFO ] [sig       ] MCBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:30.566304] [INFO ] [LOCAL     ] Saved forecast: MCBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCBS.txt
[2026-02-10T20:26:30.566430] [INFO ] [sig       ] [1920/3417] Completed MCBS in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:30.566469] [INFO ] [sig       ] [1921/3417] Forecasting MCHI...
[2026-02-10T20:26:30.566499] [INFO ] [sig       ] Generating forecast for: MCHI
[2026-02-10T20:26:30.566536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2026-02-10T20:26:30.578902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2026-02-10T20:26:30.579180] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2026-02-10T20:26:30.579985] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2026-02-10T20:26:30.580038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:30.580070] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:30.580097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:30.580153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:30.638642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:30.639428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:30.639512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:30.639545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:30.765832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:30.765997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:30.766038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:30.766067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:30.769588] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2026-02-10T20:26:30.769884] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2026-02-10T20:26:30.770017] [INFO ] [sig       ] MCHI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:30.917063] [INFO ] [LOCAL     ] Saved forecast: MCHI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MCHI.txt
[2026-02-10T20:26:30.917226] [INFO ] [sig       ] [1921/3417] Completed MCHI in 0.4s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:30.917266] [INFO ] [sig       ] [1922/3417] Forecasting MCHP...
[2026-02-10T20:26:30.917299] [INFO ] [sig       ] Generating forecast for: MCHP
[2026-02-10T20:26:30.917329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2026-02-10T20:26:30.930324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2026-02-10T20:26:30.930683] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2026-02-10T20:26:30.931473] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2026-02-10T20:26:30.931527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:30.931562] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:30.931609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:30.931666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:30.990518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:30.991142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:30.991223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:30.991256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:31.115064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:31.115224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:31.115264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:31.115294] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:31.118852] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: UP (p=75.39%)
[2026-02-10T20:26:31.119133] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2026-02-10T20:26:31.119267] [INFO ] [sig       ] MCHP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:31.260507] [INFO ] [LOCAL     ] Saved forecast: MCHP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MCHP.txt
[2026-02-10T20:26:31.260674] [INFO ] [sig       ] [1922/3417] Completed MCHP in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:31.260721] [INFO ] [sig       ] [1923/3417] Forecasting MCHX...
[2026-02-10T20:26:31.260752] [INFO ] [sig       ] Generating forecast for: MCHX
[2026-02-10T20:26:31.260782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2026-02-10T20:26:31.272182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2026-02-10T20:26:31.272452] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2026-02-10T20:26:31.273295] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2026-02-10T20:26:31.273350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:31.273381] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:31.273409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:31.273466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:31.334667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:31.335635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:31.335784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:31.335820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:31.443384] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:31.443533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:31.443592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:31.443627] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:31.447190] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2026-02-10T20:26:31.447463] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2026-02-10T20:26:31.447607] [INFO ] [sig       ] MCHX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:31.592128] [INFO ] [LOCAL     ] Saved forecast: MCHX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MCHX.txt
[2026-02-10T20:26:31.592305] [INFO ] [sig       ] [1923/3417] Completed MCHX in 0.3s | 2.80 sym/s | Total: 11.4m | ETA: 8.9m
[2026-02-10T20:26:31.592347] [INFO ] [sig       ] [1924/3417] Forecasting MCI...
[2026-02-10T20:26:31.592378] [INFO ] [sig       ] Generating forecast for: MCI
[2026-02-10T20:26:31.592410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2026-02-10T20:26:31.604741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2026-02-10T20:26:31.605127] [INFO ] [FORECASTER] Starting predict_future for MCI
[2026-02-10T20:26:31.605968] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2026-02-10T20:26:31.606021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:31.606065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:31.606093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:31.606150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:31.665687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:31.666769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:31.666856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:31.666889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:31.795192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:31.795357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:31.795400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:31.795430] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:31.799373] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=20.61%)
[2026-02-10T20:26:31.799696] [INFO ] [FORECASTER] Completed predict_future for MCI
[2026-02-10T20:26:31.799843] [INFO ] [sig       ] MCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:31.948546] [INFO ] [LOCAL     ] Saved forecast: MCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCI.txt
[2026-02-10T20:26:31.948762] [INFO ] [sig       ] [1924/3417] Completed MCI in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:31.948805] [INFO ] [sig       ] [1925/3417] Forecasting MCK...
[2026-02-10T20:26:31.948835] [INFO ] [sig       ] Generating forecast for: MCK
[2026-02-10T20:26:31.948869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2026-02-10T20:26:31.961873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2026-02-10T20:26:31.962232] [INFO ] [FORECASTER] Starting predict_future for MCK
[2026-02-10T20:26:31.963078] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2026-02-10T20:26:31.963135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:31.963169] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:31.963197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:31.963256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:32.024774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:32.025694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:32.025785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:32.025820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:32.159915] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:32.160224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:32.160270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:32.160302] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:32.163909] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2026-02-10T20:26:32.164207] [INFO ] [FORECASTER] Completed predict_future for MCK
[2026-02-10T20:26:32.164353] [INFO ] [sig       ] MCK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:32.317671] [INFO ] [LOCAL     ] Saved forecast: MCK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCK.txt
[2026-02-10T20:26:32.317842] [INFO ] [sig       ] [1925/3417] Completed MCK in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:32.317886] [INFO ] [sig       ] [1926/3417] Forecasting MCN...
[2026-02-10T20:26:32.317917] [INFO ] [sig       ] Generating forecast for: MCN
[2026-02-10T20:26:32.317947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2026-02-10T20:26:32.330738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2026-02-10T20:26:32.331135] [INFO ] [FORECASTER] Starting predict_future for MCN
[2026-02-10T20:26:32.331984] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2026-02-10T20:26:32.332040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:32.332074] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:32.332102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:32.332161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:32.393011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:32.393964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:32.394057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:32.394103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:32.519041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:32.519213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:32.519277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:32.519315] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:32.523315] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=40.64%)
[2026-02-10T20:26:32.523642] [INFO ] [FORECASTER] Completed predict_future for MCN
[2026-02-10T20:26:32.523780] [INFO ] [sig       ] MCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:32.673178] [INFO ] [LOCAL     ] Saved forecast: MCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCN.txt
[2026-02-10T20:26:32.673378] [INFO ] [sig       ] [1926/3417] Completed MCN in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:32.673422] [INFO ] [sig       ] [1927/3417] Forecasting MCO...
[2026-02-10T20:26:32.673454] [INFO ] [sig       ] Generating forecast for: MCO
[2026-02-10T20:26:32.673487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2026-02-10T20:26:32.685751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2026-02-10T20:26:32.686163] [INFO ] [FORECASTER] Starting predict_future for MCO
[2026-02-10T20:26:32.687045] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2026-02-10T20:26:32.687101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:32.687135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:32.687162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:32.687221] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:32.746051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:32.746952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:32.747038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:32.747071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:32.874325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:32.874507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:32.874550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:32.874604] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:32.879011] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=31.12%)
[2026-02-10T20:26:32.879328] [INFO ] [FORECASTER] Completed predict_future for MCO
[2026-02-10T20:26:32.879470] [INFO ] [sig       ] MCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:33.045694] [INFO ] [LOCAL     ] Saved forecast: MCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCO.txt
[2026-02-10T20:26:33.045847] [INFO ] [sig       ] [1927/3417] Completed MCO in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:33.045895] [INFO ] [sig       ] [1928/3417] Forecasting MCRB...
[2026-02-10T20:26:33.045928] [INFO ] [sig       ] Generating forecast for: MCRB
[2026-02-10T20:26:33.045959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2026-02-10T20:26:33.057858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2026-02-10T20:26:33.058176] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2026-02-10T20:26:33.058995] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2026-02-10T20:26:33.059049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:33.059080] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:33.059106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:33.059163] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:33.118376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:33.119346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:33.119435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:33.119470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:33.246127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:33.246299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:33.246344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:33.246374] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:33.250064] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2026-02-10T20:26:33.250347] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2026-02-10T20:26:33.250477] [INFO ] [sig       ] MCRB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:33.401881] [INFO ] [LOCAL     ] Saved forecast: MCRB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MCRB.txt
[2026-02-10T20:26:33.402048] [INFO ] [sig       ] [1928/3417] Completed MCRB in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:33.402089] [INFO ] [sig       ] [1929/3417] Forecasting MCRI...
[2026-02-10T20:26:33.402122] [INFO ] [sig       ] Generating forecast for: MCRI
[2026-02-10T20:26:33.402153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2026-02-10T20:26:33.414256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2026-02-10T20:26:33.414629] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2026-02-10T20:26:33.415605] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2026-02-10T20:26:33.415678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:33.415713] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:33.415742] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:33.415802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:33.478874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:33.479714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:33.479810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:33.479844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:33.605187] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:33.605363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:33.605405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:33.605436] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:33.609687] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2026-02-10T20:26:33.610028] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2026-02-10T20:26:33.610204] [INFO ] [sig       ] MCRI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:33.757065] [INFO ] [LOCAL     ] Saved forecast: MCRI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCRI.txt
[2026-02-10T20:26:33.757207] [INFO ] [sig       ] [1929/3417] Completed MCRI in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:33.757246] [INFO ] [sig       ] [1930/3417] Forecasting MCS...
[2026-02-10T20:26:33.757276] [INFO ] [sig       ] Generating forecast for: MCS
[2026-02-10T20:26:33.757307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2026-02-10T20:26:33.769274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2026-02-10T20:26:33.769596] [INFO ] [FORECASTER] Starting predict_future for MCS
[2026-02-10T20:26:33.770373] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2026-02-10T20:26:33.770426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:33.770484] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:33.770513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:33.770570] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:33.830098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:33.831059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:33.831146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:33.831181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:33.962286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:33.962459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:33.962501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:33.962531] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:33.966429] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=41.14%)
[2026-02-10T20:26:33.966789] [INFO ] [FORECASTER] Completed predict_future for MCS
[2026-02-10T20:26:33.966940] [INFO ] [sig       ] MCS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:34.114362] [INFO ] [LOCAL     ] Saved forecast: MCS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCS.txt
[2026-02-10T20:26:34.114525] [INFO ] [sig       ] [1930/3417] Completed MCS in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.9m
[2026-02-10T20:26:34.114567] [INFO ] [sig       ] [1931/3417] Forecasting MCY...
[2026-02-10T20:26:34.114623] [INFO ] [sig       ] Generating forecast for: MCY
[2026-02-10T20:26:34.114654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2026-02-10T20:26:34.128524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2026-02-10T20:26:34.128879] [INFO ] [FORECASTER] Starting predict_future for MCY
[2026-02-10T20:26:34.129707] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2026-02-10T20:26:34.129771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:34.129802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:34.129828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:34.129884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:34.188010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:34.188923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:34.189011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:34.189044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:34.312214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:34.312413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:34.312463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:34.312516] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:34.316076] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2026-02-10T20:26:34.316359] [INFO ] [FORECASTER] Completed predict_future for MCY
[2026-02-10T20:26:34.316488] [INFO ] [sig       ] MCY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:34.459135] [INFO ] [LOCAL     ] Saved forecast: MCY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MCY.txt
[2026-02-10T20:26:34.459269] [INFO ] [sig       ] [1931/3417] Completed MCY in 0.3s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:34.459307] [INFO ] [sig       ] [1932/3417] Forecasting MD...
[2026-02-10T20:26:34.459338] [INFO ] [sig       ] Generating forecast for: MD
[2026-02-10T20:26:34.459369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2026-02-10T20:26:34.471973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2026-02-10T20:26:34.472259] [INFO ] [FORECASTER] Starting predict_future for MD
[2026-02-10T20:26:34.473074] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2026-02-10T20:26:34.473126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:34.473158] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:34.473185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:34.473242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:34.530806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:34.531461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:34.531539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:34.531587] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:34.654194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:34.654358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:34.654398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:34.654427] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:34.658289] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2026-02-10T20:26:34.658562] [INFO ] [FORECASTER] Completed predict_future for MD
[2026-02-10T20:26:34.658712] [INFO ] [sig       ] MD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:34.801350] [INFO ] [LOCAL     ] Saved forecast: MD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MD.txt
[2026-02-10T20:26:34.801490] [INFO ] [sig       ] [1932/3417] Completed MD in 0.3s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:34.801528] [INFO ] [sig       ] [1933/3417] Forecasting MDAI...
[2026-02-10T20:26:34.801559] [INFO ] [sig       ] Generating forecast for: MDAI
[2026-02-10T20:26:34.801610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2026-02-10T20:26:34.813521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2026-02-10T20:26:34.813848] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2026-02-10T20:26:34.815048] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2026-02-10T20:26:34.815102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:34.815134] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:34.815161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:34.815217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:34.873337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:34.874199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:34.874285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:34.874336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:34.995763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:34.995948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:34.995996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:34.996027] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:34.999768] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2026-02-10T20:26:35.000056] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2026-02-10T20:26:35.000187] [INFO ] [sig       ] MDAI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:35.143336] [INFO ] [LOCAL     ] Saved forecast: MDAI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MDAI.txt
[2026-02-10T20:26:35.143470] [INFO ] [sig       ] [1933/3417] Completed MDAI in 0.3s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:35.143510] [INFO ] [sig       ] [1934/3417] Forecasting MDB...
[2026-02-10T20:26:35.143540] [INFO ] [sig       ] Generating forecast for: MDB
[2026-02-10T20:26:35.143587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2026-02-10T20:26:35.156874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2026-02-10T20:26:35.157391] [INFO ] [FORECASTER] Starting predict_future for MDB
[2026-02-10T20:26:35.158402] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2026-02-10T20:26:35.158456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:35.158488] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:35.158514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:35.158595] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:35.217305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:35.218000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:35.218101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:35.218134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:35.345255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:35.345415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:35.345455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:35.345484] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:35.348966] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=39.35%)
[2026-02-10T20:26:35.349240] [INFO ] [FORECASTER] Completed predict_future for MDB
[2026-02-10T20:26:35.349369] [INFO ] [sig       ] MDB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:35.491091] [INFO ] [LOCAL     ] Saved forecast: MDB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MDB.txt
[2026-02-10T20:26:35.491226] [INFO ] [sig       ] [1934/3417] Completed MDB in 0.3s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:35.491265] [INFO ] [sig       ] [1935/3417] Forecasting MDGL...
[2026-02-10T20:26:35.491295] [INFO ] [sig       ] Generating forecast for: MDGL
[2026-02-10T20:26:35.491325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2026-02-10T20:26:35.503791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2026-02-10T20:26:35.504107] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2026-02-10T20:26:35.505104] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2026-02-10T20:26:35.505157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:35.505188] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:35.505227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:35.505284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:35.564150] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:35.564903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:35.564987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:35.565020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:35.698389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:35.698605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:35.698651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:35.698681] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:35.703305] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2026-02-10T20:26:35.703714] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2026-02-10T20:26:35.703919] [INFO ] [sig       ] MDGL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:35.868970] [INFO ] [LOCAL     ] Saved forecast: MDGL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MDGL.txt
[2026-02-10T20:26:35.869130] [INFO ] [sig       ] [1935/3417] Completed MDGL in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:35.869173] [INFO ] [sig       ] [1936/3417] Forecasting MDLZ...
[2026-02-10T20:26:35.869204] [INFO ] [sig       ] Generating forecast for: MDLZ
[2026-02-10T20:26:35.869236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2026-02-10T20:26:35.881826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2026-02-10T20:26:35.882155] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2026-02-10T20:26:35.882996] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2026-02-10T20:26:35.883063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:35.883110] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:35.883149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:35.883210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:35.942154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:35.943068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:35.943157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:35.943190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:36.069645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:36.069810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:36.069852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:36.069880] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:36.073510] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2026-02-10T20:26:36.073813] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2026-02-10T20:26:36.073959] [INFO ] [sig       ] MDLZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:36.226501] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MDLZ.txt
[2026-02-10T20:26:36.226697] [INFO ] [sig       ] [1936/3417] Completed MDLZ in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:36.226743] [INFO ] [sig       ] [1937/3417] Forecasting MDWD...
[2026-02-10T20:26:36.226773] [INFO ] [sig       ] Generating forecast for: MDWD
[2026-02-10T20:26:36.226804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2026-02-10T20:26:36.239422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2026-02-10T20:26:36.239875] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2026-02-10T20:26:36.240728] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2026-02-10T20:26:36.240782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:36.240814] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:36.240841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:36.240898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:36.301935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:36.302897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:36.303019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:36.303054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:36.432325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:36.432514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:36.432558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:36.432615] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:36.436464] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2026-02-10T20:26:36.436908] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2026-02-10T20:26:36.437076] [INFO ] [sig       ] MDWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:36.601554] [INFO ] [LOCAL     ] Saved forecast: MDWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MDWD.txt
[2026-02-10T20:26:36.601752] [INFO ] [sig       ] [1937/3417] Completed MDWD in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:36.601797] [INFO ] [sig       ] [1938/3417] Forecasting MDXG...
[2026-02-10T20:26:36.601831] [INFO ] [sig       ] Generating forecast for: MDXG
[2026-02-10T20:26:36.601865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2026-02-10T20:26:36.614306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2026-02-10T20:26:36.614788] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2026-02-10T20:26:36.615731] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2026-02-10T20:26:36.615799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:36.615833] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:36.615861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:36.615922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:36.680240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:36.681184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:36.681295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:36.681330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:36.814530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:36.814723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:36.814766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:36.814797] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:36.818832] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2026-02-10T20:26:36.819221] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2026-02-10T20:26:36.819379] [INFO ] [sig       ] MDXG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:36.976726] [INFO ] [LOCAL     ] Saved forecast: MDXG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MDXG.txt
[2026-02-10T20:26:36.976895] [INFO ] [sig       ] [1938/3417] Completed MDXG in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:36.976936] [INFO ] [sig       ] [1939/3417] Forecasting MDXH...
[2026-02-10T20:26:36.976966] [INFO ] [sig       ] Generating forecast for: MDXH
[2026-02-10T20:26:36.977006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2026-02-10T20:26:36.989418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2026-02-10T20:26:36.989896] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2026-02-10T20:26:36.990792] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2026-02-10T20:26:36.990852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:36.990886] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:36.990916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:36.990975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:37.055178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:37.056183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:37.056318] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:37.056356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:37.183696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:37.183890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:37.183947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:37.183988] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:37.188548] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2026-02-10T20:26:37.189014] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2026-02-10T20:26:37.189174] [INFO ] [sig       ] MDXH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:37.347401] [INFO ] [LOCAL     ] Saved forecast: MDXH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MDXH.txt
[2026-02-10T20:26:37.347568] [INFO ] [sig       ] [1939/3417] Completed MDXH in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:37.347636] [INFO ] [sig       ] [1940/3417] Forecasting MEC...
[2026-02-10T20:26:37.347668] [INFO ] [sig       ] Generating forecast for: MEC
[2026-02-10T20:26:37.347699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2026-02-10T20:26:37.360483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2026-02-10T20:26:37.360927] [INFO ] [FORECASTER] Starting predict_future for MEC
[2026-02-10T20:26:37.361810] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2026-02-10T20:26:37.361878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:37.361911] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:37.361940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:37.361998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:37.422494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:37.423414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:37.423550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:37.423609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:37.552905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:37.553068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:37.553111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:37.553142] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:37.556722] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2026-02-10T20:26:37.557027] [INFO ] [FORECASTER] Completed predict_future for MEC
[2026-02-10T20:26:37.557163] [INFO ] [sig       ] MEC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:37.713925] [INFO ] [LOCAL     ] Saved forecast: MEC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MEC.txt
[2026-02-10T20:26:37.714149] [INFO ] [sig       ] [1940/3417] Completed MEC in 0.4s | 2.80 sym/s | Total: 11.5m | ETA: 8.8m
[2026-02-10T20:26:37.714203] [INFO ] [sig       ] [1941/3417] Forecasting MED...
[2026-02-10T20:26:37.714245] [INFO ] [sig       ] Generating forecast for: MED
[2026-02-10T20:26:37.714287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2026-02-10T20:26:37.729538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2026-02-10T20:26:37.730099] [INFO ] [FORECASTER] Starting predict_future for MED
[2026-02-10T20:26:37.731282] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2026-02-10T20:26:37.731352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:37.731393] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:37.731436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:37.731522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:37.800852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:37.801796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:37.801884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:37.801919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:37.931393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:37.931602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:37.931649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:37.931680] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:37.935339] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2026-02-10T20:26:37.935652] [INFO ] [FORECASTER] Completed predict_future for MED
[2026-02-10T20:26:37.935786] [INFO ] [sig       ] MED: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:38.086052] [INFO ] [LOCAL     ] Saved forecast: MED	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MED.txt
[2026-02-10T20:26:38.086210] [INFO ] [sig       ] [1941/3417] Completed MED in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-10T20:26:38.086249] [INFO ] [sig       ] [1942/3417] Forecasting MEDP...
[2026-02-10T20:26:38.086278] [INFO ] [sig       ] Generating forecast for: MEDP
[2026-02-10T20:26:38.086310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2026-02-10T20:26:38.099180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2026-02-10T20:26:38.099602] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2026-02-10T20:26:38.100417] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2026-02-10T20:26:38.100471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:38.100502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:38.100529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:38.100609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:38.161938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:38.162871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:38.162960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:38.162994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:38.291798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:38.291953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:38.291992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:38.292021] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:38.295873] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2026-02-10T20:26:38.296342] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2026-02-10T20:26:38.296471] [INFO ] [sig       ] MEDP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:38.438432] [INFO ] [LOCAL     ] Saved forecast: MEDP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MEDP.txt
[2026-02-10T20:26:38.438589] [INFO ] [sig       ] [1942/3417] Completed MEDP in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-10T20:26:38.438633] [INFO ] [sig       ] [1943/3417] Forecasting MEG...
[2026-02-10T20:26:38.438663] [INFO ] [sig       ] Generating forecast for: MEG
[2026-02-10T20:26:38.438695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2026-02-10T20:26:38.451029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2026-02-10T20:26:38.451512] [INFO ] [FORECASTER] Starting predict_future for MEG
[2026-02-10T20:26:38.452501] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2026-02-10T20:26:38.452554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:38.452606] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:38.452636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:38.452693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:38.512046] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:38.512736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:38.512815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:38.512848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:38.636794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:38.636950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:38.636991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:38.637022] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:38.640628] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2026-02-10T20:26:38.640910] [INFO ] [FORECASTER] Completed predict_future for MEG
[2026-02-10T20:26:38.641041] [INFO ] [sig       ] MEG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:38.785150] [INFO ] [LOCAL     ] Saved forecast: MEG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MEG.txt
[2026-02-10T20:26:38.785315] [INFO ] [sig       ] [1943/3417] Completed MEG in 0.3s | 2.80 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-10T20:26:38.785356] [INFO ] [sig       ] [1944/3417] Forecasting MEGI...
[2026-02-10T20:26:38.785386] [INFO ] [sig       ] Generating forecast for: MEGI
[2026-02-10T20:26:38.785416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2026-02-10T20:26:38.797978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2026-02-10T20:26:38.798336] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2026-02-10T20:26:38.799339] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2026-02-10T20:26:38.799394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:38.799427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:38.799455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:38.799513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:38.858727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:38.859518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:38.859623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:38.859660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:38.987367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:38.987531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:38.987589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:38.987623] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:38.991634] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2026-02-10T20:26:38.991999] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2026-02-10T20:26:38.992141] [INFO ] [sig       ] MEGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:39.144451] [INFO ] [LOCAL     ] Saved forecast: MEGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MEGI.txt
[2026-02-10T20:26:39.144608] [INFO ] [sig       ] [1944/3417] Completed MEGI in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-10T20:26:39.144651] [INFO ] [sig       ] [1945/3417] Forecasting MEI...
[2026-02-10T20:26:39.144680] [INFO ] [sig       ] Generating forecast for: MEI
[2026-02-10T20:26:39.144713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2026-02-10T20:26:39.157446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2026-02-10T20:26:39.157778] [INFO ] [FORECASTER] Starting predict_future for MEI
[2026-02-10T20:26:39.158613] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2026-02-10T20:26:39.158668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:39.158701] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:39.158729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:39.158798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:39.221476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:39.222227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:39.222313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:39.222347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:39.352510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:39.352686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:39.352730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:39.352760] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:39.356385] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=41.87%)
[2026-02-10T20:26:39.356689] [INFO ] [FORECASTER] Completed predict_future for MEI
[2026-02-10T20:26:39.356847] [INFO ] [sig       ] MEI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:39.507188] [INFO ] [LOCAL     ] Saved forecast: MEI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MEI.txt
[2026-02-10T20:26:39.507344] [INFO ] [sig       ] [1945/3417] Completed MEI in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-10T20:26:39.507385] [INFO ] [sig       ] [1946/3417] Forecasting MELI...
[2026-02-10T20:26:39.507415] [INFO ] [sig       ] Generating forecast for: MELI
[2026-02-10T20:26:39.507445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2026-02-10T20:26:39.521685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2026-02-10T20:26:39.522045] [INFO ] [FORECASTER] Starting predict_future for MELI
[2026-02-10T20:26:39.523240] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2026-02-10T20:26:39.523294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:39.523327] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:39.523354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:39.523412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:39.585115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:39.585801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:39.585883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:39.585917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:39.706623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:39.706781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:39.706821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:39.706850] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:39.710355] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2026-02-10T20:26:39.710661] [INFO ] [FORECASTER] Completed predict_future for MELI
[2026-02-10T20:26:39.710797] [INFO ] [sig       ] MELI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:39.860052] [INFO ] [LOCAL     ] Saved forecast: MELI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MELI.txt
[2026-02-10T20:26:39.860195] [INFO ] [sig       ] [1946/3417] Completed MELI in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.8m
[2026-02-10T20:26:39.860425] [INFO ] [sig       ] [1947/3417] Forecasting MEOH...
[2026-02-10T20:26:39.860454] [INFO ] [sig       ] Generating forecast for: MEOH
[2026-02-10T20:26:39.860484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2026-02-10T20:26:39.872648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2026-02-10T20:26:39.872962] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2026-02-10T20:26:39.873777] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2026-02-10T20:26:39.873830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:39.873898] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:39.873928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:39.873987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:39.934210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:39.934994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:39.935077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:39.935110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:40.058634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:40.058798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:40.058850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:40.058886] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:40.062995] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2026-02-10T20:26:40.063291] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2026-02-10T20:26:40.063428] [INFO ] [sig       ] MEOH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:40.214276] [INFO ] [LOCAL     ] Saved forecast: MEOH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MEOH.txt
[2026-02-10T20:26:40.214443] [INFO ] [sig       ] [1947/3417] Completed MEOH in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:40.214484] [INFO ] [sig       ] [1948/3417] Forecasting MERC...
[2026-02-10T20:26:40.214516] [INFO ] [sig       ] Generating forecast for: MERC
[2026-02-10T20:26:40.214545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2026-02-10T20:26:40.226676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2026-02-10T20:26:40.226973] [INFO ] [FORECASTER] Starting predict_future for MERC
[2026-02-10T20:26:40.227776] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2026-02-10T20:26:40.227843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:40.227878] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:40.227907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:40.227964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:40.288819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:40.289674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:40.289756] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:40.289790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:40.413118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:40.413280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:40.413323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:40.413353] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:40.417163] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2026-02-10T20:26:40.417455] [INFO ] [FORECASTER] Completed predict_future for MERC
[2026-02-10T20:26:40.417611] [INFO ] [sig       ] MERC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:40.578152] [INFO ] [LOCAL     ] Saved forecast: MERC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MERC.txt
[2026-02-10T20:26:40.578296] [INFO ] [sig       ] [1948/3417] Completed MERC in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:40.578337] [INFO ] [sig       ] [1949/3417] Forecasting META...
[2026-02-10T20:26:40.578369] [INFO ] [sig       ] Generating forecast for: META
[2026-02-10T20:26:40.578401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2026-02-10T20:26:40.590768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2026-02-10T20:26:40.591086] [INFO ] [FORECASTER] Starting predict_future for META
[2026-02-10T20:26:40.591898] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2026-02-10T20:26:40.591953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:40.591986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:40.592014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:40.592072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:40.651329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:40.652101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:40.652185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:40.652219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:40.781031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:40.781198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:40.781240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:40.781270] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:40.784780] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2026-02-10T20:26:40.785062] [INFO ] [FORECASTER] Completed predict_future for META
[2026-02-10T20:26:40.785194] [INFO ] [sig       ] META: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:40.932826] [INFO ] [LOCAL     ] Saved forecast: META	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/META.txt
[2026-02-10T20:26:40.932989] [INFO ] [sig       ] [1949/3417] Completed META in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:40.933031] [INFO ] [sig       ] [1950/3417] Forecasting METC...
[2026-02-10T20:26:40.933061] [INFO ] [sig       ] Generating forecast for: METC
[2026-02-10T20:26:40.933092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2026-02-10T20:26:40.945161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2026-02-10T20:26:40.945498] [INFO ] [FORECASTER] Starting predict_future for METC
[2026-02-10T20:26:40.946511] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2026-02-10T20:26:40.946564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:40.946616] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:40.946644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:40.946701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:41.004712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:41.005602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:41.005690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:41.005723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:41.126190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:41.126380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:41.126422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:41.126492] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:41.130059] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2026-02-10T20:26:41.130350] [INFO ] [FORECASTER] Completed predict_future for METC
[2026-02-10T20:26:41.130494] [INFO ] [sig       ] METC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:41.271558] [INFO ] [LOCAL     ] Saved forecast: METC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/METC.txt
[2026-02-10T20:26:41.271715] [INFO ] [sig       ] [1950/3417] Completed METC in 0.3s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:41.271757] [INFO ] [sig       ] [1951/3417] Forecasting METCB...
[2026-02-10T20:26:41.271786] [INFO ] [sig       ] Generating forecast for: METCB
[2026-02-10T20:26:41.271816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2026-02-10T20:26:41.283835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2026-02-10T20:26:41.284145] [INFO ] [FORECASTER] Starting predict_future for METCB
[2026-02-10T20:26:41.284960] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2026-02-10T20:26:41.285015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:41.285047] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:41.285074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:41.285131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:41.343109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:41.343854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:41.343952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:41.343990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:41.468146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:41.468287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:41.468325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:41.468355] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:41.471826] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2026-02-10T20:26:41.472105] [INFO ] [FORECASTER] Completed predict_future for METCB
[2026-02-10T20:26:41.472237] [INFO ] [sig       ] METCB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:41.620922] [INFO ] [LOCAL     ] Saved forecast: METCB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/METCB.txt
[2026-02-10T20:26:41.621071] [INFO ] [sig       ] [1951/3417] Completed METCB in 0.3s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:41.621112] [INFO ] [sig       ] [1952/3417] Forecasting METD...
[2026-02-10T20:26:41.621142] [INFO ] [sig       ] Generating forecast for: METD
[2026-02-10T20:26:41.621171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2026-02-10T20:26:41.633111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2026-02-10T20:26:41.633407] [INFO ] [FORECASTER] Starting predict_future for METD
[2026-02-10T20:26:41.634233] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2026-02-10T20:26:41.634289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:41.634322] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:41.634350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:41.634409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:41.695627] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:41.696317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:41.696406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:41.696447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:41.827788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:41.827947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:41.827988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:41.828018] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:41.831540] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2026-02-10T20:26:41.831854] [INFO ] [FORECASTER] Completed predict_future for METD
[2026-02-10T20:26:41.831986] [INFO ] [sig       ] METD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:41.982033] [INFO ] [LOCAL     ] Saved forecast: METD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/METD.txt
[2026-02-10T20:26:41.982178] [INFO ] [sig       ] [1952/3417] Completed METD in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:41.982220] [INFO ] [sig       ] [1953/3417] Forecasting MFA...
[2026-02-10T20:26:41.982251] [INFO ] [sig       ] Generating forecast for: MFA
[2026-02-10T20:26:41.982289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2026-02-10T20:26:41.996033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2026-02-10T20:26:41.996320] [INFO ] [FORECASTER] Starting predict_future for MFA
[2026-02-10T20:26:41.997096] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2026-02-10T20:26:41.997149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:41.997181] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:41.997207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:41.997263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:42.055851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:42.056822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:42.056926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:42.056970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:42.182301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:42.182458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:42.182499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:42.182529] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:42.187014] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2026-02-10T20:26:42.187336] [INFO ] [FORECASTER] Completed predict_future for MFA
[2026-02-10T20:26:42.187470] [INFO ] [sig       ] MFA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:42.336834] [INFO ] [LOCAL     ] Saved forecast: MFA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MFA.txt
[2026-02-10T20:26:42.337006] [INFO ] [sig       ] [1953/3417] Completed MFA in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:42.337058] [INFO ] [sig       ] [1954/3417] Forecasting MFC...
[2026-02-10T20:26:42.337099] [INFO ] [sig       ] Generating forecast for: MFC
[2026-02-10T20:26:42.337131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2026-02-10T20:26:42.349172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2026-02-10T20:26:42.349477] [INFO ] [FORECASTER] Starting predict_future for MFC
[2026-02-10T20:26:42.350504] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2026-02-10T20:26:42.350563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:42.350627] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:42.350666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:42.350740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:42.412996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:42.413733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:42.413819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:42.413859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:42.540952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:42.541111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:42.541152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:42.541182] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:42.544691] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2026-02-10T20:26:42.545022] [INFO ] [FORECASTER] Completed predict_future for MFC
[2026-02-10T20:26:42.545158] [INFO ] [sig       ] MFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:42.699970] [INFO ] [LOCAL     ] Saved forecast: MFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MFC.txt
[2026-02-10T20:26:42.700105] [INFO ] [sig       ] [1954/3417] Completed MFC in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:42.700145] [INFO ] [sig       ] [1955/3417] Forecasting MFG...
[2026-02-10T20:26:42.700175] [INFO ] [sig       ] Generating forecast for: MFG
[2026-02-10T20:26:42.700207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2026-02-10T20:26:42.711526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2026-02-10T20:26:42.711854] [INFO ] [FORECASTER] Starting predict_future for MFG
[2026-02-10T20:26:42.712666] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2026-02-10T20:26:42.712719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:42.712752] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:42.712784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:42.712853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:42.773513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:42.774252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:42.774337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:42.774370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:42.910762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:42.910928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:42.910988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:42.911020] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:42.915810] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2026-02-10T20:26:42.916317] [INFO ] [FORECASTER] Completed predict_future for MFG
[2026-02-10T20:26:42.916456] [INFO ] [sig       ] MFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:43.064962] [INFO ] [LOCAL     ] Saved forecast: MFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MFG.txt
[2026-02-10T20:26:43.065109] [INFO ] [sig       ] [1955/3417] Completed MFG in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:43.065150] [INFO ] [sig       ] [1956/3417] Forecasting MFI...
[2026-02-10T20:26:43.065181] [INFO ] [sig       ] Generating forecast for: MFI
[2026-02-10T20:26:43.065211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2026-02-10T20:26:43.078316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2026-02-10T20:26:43.078646] [INFO ] [FORECASTER] Starting predict_future for MFI
[2026-02-10T20:26:43.079443] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2026-02-10T20:26:43.079499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:43.079532] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:43.079560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:43.079645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:43.142458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:43.143336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:43.143424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:43.143458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:43.271621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:43.271781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:43.271823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:43.271851] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:43.275593] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2026-02-10T20:26:43.275892] [INFO ] [FORECASTER] Completed predict_future for MFI
[2026-02-10T20:26:43.276034] [INFO ] [sig       ] MFI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:43.433243] [INFO ] [LOCAL     ] Saved forecast: MFI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MFI.txt
[2026-02-10T20:26:43.433413] [INFO ] [sig       ] [1956/3417] Completed MFI in 0.4s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:43.433453] [INFO ] [sig       ] [1957/3417] Forecasting MFIC...
[2026-02-10T20:26:43.433483] [INFO ] [sig       ] Generating forecast for: MFIC
[2026-02-10T20:26:43.433516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2026-02-10T20:26:43.445895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2026-02-10T20:26:43.446300] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2026-02-10T20:26:43.447173] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2026-02-10T20:26:43.447228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:43.447260] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:43.447287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:43.447344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:43.507275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:43.508242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:43.508356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:43.508390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:43.629775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:43.629935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:43.629975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:43.630005] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:43.633428] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2026-02-10T20:26:43.633726] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2026-02-10T20:26:43.633872] [INFO ] [sig       ] MFIC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:43.774011] [INFO ] [LOCAL     ] Saved forecast: MFIC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MFIC.txt
[2026-02-10T20:26:43.774146] [INFO ] [sig       ] [1957/3417] Completed MFIC in 0.3s | 2.80 sym/s | Total: 11.6m | ETA: 8.7m
[2026-02-10T20:26:43.774186] [INFO ] [sig       ] [1958/3417] Forecasting MFIN...
[2026-02-10T20:26:43.774219] [INFO ] [sig       ] Generating forecast for: MFIN
[2026-02-10T20:26:43.774252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2026-02-10T20:26:43.785155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2026-02-10T20:26:43.785463] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2026-02-10T20:26:43.786243] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2026-02-10T20:26:43.786296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:43.786328] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:43.786355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:43.786412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:43.845057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:43.845730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:43.845812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:43.845844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:43.971899] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:43.972265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:43.972306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:43.972334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:43.976593] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2026-02-10T20:26:43.976971] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2026-02-10T20:26:43.977312] [INFO ] [sig       ] MFIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:44.129671] [INFO ] [LOCAL     ] Saved forecast: MFIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MFIN.txt
[2026-02-10T20:26:44.129836] [INFO ] [sig       ] [1958/3417] Completed MFIN in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-10T20:26:44.129878] [INFO ] [sig       ] [1959/3417] Forecasting MFM...
[2026-02-10T20:26:44.129908] [INFO ] [sig       ] Generating forecast for: MFM
[2026-02-10T20:26:44.129939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2026-02-10T20:26:44.142016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2026-02-10T20:26:44.142374] [INFO ] [FORECASTER] Starting predict_future for MFM
[2026-02-10T20:26:44.143185] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2026-02-10T20:26:44.143240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:44.143285] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:44.143313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:44.143370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:44.201803] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:44.202714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:44.202798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:44.202832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:44.331512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:44.331693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:44.331735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:44.331763] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:44.335181] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2026-02-10T20:26:44.335453] [INFO ] [FORECASTER] Completed predict_future for MFM
[2026-02-10T20:26:44.335623] [INFO ] [sig       ] MFM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:44.482967] [INFO ] [LOCAL     ] Saved forecast: MFM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MFM.txt
[2026-02-10T20:26:44.483108] [INFO ] [sig       ] [1959/3417] Completed MFM in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-10T20:26:44.483149] [INFO ] [sig       ] [1960/3417] Forecasting MG...
[2026-02-10T20:26:44.483179] [INFO ] [sig       ] Generating forecast for: MG
[2026-02-10T20:26:44.483209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2026-02-10T20:26:44.496165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2026-02-10T20:26:44.496490] [INFO ] [FORECASTER] Starting predict_future for MG
[2026-02-10T20:26:44.497464] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2026-02-10T20:26:44.497526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:44.497565] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:44.497622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:44.497695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:44.569534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:44.570413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:44.570676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:44.570709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:44.695238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:44.695404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:44.695446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:44.695479] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:44.699638] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2026-02-10T20:26:44.699930] [INFO ] [FORECASTER] Completed predict_future for MG
[2026-02-10T20:26:44.700066] [INFO ] [sig       ] MG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:44.849125] [INFO ] [LOCAL     ] Saved forecast: MG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MG.txt
[2026-02-10T20:26:44.849312] [INFO ] [sig       ] [1960/3417] Completed MG in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-10T20:26:44.849356] [INFO ] [sig       ] [1961/3417] Forecasting MGA...
[2026-02-10T20:26:44.849385] [INFO ] [sig       ] Generating forecast for: MGA
[2026-02-10T20:26:44.849415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2026-02-10T20:26:44.860925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2026-02-10T20:26:44.861234] [INFO ] [FORECASTER] Starting predict_future for MGA
[2026-02-10T20:26:44.862026] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2026-02-10T20:26:44.862079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:44.862112] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:44.862139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:44.862194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:44.922210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:44.923105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:44.923191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:44.923226] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:45.051106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:45.051267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:45.051308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:45.051339] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:45.055002] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2026-02-10T20:26:45.055286] [INFO ] [FORECASTER] Completed predict_future for MGA
[2026-02-10T20:26:45.055418] [INFO ] [sig       ] MGA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:45.203568] [INFO ] [LOCAL     ] Saved forecast: MGA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MGA.txt
[2026-02-10T20:26:45.203736] [INFO ] [sig       ] [1961/3417] Completed MGA in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-10T20:26:45.203777] [INFO ] [sig       ] [1962/3417] Forecasting MGEE...
[2026-02-10T20:26:45.203807] [INFO ] [sig       ] Generating forecast for: MGEE
[2026-02-10T20:26:45.203838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2026-02-10T20:26:45.215423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2026-02-10T20:26:45.215816] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2026-02-10T20:26:45.216657] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2026-02-10T20:26:45.216713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:45.216747] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:45.216777] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:45.216838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:45.280126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:45.281449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:45.281553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:45.281623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:45.411129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:45.411286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:45.411328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:45.411357] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:45.414868] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2026-02-10T20:26:45.415174] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2026-02-10T20:26:45.415305] [INFO ] [sig       ] MGEE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:45.563525] [INFO ] [LOCAL     ] Saved forecast: MGEE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MGEE.txt
[2026-02-10T20:26:45.563686] [INFO ] [sig       ] [1962/3417] Completed MGEE in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-10T20:26:45.563729] [INFO ] [sig       ] [1963/3417] Forecasting MGIC...
[2026-02-10T20:26:45.563767] [INFO ] [sig       ] Generating forecast for: MGIC
[2026-02-10T20:26:45.563799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2026-02-10T20:26:45.575866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2026-02-10T20:26:45.576167] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2026-02-10T20:26:45.576947] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2026-02-10T20:26:45.577001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:45.577034] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:45.577061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:45.577117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:45.636989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:45.637688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:45.637770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:45.637803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:45.766516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:45.766703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:45.766746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:45.766777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:45.770256] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2026-02-10T20:26:45.770550] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2026-02-10T20:26:45.770719] [INFO ] [sig       ] MGIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:45.923043] [INFO ] [LOCAL     ] Saved forecast: MGIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MGIC.txt
[2026-02-10T20:26:45.923247] [INFO ] [sig       ] [1963/3417] Completed MGIC in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.7m
[2026-02-10T20:26:45.923308] [INFO ] [sig       ] [1964/3417] Forecasting MGM...
[2026-02-10T20:26:45.923350] [INFO ] [sig       ] Generating forecast for: MGM
[2026-02-10T20:26:45.923393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2026-02-10T20:26:45.935194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2026-02-10T20:26:45.935551] [INFO ] [FORECASTER] Starting predict_future for MGM
[2026-02-10T20:26:45.936364] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2026-02-10T20:26:45.936418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:45.936480] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:45.936511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:45.936595] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:45.997025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:45.997907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:45.998003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:45.998064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:46.127597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:46.127769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:46.127812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:46.127843] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:46.131881] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2026-02-10T20:26:46.132201] [INFO ] [FORECASTER] Completed predict_future for MGM
[2026-02-10T20:26:46.132342] [INFO ] [sig       ] MGM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:46.352279] [INFO ] [LOCAL     ] Saved forecast: MGM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MGM.txt
[2026-02-10T20:26:46.352449] [INFO ] [sig       ] [1964/3417] Completed MGM in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:46.352494] [INFO ] [sig       ] [1965/3417] Forecasting MGNI...
[2026-02-10T20:26:46.352525] [INFO ] [sig       ] Generating forecast for: MGNI
[2026-02-10T20:26:46.352556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2026-02-10T20:26:46.364752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2026-02-10T20:26:46.365090] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2026-02-10T20:26:46.365961] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2026-02-10T20:26:46.366018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:46.366052] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:46.366080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:46.366138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:46.428651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:46.429480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:46.429568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:46.429623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:46.563814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:46.563992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:46.564044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:46.564076] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:46.567804] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2026-02-10T20:26:46.568116] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2026-02-10T20:26:46.568255] [INFO ] [sig       ] MGNI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:46.717937] [INFO ] [LOCAL     ] Saved forecast: MGNI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MGNI.txt
[2026-02-10T20:26:46.718318] [INFO ] [sig       ] [1965/3417] Completed MGNI in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:46.718372] [INFO ] [sig       ] [1966/3417] Forecasting MGNX...
[2026-02-10T20:26:46.718404] [INFO ] [sig       ] Generating forecast for: MGNX
[2026-02-10T20:26:46.718435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2026-02-10T20:26:46.731302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2026-02-10T20:26:46.731691] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2026-02-10T20:26:46.732496] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2026-02-10T20:26:46.732552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:46.732617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:46.732648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:46.732708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:46.795015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:46.795781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:46.795867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:46.795901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:46.921626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:46.921798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:46.921853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:46.921907] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:46.926200] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2026-02-10T20:26:46.926495] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2026-02-10T20:26:46.926652] [INFO ] [sig       ] MGNX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:47.070242] [INFO ] [LOCAL     ] Saved forecast: MGNX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MGNX.txt
[2026-02-10T20:26:47.070596] [INFO ] [sig       ] [1966/3417] Completed MGNX in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:47.070640] [INFO ] [sig       ] [1967/3417] Forecasting MGPI...
[2026-02-10T20:26:47.070669] [INFO ] [sig       ] Generating forecast for: MGPI
[2026-02-10T20:26:47.070699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2026-02-10T20:26:47.083510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2026-02-10T20:26:47.083851] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2026-02-10T20:26:47.084808] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2026-02-10T20:26:47.084861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:47.084897] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:47.084929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:47.084998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:47.144955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:47.145839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:47.145925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:47.145958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:47.269633] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:47.269790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:47.269833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:47.269898] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:47.273316] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2026-02-10T20:26:47.273609] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2026-02-10T20:26:47.273739] [INFO ] [sig       ] MGPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:47.424789] [INFO ] [LOCAL     ] Saved forecast: MGPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MGPI.txt
[2026-02-10T20:26:47.424928] [INFO ] [sig       ] [1967/3417] Completed MGPI in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:47.424970] [INFO ] [sig       ] [1968/3417] Forecasting MGRC...
[2026-02-10T20:26:47.425001] [INFO ] [sig       ] Generating forecast for: MGRC
[2026-02-10T20:26:47.425031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2026-02-10T20:26:47.436610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2026-02-10T20:26:47.436912] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2026-02-10T20:26:47.437731] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2026-02-10T20:26:47.437787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:47.437821] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:47.437849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:47.437907] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:47.495930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:47.496649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:47.496730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:47.496779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:47.611793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:47.611950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:47.611990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:47.612019] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:47.615393] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2026-02-10T20:26:47.615693] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2026-02-10T20:26:47.615821] [INFO ] [sig       ] MGRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:47.757251] [INFO ] [LOCAL     ] Saved forecast: MGRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MGRC.txt
[2026-02-10T20:26:47.757385] [INFO ] [sig       ] [1968/3417] Completed MGRC in 0.3s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:47.757426] [INFO ] [sig       ] [1969/3417] Forecasting MGTX...
[2026-02-10T20:26:47.757455] [INFO ] [sig       ] Generating forecast for: MGTX
[2026-02-10T20:26:47.757485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2026-02-10T20:26:47.769307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2026-02-10T20:26:47.769789] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2026-02-10T20:26:47.770725] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2026-02-10T20:26:47.770781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:47.770813] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:47.770840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:47.770898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:47.830491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:47.831460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:47.831548] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:47.831601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:47.956014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:47.956190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:47.956230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:47.956259] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:47.959797] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2026-02-10T20:26:47.960119] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2026-02-10T20:26:47.960253] [INFO ] [sig       ] MGTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:48.104530] [INFO ] [LOCAL     ] Saved forecast: MGTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MGTX.txt
[2026-02-10T20:26:48.104721] [INFO ] [sig       ] [1969/3417] Completed MGTX in 0.3s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:48.104765] [INFO ] [sig       ] [1970/3417] Forecasting MGX...
[2026-02-10T20:26:48.104795] [INFO ] [sig       ] Generating forecast for: MGX
[2026-02-10T20:26:48.104826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2026-02-10T20:26:48.116750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2026-02-10T20:26:48.117160] [INFO ] [FORECASTER] Starting predict_future for MGX
[2026-02-10T20:26:48.118054] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2026-02-10T20:26:48.118113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:48.118144] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:48.118184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:48.118242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:48.177319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:48.178296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:48.178388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:48.178420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:48.300305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:48.300471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:48.300512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:48.300540] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:48.304736] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2026-02-10T20:26:48.305048] [INFO ] [FORECASTER] Completed predict_future for MGX
[2026-02-10T20:26:48.305190] [INFO ] [sig       ] MGX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:48.451903] [INFO ] [LOCAL     ] Saved forecast: MGX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MGX.txt
[2026-02-10T20:26:48.452074] [INFO ] [sig       ] [1970/3417] Completed MGX in 0.3s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:48.452117] [INFO ] [sig       ] [1971/3417] Forecasting MGY...
[2026-02-10T20:26:48.452147] [INFO ] [sig       ] Generating forecast for: MGY
[2026-02-10T20:26:48.452177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2026-02-10T20:26:48.464226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2026-02-10T20:26:48.464659] [INFO ] [FORECASTER] Starting predict_future for MGY
[2026-02-10T20:26:48.465459] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2026-02-10T20:26:48.465512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:48.465544] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:48.465597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:48.465659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:48.523234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:48.524177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:48.524278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:48.524311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:48.648626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:48.648791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:48.648836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:48.648866] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:48.652592] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=80.84%)
[2026-02-10T20:26:48.652893] [INFO ] [FORECASTER] Completed predict_future for MGY
[2026-02-10T20:26:48.653054] [INFO ] [sig       ] MGY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:48.800153] [INFO ] [LOCAL     ] Saved forecast: MGY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MGY.txt
[2026-02-10T20:26:48.800298] [INFO ] [sig       ] [1971/3417] Completed MGY in 0.3s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:48.800339] [INFO ] [sig       ] [1972/3417] Forecasting MHD...
[2026-02-10T20:26:48.800368] [INFO ] [sig       ] Generating forecast for: MHD
[2026-02-10T20:26:48.800397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2026-02-10T20:26:48.812614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2026-02-10T20:26:48.812901] [INFO ] [FORECASTER] Starting predict_future for MHD
[2026-02-10T20:26:48.813925] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2026-02-10T20:26:48.813978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:48.814013] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:48.814042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:48.814098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:48.877314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:48.877980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:48.878080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:48.878116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:49.004401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:49.004588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:49.004635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:49.004671] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:49.008941] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2026-02-10T20:26:49.009326] [INFO ] [FORECASTER] Completed predict_future for MHD
[2026-02-10T20:26:49.009476] [INFO ] [sig       ] MHD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:49.155553] [INFO ] [LOCAL     ] Saved forecast: MHD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MHD.txt
[2026-02-10T20:26:49.155717] [INFO ] [sig       ] [1972/3417] Completed MHD in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:49.155758] [INFO ] [sig       ] [1973/3417] Forecasting MHF...
[2026-02-10T20:26:49.155789] [INFO ] [sig       ] Generating forecast for: MHF
[2026-02-10T20:26:49.155819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2026-02-10T20:26:49.168075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2026-02-10T20:26:49.168391] [INFO ] [FORECASTER] Starting predict_future for MHF
[2026-02-10T20:26:49.169169] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2026-02-10T20:26:49.169222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:49.169253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:49.169280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:49.169336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:49.232736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:49.233770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:49.233881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:49.233919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:49.364390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:49.364554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:49.364617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:49.364650] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:49.368319] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2026-02-10T20:26:49.368619] [INFO ] [FORECASTER] Completed predict_future for MHF
[2026-02-10T20:26:49.368752] [INFO ] [sig       ] MHF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:49.513321] [INFO ] [LOCAL     ] Saved forecast: MHF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MHF.txt
[2026-02-10T20:26:49.513461] [INFO ] [sig       ] [1973/3417] Completed MHF in 0.4s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:49.513501] [INFO ] [sig       ] [1974/3417] Forecasting MHK...
[2026-02-10T20:26:49.513530] [INFO ] [sig       ] Generating forecast for: MHK
[2026-02-10T20:26:49.513587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2026-02-10T20:26:49.525670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2026-02-10T20:26:49.525982] [INFO ] [FORECASTER] Starting predict_future for MHK
[2026-02-10T20:26:49.526793] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2026-02-10T20:26:49.526848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:49.526879] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:49.526907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:49.526964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:49.587736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:49.588476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:49.588604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:49.588643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:49.710565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:49.710741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:49.710781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:49.710810] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:49.714258] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2026-02-10T20:26:49.714741] [INFO ] [FORECASTER] Completed predict_future for MHK
[2026-02-10T20:26:49.714879] [INFO ] [sig       ] MHK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:49.858512] [INFO ] [LOCAL     ] Saved forecast: MHK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MHK.txt
[2026-02-10T20:26:49.858672] [INFO ] [sig       ] [1974/3417] Completed MHK in 0.3s | 2.80 sym/s | Total: 11.7m | ETA: 8.6m
[2026-02-10T20:26:49.858716] [INFO ] [sig       ] [1975/3417] Forecasting MHO...
[2026-02-10T20:26:49.858750] [INFO ] [sig       ] Generating forecast for: MHO
[2026-02-10T20:26:49.858784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2026-02-10T20:26:49.873069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2026-02-10T20:26:49.873474] [INFO ] [FORECASTER] Starting predict_future for MHO
[2026-02-10T20:26:49.874296] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2026-02-10T20:26:49.874350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:49.874382] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:49.874408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:49.874464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:49.932890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:49.933803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:49.933892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:49.933925] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:50.058132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:50.058499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:50.058540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:50.058586] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:50.062120] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=43.98%)
[2026-02-10T20:26:50.062656] [INFO ] [FORECASTER] Completed predict_future for MHO
[2026-02-10T20:26:50.062799] [INFO ] [sig       ] MHO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:50.209977] [INFO ] [LOCAL     ] Saved forecast: MHO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MHO.txt
[2026-02-10T20:26:50.210159] [INFO ] [sig       ] [1975/3417] Completed MHO in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-10T20:26:50.210201] [INFO ] [sig       ] [1976/3417] Forecasting MIDD...
[2026-02-10T20:26:50.210232] [INFO ] [sig       ] Generating forecast for: MIDD
[2026-02-10T20:26:50.210262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2026-02-10T20:26:50.224110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2026-02-10T20:26:50.224554] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2026-02-10T20:26:50.225439] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2026-02-10T20:26:50.225498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:50.225532] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:50.225560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:50.225642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:50.287177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:50.288227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:50.288319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:50.288353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:50.410925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:50.411088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:50.411130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:50.411159] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:50.414722] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2026-02-10T20:26:50.415015] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2026-02-10T20:26:50.415152] [INFO ] [sig       ] MIDD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:50.570279] [INFO ] [LOCAL     ] Saved forecast: MIDD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MIDD.txt
[2026-02-10T20:26:50.570452] [INFO ] [sig       ] [1976/3417] Completed MIDD in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-10T20:26:50.570501] [INFO ] [sig       ] [1977/3417] Forecasting MIGI...
[2026-02-10T20:26:50.570543] [INFO ] [sig       ] Generating forecast for: MIGI
[2026-02-10T20:26:50.570601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2026-02-10T20:26:50.582963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2026-02-10T20:26:50.583398] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2026-02-10T20:26:50.584304] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2026-02-10T20:26:50.584360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:50.584395] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:50.584424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:50.584482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:50.644679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:50.645562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:50.645679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:50.645716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:50.765549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:50.765739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:50.765785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:50.765847] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:50.769728] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2026-02-10T20:26:50.770065] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2026-02-10T20:26:50.770229] [INFO ] [sig       ] MIGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:50.921066] [INFO ] [LOCAL     ] Saved forecast: MIGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MIGI.txt
[2026-02-10T20:26:50.921347] [INFO ] [sig       ] [1977/3417] Completed MIGI in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-10T20:26:50.921412] [INFO ] [sig       ] [1978/3417] Forecasting MILN...
[2026-02-10T20:26:50.921447] [INFO ] [sig       ] Generating forecast for: MILN
[2026-02-10T20:26:50.921480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2026-02-10T20:26:50.933770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2026-02-10T20:26:50.934214] [INFO ] [FORECASTER] Starting predict_future for MILN
[2026-02-10T20:26:50.935354] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2026-02-10T20:26:50.935625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:50.935660] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:50.935687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:50.935745] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:50.996427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:50.997628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:50.997732] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:50.997769] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:51.111983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:51.112157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:51.112199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:51.112230] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:51.115759] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2026-02-10T20:26:51.116061] [INFO ] [FORECASTER] Completed predict_future for MILN
[2026-02-10T20:26:51.116200] [INFO ] [sig       ] MILN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:51.269445] [INFO ] [LOCAL     ] Saved forecast: MILN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MILN.txt
[2026-02-10T20:26:51.269643] [INFO ] [sig       ] [1978/3417] Completed MILN in 0.3s | 2.80 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-10T20:26:51.269690] [INFO ] [sig       ] [1979/3417] Forecasting MIND...
[2026-02-10T20:26:51.269720] [INFO ] [sig       ] Generating forecast for: MIND
[2026-02-10T20:26:51.269752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2026-02-10T20:26:51.281747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2026-02-10T20:26:51.282172] [INFO ] [FORECASTER] Starting predict_future for MIND
[2026-02-10T20:26:51.282993] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2026-02-10T20:26:51.283048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:51.283080] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:51.283108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:51.283164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:51.345984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:51.347131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:51.347410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:51.347443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:51.482651] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:51.482851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:51.482898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:51.482931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:51.486456] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2026-02-10T20:26:51.486776] [INFO ] [FORECASTER] Completed predict_future for MIND
[2026-02-10T20:26:51.486915] [INFO ] [sig       ] MIND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:51.639851] [INFO ] [LOCAL     ] Saved forecast: MIND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MIND.txt
[2026-02-10T20:26:51.640028] [INFO ] [sig       ] [1979/3417] Completed MIND in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-10T20:26:51.640071] [INFO ] [sig       ] [1980/3417] Forecasting MIRA...
[2026-02-10T20:26:51.640100] [INFO ] [sig       ] Generating forecast for: MIRA
[2026-02-10T20:26:51.640129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2026-02-10T20:26:51.653025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2026-02-10T20:26:51.653382] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2026-02-10T20:26:51.654208] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2026-02-10T20:26:51.654265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:51.654298] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:51.654326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:51.654383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:51.717841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:51.718751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:51.718850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:51.718885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:51.853146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:51.853316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:51.853357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:51.853387] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:51.857087] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=35.65%)
[2026-02-10T20:26:51.857462] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2026-02-10T20:26:51.857632] [INFO ] [sig       ] MIRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:52.002274] [INFO ] [LOCAL     ] Saved forecast: MIRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MIRA.txt
[2026-02-10T20:26:52.002446] [INFO ] [sig       ] [1980/3417] Completed MIRA in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.6m
[2026-02-10T20:26:52.002491] [INFO ] [sig       ] [1981/3417] Forecasting MIRM...
[2026-02-10T20:26:52.002523] [INFO ] [sig       ] Generating forecast for: MIRM
[2026-02-10T20:26:52.002556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2026-02-10T20:26:52.014614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2026-02-10T20:26:52.015010] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2026-02-10T20:26:52.015869] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2026-02-10T20:26:52.015925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:52.015984] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:52.016019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:52.016093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:52.078440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:52.079380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:52.079468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:52.079501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:52.214952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:52.215141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:52.215206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:52.215238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:52.219825] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2026-02-10T20:26:52.220160] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2026-02-10T20:26:52.220307] [INFO ] [sig       ] MIRM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:52.365819] [INFO ] [LOCAL     ] Saved forecast: MIRM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MIRM.txt
[2026-02-10T20:26:52.365987] [INFO ] [sig       ] [1981/3417] Completed MIRM in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:52.366031] [INFO ] [sig       ] [1982/3417] Forecasting MITK...
[2026-02-10T20:26:52.366066] [INFO ] [sig       ] Generating forecast for: MITK
[2026-02-10T20:26:52.366099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2026-02-10T20:26:52.378153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2026-02-10T20:26:52.378523] [INFO ] [FORECASTER] Starting predict_future for MITK
[2026-02-10T20:26:52.379531] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2026-02-10T20:26:52.379602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:52.379636] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:52.379662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:52.379719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:52.439835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:52.440946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:52.441033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:52.441072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:52.578052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:52.578223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:52.578267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:52.578297] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:52.581880] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2026-02-10T20:26:52.582168] [INFO ] [FORECASTER] Completed predict_future for MITK
[2026-02-10T20:26:52.582315] [INFO ] [sig       ] MITK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:52.726314] [INFO ] [LOCAL     ] Saved forecast: MITK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MITK.txt
[2026-02-10T20:26:52.726665] [INFO ] [sig       ] [1982/3417] Completed MITK in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:52.726709] [INFO ] [sig       ] [1983/3417] Forecasting MIY...
[2026-02-10T20:26:52.726738] [INFO ] [sig       ] Generating forecast for: MIY
[2026-02-10T20:26:52.726768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2026-02-10T20:26:52.739936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2026-02-10T20:26:52.740257] [INFO ] [FORECASTER] Starting predict_future for MIY
[2026-02-10T20:26:52.741092] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2026-02-10T20:26:52.741174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:52.741216] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:52.741245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:52.741303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:52.800909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:52.801999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:52.802091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:52.802124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:52.925977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:52.926145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:52.926195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:52.926230] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:52.929919] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2026-02-10T20:26:52.930242] [INFO ] [FORECASTER] Completed predict_future for MIY
[2026-02-10T20:26:52.930388] [INFO ] [sig       ] MIY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:53.087079] [INFO ] [LOCAL     ] Saved forecast: MIY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MIY.txt
[2026-02-10T20:26:53.087233] [INFO ] [sig       ] [1983/3417] Completed MIY in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:53.087275] [INFO ] [sig       ] [1984/3417] Forecasting MKC...
[2026-02-10T20:26:53.087306] [INFO ] [sig       ] Generating forecast for: MKC
[2026-02-10T20:26:53.087339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2026-02-10T20:26:53.099674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2026-02-10T20:26:53.099998] [INFO ] [FORECASTER] Starting predict_future for MKC
[2026-02-10T20:26:53.100844] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2026-02-10T20:26:53.100898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:53.100930] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:53.100958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:53.101015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:53.166814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:53.167651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:53.167738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:53.167771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:53.305659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:53.305860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:53.305920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:53.306004] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:53.311731] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2026-02-10T20:26:53.312185] [INFO ] [FORECASTER] Completed predict_future for MKC
[2026-02-10T20:26:53.312382] [INFO ] [sig       ] MKC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:53.476663] [INFO ] [LOCAL     ] Saved forecast: MKC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MKC.txt
[2026-02-10T20:26:53.476875] [INFO ] [sig       ] [1984/3417] Completed MKC in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:53.476945] [INFO ] [sig       ] [1985/3417] Forecasting MKSI...
[2026-02-10T20:26:53.476995] [INFO ] [sig       ] Generating forecast for: MKSI
[2026-02-10T20:26:53.477045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2026-02-10T20:26:53.490421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2026-02-10T20:26:53.490801] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2026-02-10T20:26:53.491600] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2026-02-10T20:26:53.491652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:53.491684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:53.491711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:53.491767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:53.548547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:53.549340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:53.549424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:53.549459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:53.673365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:53.673529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:53.673587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:53.673620] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:53.677034] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2026-02-10T20:26:53.677346] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2026-02-10T20:26:53.677475] [INFO ] [sig       ] MKSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:53.824392] [INFO ] [LOCAL     ] Saved forecast: MKSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MKSI.txt
[2026-02-10T20:26:53.824534] [INFO ] [sig       ] [1985/3417] Completed MKSI in 0.3s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:53.824593] [INFO ] [sig       ] [1986/3417] Forecasting MKTX...
[2026-02-10T20:26:53.824628] [INFO ] [sig       ] Generating forecast for: MKTX
[2026-02-10T20:26:53.824658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2026-02-10T20:26:53.836107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2026-02-10T20:26:53.836418] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2026-02-10T20:26:53.837248] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2026-02-10T20:26:53.837303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:53.837336] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:53.837364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:53.837423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:53.894297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:53.895060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:53.895150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:53.895190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:54.019761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:54.019921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:54.019961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:54.019990] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:54.024000] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2026-02-10T20:26:54.024286] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2026-02-10T20:26:54.024634] [INFO ] [sig       ] MKTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:54.171737] [INFO ] [LOCAL     ] Saved forecast: MKTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MKTX.txt
[2026-02-10T20:26:54.171922] [INFO ] [sig       ] [1986/3417] Completed MKTX in 0.3s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:54.171982] [INFO ] [sig       ] [1987/3417] Forecasting MLAB...
[2026-02-10T20:26:54.172024] [INFO ] [sig       ] Generating forecast for: MLAB
[2026-02-10T20:26:54.172088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2026-02-10T20:26:54.183973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2026-02-10T20:26:54.184283] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2026-02-10T20:26:54.185082] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2026-02-10T20:26:54.185135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:54.185168] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:54.185195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:54.185251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:54.244761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:54.245565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:54.245671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:54.245705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:54.374995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:54.375161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:54.375203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:54.375231] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:54.379341] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2026-02-10T20:26:54.379853] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2026-02-10T20:26:54.379989] [INFO ] [sig       ] MLAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:54.528465] [INFO ] [LOCAL     ] Saved forecast: MLAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MLAB.txt
[2026-02-10T20:26:54.528634] [INFO ] [sig       ] [1987/3417] Completed MLAB in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:54.528679] [INFO ] [sig       ] [1988/3417] Forecasting MLCO...
[2026-02-10T20:26:54.528709] [INFO ] [sig       ] Generating forecast for: MLCO
[2026-02-10T20:26:54.528740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2026-02-10T20:26:54.541941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2026-02-10T20:26:54.542335] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2026-02-10T20:26:54.543366] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2026-02-10T20:26:54.543430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:54.543473] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:54.543510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:54.543614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:54.618481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:54.619454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:54.619544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:54.619600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:54.744812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:54.744975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:54.745015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:54.745044] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:54.748546] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2026-02-10T20:26:54.748881] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2026-02-10T20:26:54.749014] [INFO ] [sig       ] MLCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:54.894495] [INFO ] [LOCAL     ] Saved forecast: MLCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MLCO.txt
[2026-02-10T20:26:54.894665] [INFO ] [sig       ] [1988/3417] Completed MLCO in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:54.894712] [INFO ] [sig       ] [1989/3417] Forecasting MLGO...
[2026-02-10T20:26:54.894744] [INFO ] [sig       ] Generating forecast for: MLGO
[2026-02-10T20:26:54.894776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2026-02-10T20:26:54.906859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2026-02-10T20:26:54.907194] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2026-02-10T20:26:54.908062] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2026-02-10T20:26:54.908118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:54.908161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:54.908192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:54.908250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:54.971343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:54.972286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:54.972388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:54.972424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:55.095946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:55.096132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:55.096181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:55.096212] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:55.100764] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2026-02-10T20:26:55.101089] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2026-02-10T20:26:55.101251] [INFO ] [sig       ] MLGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:55.253044] [INFO ] [LOCAL     ] Saved forecast: MLGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MLGO.txt
[2026-02-10T20:26:55.253193] [INFO ] [sig       ] [1989/3417] Completed MLGO in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:55.253237] [INFO ] [sig       ] [1990/3417] Forecasting MLI...
[2026-02-10T20:26:55.253268] [INFO ] [sig       ] Generating forecast for: MLI
[2026-02-10T20:26:55.253300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2026-02-10T20:26:55.265262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2026-02-10T20:26:55.265626] [INFO ] [FORECASTER] Starting predict_future for MLI
[2026-02-10T20:26:55.266459] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2026-02-10T20:26:55.266520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:55.266554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:55.266603] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:55.266664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:55.329000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:55.329918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:55.330003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:55.330036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:55.461933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:55.462090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:55.462150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:55.462183] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:55.466076] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2026-02-10T20:26:55.466590] [INFO ] [FORECASTER] Completed predict_future for MLI
[2026-02-10T20:26:55.466733] [INFO ] [sig       ] MLI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:55.610896] [INFO ] [LOCAL     ] Saved forecast: MLI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MLI.txt
[2026-02-10T20:26:55.611034] [INFO ] [sig       ] [1990/3417] Completed MLI in 0.4s | 2.80 sym/s | Total: 11.8m | ETA: 8.5m
[2026-02-10T20:26:55.611075] [INFO ] [sig       ] [1991/3417] Forecasting MLKN...
[2026-02-10T20:26:55.611106] [INFO ] [sig       ] Generating forecast for: MLKN
[2026-02-10T20:26:55.611136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2026-02-10T20:26:55.622531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2026-02-10T20:26:55.622876] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2026-02-10T20:26:55.623664] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2026-02-10T20:26:55.623717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:55.623749] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:55.623777] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:55.623833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:55.682822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:55.683648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:55.683761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:55.683795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:55.806340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:55.806497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:55.806537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:55.806566] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:55.810073] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2026-02-10T20:26:55.810354] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2026-02-10T20:26:55.810487] [INFO ] [sig       ] MLKN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:55.952763] [INFO ] [LOCAL     ] Saved forecast: MLKN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MLKN.txt
[2026-02-10T20:26:55.952921] [INFO ] [sig       ] [1991/3417] Completed MLKN in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:55.952974] [INFO ] [sig       ] [1992/3417] Forecasting MLM...
[2026-02-10T20:26:55.953008] [INFO ] [sig       ] Generating forecast for: MLM
[2026-02-10T20:26:55.953041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2026-02-10T20:26:55.964557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2026-02-10T20:26:55.964918] [INFO ] [FORECASTER] Starting predict_future for MLM
[2026-02-10T20:26:55.965736] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2026-02-10T20:26:55.965790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:55.965824] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:55.965851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:55.965909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:56.025599] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:56.026479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:56.026568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:56.026623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:56.151535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:56.151714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:56.151755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:56.151783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:56.155240] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2026-02-10T20:26:56.155542] [INFO ] [FORECASTER] Completed predict_future for MLM
[2026-02-10T20:26:56.155693] [INFO ] [sig       ] MLM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:56.299666] [INFO ] [LOCAL     ] Saved forecast: MLM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MLM.txt
[2026-02-10T20:26:56.299845] [INFO ] [sig       ] [1992/3417] Completed MLM in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:56.299899] [INFO ] [sig       ] [1993/3417] Forecasting MLP...
[2026-02-10T20:26:56.299930] [INFO ] [sig       ] Generating forecast for: MLP
[2026-02-10T20:26:56.299960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2026-02-10T20:26:56.311320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2026-02-10T20:26:56.311678] [INFO ] [FORECASTER] Starting predict_future for MLP
[2026-02-10T20:26:56.312564] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2026-02-10T20:26:56.312638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:56.312671] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:56.312697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:56.312754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:56.370563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:56.371401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:56.371490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:56.371525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:56.487784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:56.487950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:56.487993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:56.488024] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:56.492100] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2026-02-10T20:26:56.492422] [INFO ] [FORECASTER] Completed predict_future for MLP
[2026-02-10T20:26:56.492568] [INFO ] [sig       ] MLP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:56.635867] [INFO ] [LOCAL     ] Saved forecast: MLP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MLP.txt
[2026-02-10T20:26:56.636030] [INFO ] [sig       ] [1993/3417] Completed MLP in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:56.636072] [INFO ] [sig       ] [1994/3417] Forecasting MLTX...
[2026-02-10T20:26:56.636102] [INFO ] [sig       ] Generating forecast for: MLTX
[2026-02-10T20:26:56.636133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2026-02-10T20:26:56.648593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2026-02-10T20:26:56.649006] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2026-02-10T20:26:56.649875] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2026-02-10T20:26:56.649930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:56.649977] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:56.650007] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:56.650065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:56.711441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:56.712384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:56.712490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:56.712523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:56.837325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:56.837728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:56.837786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:56.837824] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:56.842365] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2026-02-10T20:26:56.842732] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2026-02-10T20:26:56.842878] [INFO ] [sig       ] MLTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:56.990982] [INFO ] [LOCAL     ] Saved forecast: MLTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MLTX.txt
[2026-02-10T20:26:56.991184] [INFO ] [sig       ] [1994/3417] Completed MLTX in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:56.991231] [INFO ] [sig       ] [1995/3417] Forecasting MLYS...
[2026-02-10T20:26:56.991262] [INFO ] [sig       ] Generating forecast for: MLYS
[2026-02-10T20:26:56.991294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2026-02-10T20:26:57.003457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2026-02-10T20:26:57.003855] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2026-02-10T20:26:57.004758] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2026-02-10T20:26:57.004813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:57.004847] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:57.004875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:57.004935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:57.063846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:57.064833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:57.064932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:57.064964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:57.188760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:57.188923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:57.188964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:57.188993] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:57.193125] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2026-02-10T20:26:57.193441] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2026-02-10T20:26:57.193599] [INFO ] [sig       ] MLYS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:57.341515] [INFO ] [LOCAL     ] Saved forecast: MLYS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MLYS.txt
[2026-02-10T20:26:57.341710] [INFO ] [sig       ] [1995/3417] Completed MLYS in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:57.341753] [INFO ] [sig       ] [1996/3417] Forecasting MMD...
[2026-02-10T20:26:57.341783] [INFO ] [sig       ] Generating forecast for: MMD
[2026-02-10T20:26:57.341815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2026-02-10T20:26:57.353759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2026-02-10T20:26:57.354178] [INFO ] [FORECASTER] Starting predict_future for MMD
[2026-02-10T20:26:57.355023] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2026-02-10T20:26:57.355077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:57.355110] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:57.355139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:57.355220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:57.419383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:57.420382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:57.420475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:57.420509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:57.546074] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:57.546242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:57.546291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:57.546323] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:57.550029] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2026-02-10T20:26:57.550341] [INFO ] [FORECASTER] Completed predict_future for MMD
[2026-02-10T20:26:57.550483] [INFO ] [sig       ] MMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:57.696159] [INFO ] [LOCAL     ] Saved forecast: MMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MMD.txt
[2026-02-10T20:26:57.696327] [INFO ] [sig       ] [1996/3417] Completed MMD in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:57.696369] [INFO ] [sig       ] [1997/3417] Forecasting MMLP...
[2026-02-10T20:26:57.696398] [INFO ] [sig       ] Generating forecast for: MMLP
[2026-02-10T20:26:57.696427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2026-02-10T20:26:57.708486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2026-02-10T20:26:57.708936] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2026-02-10T20:26:57.709824] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2026-02-10T20:26:57.709878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:57.709912] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:57.709939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:57.709995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:57.772869] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:57.773865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:57.774001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:57.774036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:57.887201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:57.887373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:57.887415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:57.887447] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:57.891076] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2026-02-10T20:26:57.891374] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2026-02-10T20:26:57.891512] [INFO ] [sig       ] MMLP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:58.081401] [INFO ] [LOCAL     ] Saved forecast: MMLP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MMLP.txt
[2026-02-10T20:26:58.081679] [INFO ] [sig       ] [1997/3417] Completed MMLP in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.5m
[2026-02-10T20:26:58.081749] [INFO ] [sig       ] [1998/3417] Forecasting MMS...
[2026-02-10T20:26:58.081814] [INFO ] [sig       ] Generating forecast for: MMS
[2026-02-10T20:26:58.081869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2026-02-10T20:26:58.098460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2026-02-10T20:26:58.099004] [INFO ] [FORECASTER] Starting predict_future for MMS
[2026-02-10T20:26:58.100184] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2026-02-10T20:26:58.100258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:58.100340] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:58.100380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:58.100463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:58.190726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:58.192111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:58.192241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:58.192300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:58.362145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:58.362364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:58.362433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:58.362486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:58.368135] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=44.98%)
[2026-02-10T20:26:58.368737] [INFO ] [FORECASTER] Completed predict_future for MMS
[2026-02-10T20:26:58.368964] [INFO ] [sig       ] MMS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:58.597117] [INFO ] [LOCAL     ] Saved forecast: MMS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MMS.txt
[2026-02-10T20:26:58.597379] [INFO ] [sig       ] [1998/3417] Completed MMS in 0.5s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:26:58.597432] [INFO ] [sig       ] [1999/3417] Forecasting MMSI...
[2026-02-10T20:26:58.597465] [INFO ] [sig       ] Generating forecast for: MMSI
[2026-02-10T20:26:58.597500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2026-02-10T20:26:58.652386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2026-02-10T20:26:58.654229] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2026-02-10T20:26:58.655436] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2026-02-10T20:26:58.655511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:58.655548] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:58.655599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:58.655676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:58.757879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:58.760092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:58.760230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:58.760288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:58.956599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:58.957197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:58.957293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:58.957327] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:58.963902] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2026-02-10T20:26:58.964534] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2026-02-10T20:26:58.964832] [INFO ] [sig       ] MMSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:59.175269] [INFO ] [LOCAL     ] Saved forecast: MMSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MMSI.txt
[2026-02-10T20:26:59.175500] [INFO ] [sig       ] [1999/3417] Completed MMSI in 0.6s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:26:59.175549] [INFO ] [sig       ] [2000/3417] Forecasting MNDO...
[2026-02-10T20:26:59.175604] [INFO ] [sig       ] Generating forecast for: MNDO
[2026-02-10T20:26:59.175659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2026-02-10T20:26:59.191487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2026-02-10T20:26:59.191969] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2026-02-10T20:26:59.192963] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2026-02-10T20:26:59.193034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:59.193077] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:59.193113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:59.193173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:59.277908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:59.279260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:59.279385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:59.279438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:59.435628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:59.435825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:59.435888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:59.435941] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:59.441397] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2026-02-10T20:26:59.441897] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2026-02-10T20:26:59.442105] [INFO ] [sig       ] MNDO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:26:59.610176] [INFO ] [LOCAL     ] Saved forecast: MNDO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MNDO.txt
[2026-02-10T20:26:59.610326] [INFO ] [sig       ] [2000/3417] Completed MNDO in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:26:59.610369] [INFO ] [sig       ] [2001/3417] Forecasting MNDY...
[2026-02-10T20:26:59.610399] [INFO ] [sig       ] Generating forecast for: MNDY
[2026-02-10T20:26:59.610431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2026-02-10T20:26:59.622032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2026-02-10T20:26:59.622343] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2026-02-10T20:26:59.623156] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2026-02-10T20:26:59.623211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:59.623245] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:59.623273] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:59.623331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:26:59.685247] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:26:59.686312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:26:59.686410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:26:59.686445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:26:59.813046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:26:59.813214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:26:59.813256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:26:59.813386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:26:59.817973] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2026-02-10T20:26:59.818378] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2026-02-10T20:26:59.818552] [INFO ] [sig       ] MNDY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:26:59.966981] [INFO ] [LOCAL     ] Saved forecast: MNDY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MNDY.txt
[2026-02-10T20:26:59.967147] [INFO ] [sig       ] [2001/3417] Completed MNDY in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:26:59.967188] [INFO ] [sig       ] [2002/3417] Forecasting MNKD...
[2026-02-10T20:26:59.967228] [INFO ] [sig       ] Generating forecast for: MNKD
[2026-02-10T20:26:59.967266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2026-02-10T20:26:59.978710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2026-02-10T20:26:59.979051] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2026-02-10T20:26:59.979868] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2026-02-10T20:26:59.979923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:26:59.979956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:26:59.979985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:26:59.980043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:00.040787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:00.041689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:00.041771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:00.041803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:00.169885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:00.170070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:00.170160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:00.170194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:00.173881] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2026-02-10T20:27:00.174168] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2026-02-10T20:27:00.174303] [INFO ] [sig       ] MNKD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:00.316832] [INFO ] [LOCAL     ] Saved forecast: MNKD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MNKD.txt
[2026-02-10T20:27:00.316985] [INFO ] [sig       ] [2002/3417] Completed MNKD in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:27:00.317029] [INFO ] [sig       ] [2003/3417] Forecasting MNRO...
[2026-02-10T20:27:00.317059] [INFO ] [sig       ] Generating forecast for: MNRO
[2026-02-10T20:27:00.317092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2026-02-10T20:27:00.328866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2026-02-10T20:27:00.329200] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2026-02-10T20:27:00.330068] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2026-02-10T20:27:00.330123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:00.330156] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:00.330185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:00.330255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:00.392742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:00.393665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:00.393768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:00.393802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:00.527414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:00.527543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:00.527623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:00.527659] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:00.531241] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2026-02-10T20:27:00.531539] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2026-02-10T20:27:00.531715] [INFO ] [sig       ] MNRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:00.693190] [INFO ] [LOCAL     ] Saved forecast: MNRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MNRO.txt
[2026-02-10T20:27:00.693413] [INFO ] [sig       ] [2003/3417] Completed MNRO in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:27:00.693463] [INFO ] [sig       ] [2004/3417] Forecasting MNSO...
[2026-02-10T20:27:00.693497] [INFO ] [sig       ] Generating forecast for: MNSO
[2026-02-10T20:27:00.693533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2026-02-10T20:27:00.707753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2026-02-10T20:27:00.708098] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2026-02-10T20:27:00.708916] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2026-02-10T20:27:00.708970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:00.709002] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:00.709029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:00.709086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:00.766464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:00.767347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:00.767434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:00.767468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:00.892511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:00.892694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:00.892737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:00.892767] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:00.896240] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2026-02-10T20:27:00.896521] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2026-02-10T20:27:00.896673] [INFO ] [sig       ] MNSO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:01.073068] [INFO ] [LOCAL     ] Saved forecast: MNSO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MNSO.txt
[2026-02-10T20:27:01.073227] [INFO ] [sig       ] [2004/3417] Completed MNSO in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:27:01.073273] [INFO ] [sig       ] [2005/3417] Forecasting MNTK...
[2026-02-10T20:27:01.073307] [INFO ] [sig       ] Generating forecast for: MNTK
[2026-02-10T20:27:01.073339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2026-02-10T20:27:01.084209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2026-02-10T20:27:01.084529] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2026-02-10T20:27:01.085377] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2026-02-10T20:27:01.085431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:01.085464] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:01.085517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:01.085599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:01.144337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:01.145276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:01.145360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:01.145394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:01.263363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:01.263529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:01.263588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:01.263625] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:01.267183] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2026-02-10T20:27:01.267469] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2026-02-10T20:27:01.267619] [INFO ] [sig       ] MNTK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:01.408052] [INFO ] [LOCAL     ] Saved forecast: MNTK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MNTK.txt
[2026-02-10T20:27:01.408206] [INFO ] [sig       ] [2005/3417] Completed MNTK in 0.3s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:27:01.408249] [INFO ] [sig       ] [2006/3417] Forecasting MNY...
[2026-02-10T20:27:01.408281] [INFO ] [sig       ] Generating forecast for: MNY
[2026-02-10T20:27:01.408313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2026-02-10T20:27:01.420289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2026-02-10T20:27:01.420775] [INFO ] [FORECASTER] Starting predict_future for MNY
[2026-02-10T20:27:01.421671] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2026-02-10T20:27:01.421731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:01.421777] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:01.421810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:01.421869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:01.480543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:01.481471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:01.481558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:01.481616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:01.624253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:01.624467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:01.624530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:01.624568] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:01.628643] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2026-02-10T20:27:01.629046] [INFO ] [FORECASTER] Completed predict_future for MNY
[2026-02-10T20:27:01.629219] [INFO ] [sig       ] MNY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:01.806762] [INFO ] [LOCAL     ] Saved forecast: MNY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MNY.txt
[2026-02-10T20:27:01.806937] [INFO ] [sig       ] [2006/3417] Completed MNY in 0.4s | 2.80 sym/s | Total: 11.9m | ETA: 8.4m
[2026-02-10T20:27:01.806978] [INFO ] [sig       ] [2007/3417] Forecasting MOD...
[2026-02-10T20:27:01.807010] [INFO ] [sig       ] Generating forecast for: MOD
[2026-02-10T20:27:01.807042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2026-02-10T20:27:01.819767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2026-02-10T20:27:01.820107] [INFO ] [FORECASTER] Starting predict_future for MOD
[2026-02-10T20:27:01.821001] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2026-02-10T20:27:01.821056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:01.821090] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:01.821118] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:01.821176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:01.880513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:01.881442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:01.881530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:01.881565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:02.014769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:02.014941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:02.014984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:02.015013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:02.018884] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2026-02-10T20:27:02.019229] [INFO ] [FORECASTER] Completed predict_future for MOD
[2026-02-10T20:27:02.019378] [INFO ] [sig       ] MOD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:02.165097] [INFO ] [LOCAL     ] Saved forecast: MOD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MOD.txt
[2026-02-10T20:27:02.165255] [INFO ] [sig       ] [2007/3417] Completed MOD in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:02.165298] [INFO ] [sig       ] [2008/3417] Forecasting MODL...
[2026-02-10T20:27:02.165327] [INFO ] [sig       ] Generating forecast for: MODL
[2026-02-10T20:27:02.165357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2026-02-10T20:27:02.176203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2026-02-10T20:27:02.176501] [INFO ] [FORECASTER] Starting predict_future for MODL
[2026-02-10T20:27:02.177299] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2026-02-10T20:27:02.177363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:02.177402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:02.177437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:02.177494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:02.237375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:02.238246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:02.238365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:02.238400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:02.363953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:02.364119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:02.364164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:02.364194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:02.367767] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2026-02-10T20:27:02.368072] [INFO ] [FORECASTER] Completed predict_future for MODL
[2026-02-10T20:27:02.368207] [INFO ] [sig       ] MODL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:02.514286] [INFO ] [LOCAL     ] Saved forecast: MODL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MODL.txt
[2026-02-10T20:27:02.514448] [INFO ] [sig       ] [2008/3417] Completed MODL in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:02.514490] [INFO ] [sig       ] [2009/3417] Forecasting MOFG...
[2026-02-10T20:27:02.514520] [INFO ] [sig       ] Generating forecast for: MOFG
[2026-02-10T20:27:02.514558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2026-02-10T20:27:02.525860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2026-02-10T20:27:02.526265] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2026-02-10T20:27:02.527164] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2026-02-10T20:27:02.527221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:02.527253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:02.527286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:02.527358] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:02.586682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:02.587600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:02.587691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:02.587724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:02.711961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:02.712124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:02.712166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:02.712196] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:02.715857] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2026-02-10T20:27:02.716198] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2026-02-10T20:27:02.716346] [INFO ] [sig       ] MOFG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:02.863753] [INFO ] [LOCAL     ] Saved forecast: MOFG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MOFG.txt
[2026-02-10T20:27:02.863921] [INFO ] [sig       ] [2009/3417] Completed MOFG in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:02.863962] [INFO ] [sig       ] [2010/3417] Forecasting MOH...
[2026-02-10T20:27:02.863994] [INFO ] [sig       ] Generating forecast for: MOH
[2026-02-10T20:27:02.864025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2026-02-10T20:27:02.875596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2026-02-10T20:27:02.875969] [INFO ] [FORECASTER] Starting predict_future for MOH
[2026-02-10T20:27:02.876788] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2026-02-10T20:27:02.876842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:02.876874] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:02.876902] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:02.876959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:02.936640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:02.937550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:02.937657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:02.937693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:03.078513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:03.078702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:03.078746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:03.078776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:03.082674] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2026-02-10T20:27:03.083066] [INFO ] [FORECASTER] Completed predict_future for MOH
[2026-02-10T20:27:03.083229] [INFO ] [sig       ] MOH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:03.237127] [INFO ] [LOCAL     ] Saved forecast: MOH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MOH.txt
[2026-02-10T20:27:03.237340] [INFO ] [sig       ] [2010/3417] Completed MOH in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:03.237384] [INFO ] [sig       ] [2011/3417] Forecasting MOMO...
[2026-02-10T20:27:03.237417] [INFO ] [sig       ] Generating forecast for: MOMO
[2026-02-10T20:27:03.237448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2026-02-10T20:27:03.249286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2026-02-10T20:27:03.249707] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2026-02-10T20:27:03.250562] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2026-02-10T20:27:03.250636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:03.250670] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:03.250697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:03.250755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:03.311253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:03.312391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:03.312478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:03.312512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:03.447018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:03.447182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:03.447225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:03.447255] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:03.451194] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=73.83%)
[2026-02-10T20:27:03.451483] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2026-02-10T20:27:03.451640] [INFO ] [sig       ] MOMO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:03.597733] [INFO ] [LOCAL     ] Saved forecast: MOMO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MOMO.txt
[2026-02-10T20:27:03.597923] [INFO ] [sig       ] [2011/3417] Completed MOMO in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:03.597966] [INFO ] [sig       ] [2012/3417] Forecasting MORN...
[2026-02-10T20:27:03.598000] [INFO ] [sig       ] Generating forecast for: MORN
[2026-02-10T20:27:03.598047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2026-02-10T20:27:03.611010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2026-02-10T20:27:03.611329] [INFO ] [FORECASTER] Starting predict_future for MORN
[2026-02-10T20:27:03.612140] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2026-02-10T20:27:03.612194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:03.612227] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:03.612254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:03.612310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:03.672562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:03.673443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:03.673736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:03.673771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:03.800278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:03.800460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:03.800501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:03.800531] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:03.803985] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2026-02-10T20:27:03.804276] [INFO ] [FORECASTER] Completed predict_future for MORN
[2026-02-10T20:27:03.804409] [INFO ] [sig       ] MORN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:03.948542] [INFO ] [LOCAL     ] Saved forecast: MORN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MORN.txt
[2026-02-10T20:27:03.948898] [INFO ] [sig       ] [2012/3417] Completed MORN in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:03.948940] [INFO ] [sig       ] [2013/3417] Forecasting MOS...
[2026-02-10T20:27:03.948969] [INFO ] [sig       ] Generating forecast for: MOS
[2026-02-10T20:27:03.948999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2026-02-10T20:27:03.960812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2026-02-10T20:27:03.961142] [INFO ] [FORECASTER] Starting predict_future for MOS
[2026-02-10T20:27:03.962142] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2026-02-10T20:27:03.962196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:03.962229] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:03.962255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:03.962320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:04.021224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:04.022221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:04.022305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:04.022338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:04.146459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:04.146645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:04.146688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:04.146718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:04.150200] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2026-02-10T20:27:04.150476] [INFO ] [FORECASTER] Completed predict_future for MOS
[2026-02-10T20:27:04.150624] [INFO ] [sig       ] MOS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:04.293043] [INFO ] [LOCAL     ] Saved forecast: MOS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MOS.txt
[2026-02-10T20:27:04.293208] [INFO ] [sig       ] [2013/3417] Completed MOS in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:04.293250] [INFO ] [sig       ] [2014/3417] Forecasting MP...
[2026-02-10T20:27:04.293281] [INFO ] [sig       ] Generating forecast for: MP
[2026-02-10T20:27:04.293311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2026-02-10T20:27:04.305638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2026-02-10T20:27:04.306031] [INFO ] [FORECASTER] Starting predict_future for MP
[2026-02-10T20:27:04.306890] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2026-02-10T20:27:04.306944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:04.306977] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:04.307004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:04.307062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:04.366791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:04.367724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:04.367813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:04.367847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:04.493366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:04.493523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:04.493562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:04.493611] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:04.497065] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2026-02-10T20:27:04.497339] [INFO ] [FORECASTER] Completed predict_future for MP
[2026-02-10T20:27:04.497466] [INFO ] [sig       ] MP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:04.644091] [INFO ] [LOCAL     ] Saved forecast: MP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MP.txt
[2026-02-10T20:27:04.644235] [INFO ] [sig       ] [2014/3417] Completed MP in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:04.644276] [INFO ] [sig       ] [2015/3417] Forecasting MPA...
[2026-02-10T20:27:04.644307] [INFO ] [sig       ] Generating forecast for: MPA
[2026-02-10T20:27:04.644345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2026-02-10T20:27:04.656546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2026-02-10T20:27:04.657159] [INFO ] [FORECASTER] Starting predict_future for MPA
[2026-02-10T20:27:04.658210] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2026-02-10T20:27:04.658264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:04.658333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:04.658362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:04.658421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:04.718551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:04.719864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:04.719951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:04.719984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:04.841242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:04.841406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:04.841478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:04.841521] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:04.845144] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=56.33%)
[2026-02-10T20:27:04.845470] [INFO ] [FORECASTER] Completed predict_future for MPA
[2026-02-10T20:27:04.845628] [INFO ] [sig       ] MPA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:05.005718] [INFO ] [LOCAL     ] Saved forecast: MPA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MPA.txt
[2026-02-10T20:27:05.005896] [INFO ] [sig       ] [2015/3417] Completed MPA in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.4m
[2026-02-10T20:27:05.005940] [INFO ] [sig       ] [2016/3417] Forecasting MPAA...
[2026-02-10T20:27:05.005969] [INFO ] [sig       ] Generating forecast for: MPAA
[2026-02-10T20:27:05.005999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2026-02-10T20:27:05.017797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2026-02-10T20:27:05.018152] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2026-02-10T20:27:05.018963] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2026-02-10T20:27:05.019017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:05.019049] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:05.019077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:05.019133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:05.076696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:05.077416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:05.077501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:05.077740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:05.206919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:05.207095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:05.207137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:05.207165] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:05.211151] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2026-02-10T20:27:05.211456] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2026-02-10T20:27:05.211613] [INFO ] [sig       ] MPAA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:05.354982] [INFO ] [LOCAL     ] Saved forecast: MPAA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MPAA.txt
[2026-02-10T20:27:05.355128] [INFO ] [sig       ] [2016/3417] Completed MPAA in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:05.355169] [INFO ] [sig       ] [2017/3417] Forecasting MPB...
[2026-02-10T20:27:05.355198] [INFO ] [sig       ] Generating forecast for: MPB
[2026-02-10T20:27:05.355228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2026-02-10T20:27:05.368012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2026-02-10T20:27:05.368317] [INFO ] [FORECASTER] Starting predict_future for MPB
[2026-02-10T20:27:05.369313] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2026-02-10T20:27:05.369367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:05.369399] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:05.369427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:05.369702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:05.427335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:05.428291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:05.428392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:05.428434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:05.550539] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:05.550721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:05.550764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:05.550793] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:05.554195] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2026-02-10T20:27:05.554469] [INFO ] [FORECASTER] Completed predict_future for MPB
[2026-02-10T20:27:05.554799] [INFO ] [sig       ] MPB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:05.699872] [INFO ] [LOCAL     ] Saved forecast: MPB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MPB.txt
[2026-02-10T20:27:05.700036] [INFO ] [sig       ] [2017/3417] Completed MPB in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:05.700079] [INFO ] [sig       ] [2018/3417] Forecasting MPC...
[2026-02-10T20:27:05.700109] [INFO ] [sig       ] Generating forecast for: MPC
[2026-02-10T20:27:05.700140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2026-02-10T20:27:05.711767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2026-02-10T20:27:05.712086] [INFO ] [FORECASTER] Starting predict_future for MPC
[2026-02-10T20:27:05.712912] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2026-02-10T20:27:05.712977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:05.713010] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:05.713037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:05.713094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:05.770986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:05.771925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:05.772015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:05.772048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:05.892125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:05.892276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:05.892315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:05.892375] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:05.895821] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2026-02-10T20:27:05.896093] [INFO ] [FORECASTER] Completed predict_future for MPC
[2026-02-10T20:27:05.896219] [INFO ] [sig       ] MPC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:06.037050] [INFO ] [LOCAL     ] Saved forecast: MPC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MPC.txt
[2026-02-10T20:27:06.037183] [INFO ] [sig       ] [2018/3417] Completed MPC in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:06.037223] [INFO ] [sig       ] [2019/3417] Forecasting MPX...
[2026-02-10T20:27:06.037252] [INFO ] [sig       ] Generating forecast for: MPX
[2026-02-10T20:27:06.037282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2026-02-10T20:27:06.048492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2026-02-10T20:27:06.049017] [INFO ] [FORECASTER] Starting predict_future for MPX
[2026-02-10T20:27:06.049988] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2026-02-10T20:27:06.050040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:06.050071] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:06.050097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:06.050152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:06.109000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:06.109934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:06.110015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:06.110048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:06.229912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:06.230072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:06.230112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:06.230142] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:06.233782] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2026-02-10T20:27:06.234056] [INFO ] [FORECASTER] Completed predict_future for MPX
[2026-02-10T20:27:06.234184] [INFO ] [sig       ] MPX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:06.388156] [INFO ] [LOCAL     ] Saved forecast: MPX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MPX.txt
[2026-02-10T20:27:06.388316] [INFO ] [sig       ] [2019/3417] Completed MPX in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:06.388356] [INFO ] [sig       ] [2020/3417] Forecasting MQ...
[2026-02-10T20:27:06.388388] [INFO ] [sig       ] Generating forecast for: MQ
[2026-02-10T20:27:06.388419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2026-02-10T20:27:06.400964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2026-02-10T20:27:06.401340] [INFO ] [FORECASTER] Starting predict_future for MQ
[2026-02-10T20:27:06.402405] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2026-02-10T20:27:06.402459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:06.402491] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:06.402731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:06.402792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:06.464406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:06.465249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:06.465336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:06.465369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:06.607301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:06.607473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:06.607515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:06.607545] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:06.611360] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2026-02-10T20:27:06.611883] [INFO ] [FORECASTER] Completed predict_future for MQ
[2026-02-10T20:27:06.612024] [INFO ] [sig       ] MQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:06.764873] [INFO ] [LOCAL     ] Saved forecast: MQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MQ.txt
[2026-02-10T20:27:06.765054] [INFO ] [sig       ] [2020/3417] Completed MQ in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:06.765103] [INFO ] [sig       ] [2021/3417] Forecasting MQY...
[2026-02-10T20:27:06.765141] [INFO ] [sig       ] Generating forecast for: MQY
[2026-02-10T20:27:06.765185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2026-02-10T20:27:06.778667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2026-02-10T20:27:06.779095] [INFO ] [FORECASTER] Starting predict_future for MQY
[2026-02-10T20:27:06.779961] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2026-02-10T20:27:06.780015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:06.780049] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:06.780077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:06.780135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:06.840764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:06.841752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:06.841843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:06.841877] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:06.972928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:06.973095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:06.973136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:06.973164] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:06.976843] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2026-02-10T20:27:06.977211] [INFO ] [FORECASTER] Completed predict_future for MQY
[2026-02-10T20:27:06.977359] [INFO ] [sig       ] MQY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:07.128412] [INFO ] [LOCAL     ] Saved forecast: MQY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MQY.txt
[2026-02-10T20:27:07.128612] [INFO ] [sig       ] [2021/3417] Completed MQY in 0.4s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:07.128663] [INFO ] [sig       ] [2022/3417] Forecasting MRAM...
[2026-02-10T20:27:07.128696] [INFO ] [sig       ] Generating forecast for: MRAM
[2026-02-10T20:27:07.128726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2026-02-10T20:27:07.141529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2026-02-10T20:27:07.141916] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2026-02-10T20:27:07.142727] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2026-02-10T20:27:07.142781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:07.142814] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:07.142842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:07.142899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:07.199794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:07.200690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:07.200773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:07.200807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:07.324192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:07.324360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:07.324402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:07.324431] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:07.327868] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2026-02-10T20:27:07.328173] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2026-02-10T20:27:07.328305] [INFO ] [sig       ] MRAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:07.469215] [INFO ] [LOCAL     ] Saved forecast: MRAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRAM.txt
[2026-02-10T20:27:07.469379] [INFO ] [sig       ] [2022/3417] Completed MRAM in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:07.469429] [INFO ] [sig       ] [2023/3417] Forecasting MRBK...
[2026-02-10T20:27:07.469465] [INFO ] [sig       ] Generating forecast for: MRBK
[2026-02-10T20:27:07.469501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2026-02-10T20:27:07.481516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2026-02-10T20:27:07.481874] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2026-02-10T20:27:07.482698] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2026-02-10T20:27:07.482751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:07.482784] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:07.482811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:07.482867] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:07.539619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:07.540413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:07.540497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:07.540531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:07.661929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:07.662089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:07.662130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:07.662161] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:07.665693] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2026-02-10T20:27:07.665983] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2026-02-10T20:27:07.666139] [INFO ] [sig       ] MRBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:07.817138] [INFO ] [LOCAL     ] Saved forecast: MRBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MRBK.txt
[2026-02-10T20:27:07.817336] [INFO ] [sig       ] [2023/3417] Completed MRBK in 0.3s | 2.80 sym/s | Total: 12.0m | ETA: 8.3m
[2026-02-10T20:27:07.817395] [INFO ] [sig       ] [2024/3417] Forecasting MRCC...
[2026-02-10T20:27:07.817429] [INFO ] [sig       ] Generating forecast for: MRCC
[2026-02-10T20:27:07.817463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2026-02-10T20:27:07.834435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2026-02-10T20:27:07.834829] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2026-02-10T20:27:07.835830] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2026-02-10T20:27:07.835885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:07.835917] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:07.835946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:07.836004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:07.897890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:07.899059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:07.899149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:07.899183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:08.034544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:08.034924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:08.034966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:08.034996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:08.039173] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2026-02-10T20:27:08.039475] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2026-02-10T20:27:08.039660] [INFO ] [sig       ] MRCC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:08.187253] [INFO ] [LOCAL     ] Saved forecast: MRCC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRCC.txt
[2026-02-10T20:27:08.187398] [INFO ] [sig       ] [2024/3417] Completed MRCC in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:08.187439] [INFO ] [sig       ] [2025/3417] Forecasting MRCY...
[2026-02-10T20:27:08.187470] [INFO ] [sig       ] Generating forecast for: MRCY
[2026-02-10T20:27:08.187501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2026-02-10T20:27:08.200104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2026-02-10T20:27:08.200407] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2026-02-10T20:27:08.201221] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2026-02-10T20:27:08.201275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:08.201307] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:08.201335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:08.201391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:08.259964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:08.260703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:08.260814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:08.260848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:08.385136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:08.385298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:08.385355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:08.385386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:08.388832] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2026-02-10T20:27:08.389113] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2026-02-10T20:27:08.389244] [INFO ] [sig       ] MRCY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:08.551953] [INFO ] [LOCAL     ] Saved forecast: MRCY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRCY.txt
[2026-02-10T20:27:08.552115] [INFO ] [sig       ] [2025/3417] Completed MRCY in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:08.552156] [INFO ] [sig       ] [2026/3417] Forecasting MRK...
[2026-02-10T20:27:08.552188] [INFO ] [sig       ] Generating forecast for: MRK
[2026-02-10T20:27:08.552220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2026-02-10T20:27:08.564702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2026-02-10T20:27:08.565137] [INFO ] [FORECASTER] Starting predict_future for MRK
[2026-02-10T20:27:08.566123] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2026-02-10T20:27:08.566184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:08.566219] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:08.566247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:08.566315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:08.627945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:08.628925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:08.629018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:08.629052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:08.761491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:08.761672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:08.761714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:08.761938] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:08.765350] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2026-02-10T20:27:08.765649] [INFO ] [FORECASTER] Completed predict_future for MRK
[2026-02-10T20:27:08.765782] [INFO ] [sig       ] MRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:08.906128] [INFO ] [LOCAL     ] Saved forecast: MRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRK.txt
[2026-02-10T20:27:08.906272] [INFO ] [sig       ] [2026/3417] Completed MRK in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:08.906311] [INFO ] [sig       ] [2027/3417] Forecasting MRM...
[2026-02-10T20:27:08.906341] [INFO ] [sig       ] Generating forecast for: MRM
[2026-02-10T20:27:08.906373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2026-02-10T20:27:08.918324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2026-02-10T20:27:08.918700] [INFO ] [FORECASTER] Starting predict_future for MRM
[2026-02-10T20:27:08.919515] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2026-02-10T20:27:08.919600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:08.919635] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:08.919662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:08.919719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:08.978269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:08.979127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:08.979231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:08.979265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:09.107065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:09.107226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:09.107268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:09.107298] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:09.110962] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2026-02-10T20:27:09.111251] [INFO ] [FORECASTER] Completed predict_future for MRM
[2026-02-10T20:27:09.111386] [INFO ] [sig       ] MRM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:09.256066] [INFO ] [LOCAL     ] Saved forecast: MRM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRM.txt
[2026-02-10T20:27:09.256216] [INFO ] [sig       ] [2027/3417] Completed MRM in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:09.256256] [INFO ] [sig       ] [2028/3417] Forecasting MRNA...
[2026-02-10T20:27:09.256289] [INFO ] [sig       ] Generating forecast for: MRNA
[2026-02-10T20:27:09.256325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2026-02-10T20:27:09.268218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2026-02-10T20:27:09.268604] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2026-02-10T20:27:09.269426] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2026-02-10T20:27:09.269492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:09.269533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:09.269567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:09.269654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:09.331346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:09.332206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:09.332295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:09.332329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:09.461546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:09.461729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:09.461780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:09.461826] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:09.465602] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2026-02-10T20:27:09.465938] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2026-02-10T20:27:09.466083] [INFO ] [sig       ] MRNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:09.605026] [INFO ] [LOCAL     ] Saved forecast: MRNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRNA.txt
[2026-02-10T20:27:09.605202] [INFO ] [sig       ] [2028/3417] Completed MRNA in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:09.605246] [INFO ] [sig       ] [2029/3417] Forecasting MRTN...
[2026-02-10T20:27:09.605276] [INFO ] [sig       ] Generating forecast for: MRTN
[2026-02-10T20:27:09.605306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2026-02-10T20:27:09.616771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2026-02-10T20:27:09.617093] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2026-02-10T20:27:09.617890] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2026-02-10T20:27:09.617942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:09.617986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:09.618014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:09.618096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:09.679424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:09.680257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:09.680341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:09.680375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:09.806272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:09.806442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:09.806485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:09.806515] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:09.810248] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=22.18%)
[2026-02-10T20:27:09.810608] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2026-02-10T20:27:09.810758] [INFO ] [sig       ] MRTN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:09.954792] [INFO ] [LOCAL     ] Saved forecast: MRTN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRTN.txt
[2026-02-10T20:27:09.954963] [INFO ] [sig       ] [2029/3417] Completed MRTN in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:09.955023] [INFO ] [sig       ] [2030/3417] Forecasting MRVI...
[2026-02-10T20:27:09.955057] [INFO ] [sig       ] Generating forecast for: MRVI
[2026-02-10T20:27:09.955088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2026-02-10T20:27:09.967210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2026-02-10T20:27:09.967560] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2026-02-10T20:27:09.968477] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2026-02-10T20:27:09.968544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:09.968605] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:09.968643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:09.968710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:10.030083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:10.030948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:10.031036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:10.031071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:10.159715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:10.159876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:10.159916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:10.159945] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:10.163401] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2026-02-10T20:27:10.163712] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2026-02-10T20:27:10.163847] [INFO ] [sig       ] MRVI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:10.307195] [INFO ] [LOCAL     ] Saved forecast: MRVI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRVI.txt
[2026-02-10T20:27:10.307350] [INFO ] [sig       ] [2030/3417] Completed MRVI in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:10.307399] [INFO ] [sig       ] [2031/3417] Forecasting MRVL...
[2026-02-10T20:27:10.307431] [INFO ] [sig       ] Generating forecast for: MRVL
[2026-02-10T20:27:10.307463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2026-02-10T20:27:10.319986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2026-02-10T20:27:10.320336] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2026-02-10T20:27:10.321225] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2026-02-10T20:27:10.321286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:10.321326] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:10.321360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:10.321435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:10.385041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:10.385835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:10.385930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:10.385984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:10.510674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:10.511019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:10.511063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:10.511093] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:10.514971] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2026-02-10T20:27:10.515257] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2026-02-10T20:27:10.515387] [INFO ] [sig       ] MRVL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:10.660298] [INFO ] [LOCAL     ] Saved forecast: MRVL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MRVL.txt
[2026-02-10T20:27:10.660448] [INFO ] [sig       ] [2031/3417] Completed MRVL in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.3m
[2026-02-10T20:27:10.660491] [INFO ] [sig       ] [2032/3417] Forecasting MRX...
[2026-02-10T20:27:10.660523] [INFO ] [sig       ] Generating forecast for: MRX
[2026-02-10T20:27:10.660553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2026-02-10T20:27:10.672945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2026-02-10T20:27:10.673306] [INFO ] [FORECASTER] Starting predict_future for MRX
[2026-02-10T20:27:10.674239] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2026-02-10T20:27:10.674302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:10.674399] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:10.674432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:10.674496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:10.732707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:10.733476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:10.733560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:10.733613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:10.853875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:10.854030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:10.854071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:10.854100] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:10.857546] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=17.67%)
[2026-02-10T20:27:10.857857] [INFO ] [FORECASTER] Completed predict_future for MRX
[2026-02-10T20:27:10.857990] [INFO ] [sig       ] MRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:11.002051] [INFO ] [LOCAL     ] Saved forecast: MRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MRX.txt
[2026-02-10T20:27:11.002216] [INFO ] [sig       ] [2032/3417] Completed MRX in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:11.002260] [INFO ] [sig       ] [2033/3417] Forecasting MS...
[2026-02-10T20:27:11.002309] [INFO ] [sig       ] Generating forecast for: MS
[2026-02-10T20:27:11.002349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2026-02-10T20:27:11.014979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2026-02-10T20:27:11.015342] [INFO ] [FORECASTER] Starting predict_future for MS
[2026-02-10T20:27:11.016348] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2026-02-10T20:27:11.016403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:11.016436] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:11.016464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:11.016532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:11.077627] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:11.078609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:11.078707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:11.078741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:11.211697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:11.211859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:11.211901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:11.211932] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:11.215601] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=45.62%)
[2026-02-10T20:27:11.215888] [INFO ] [FORECASTER] Completed predict_future for MS
[2026-02-10T20:27:11.216022] [INFO ] [sig       ] MS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:11.358860] [INFO ] [LOCAL     ] Saved forecast: MS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MS.txt
[2026-02-10T20:27:11.359014] [INFO ] [sig       ] [2033/3417] Completed MS in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:11.359060] [INFO ] [sig       ] [2034/3417] Forecasting MSA...
[2026-02-10T20:27:11.359092] [INFO ] [sig       ] Generating forecast for: MSA
[2026-02-10T20:27:11.359123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2026-02-10T20:27:11.371134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2026-02-10T20:27:11.371521] [INFO ] [FORECASTER] Starting predict_future for MSA
[2026-02-10T20:27:11.372342] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2026-02-10T20:27:11.372397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:11.372431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:11.372459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:11.372518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:11.432778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:11.433721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:11.433811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:11.433845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:11.559733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:11.559890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:11.559932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:11.559961] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:11.563491] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2026-02-10T20:27:11.563796] [INFO ] [FORECASTER] Completed predict_future for MSA
[2026-02-10T20:27:11.563932] [INFO ] [sig       ] MSA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:11.704810] [INFO ] [LOCAL     ] Saved forecast: MSA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSA.txt
[2026-02-10T20:27:11.704985] [INFO ] [sig       ] [2034/3417] Completed MSA in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:11.705029] [INFO ] [sig       ] [2035/3417] Forecasting MSB...
[2026-02-10T20:27:11.705061] [INFO ] [sig       ] Generating forecast for: MSB
[2026-02-10T20:27:11.705093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2026-02-10T20:27:11.716559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2026-02-10T20:27:11.716903] [INFO ] [FORECASTER] Starting predict_future for MSB
[2026-02-10T20:27:11.717747] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2026-02-10T20:27:11.717802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:11.717836] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:11.717865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:11.717923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:11.778942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:11.779837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:11.779928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:11.779962] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:11.905838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:11.906026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:11.906070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:11.906101] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:11.910260] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2026-02-10T20:27:11.910645] [INFO ] [FORECASTER] Completed predict_future for MSB
[2026-02-10T20:27:11.910801] [INFO ] [sig       ] MSB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:12.057492] [INFO ] [LOCAL     ] Saved forecast: MSB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSB.txt
[2026-02-10T20:27:12.057663] [INFO ] [sig       ] [2035/3417] Completed MSB in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:12.057708] [INFO ] [sig       ] [2036/3417] Forecasting MSBI...
[2026-02-10T20:27:12.057739] [INFO ] [sig       ] Generating forecast for: MSBI
[2026-02-10T20:27:12.057770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2026-02-10T20:27:12.071062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2026-02-10T20:27:12.071393] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2026-02-10T20:27:12.072232] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2026-02-10T20:27:12.072287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:12.072321] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:12.072348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:12.072406] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:12.133275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:12.134132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:12.134225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:12.134259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:12.279763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:12.279938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:12.279980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:12.280009] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:12.283661] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2026-02-10T20:27:12.283966] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2026-02-10T20:27:12.284099] [INFO ] [sig       ] MSBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:12.429094] [INFO ] [LOCAL     ] Saved forecast: MSBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MSBI.txt
[2026-02-10T20:27:12.429249] [INFO ] [sig       ] [2036/3417] Completed MSBI in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:12.429293] [INFO ] [sig       ] [2037/3417] Forecasting MSCI...
[2026-02-10T20:27:12.429324] [INFO ] [sig       ] Generating forecast for: MSCI
[2026-02-10T20:27:12.429355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2026-02-10T20:27:12.441154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2026-02-10T20:27:12.441506] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2026-02-10T20:27:12.442334] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2026-02-10T20:27:12.442389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:12.442422] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:12.442448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:12.442505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:12.502461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:12.503361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:12.503470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:12.503506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:12.627931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:12.628118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:12.628161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:12.628192] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:12.631884] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2026-02-10T20:27:12.632202] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2026-02-10T20:27:12.632344] [INFO ] [sig       ] MSCI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:12.778348] [INFO ] [LOCAL     ] Saved forecast: MSCI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSCI.txt
[2026-02-10T20:27:12.778538] [INFO ] [sig       ] [2037/3417] Completed MSCI in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:12.778604] [INFO ] [sig       ] [2038/3417] Forecasting MSD...
[2026-02-10T20:27:12.778638] [INFO ] [sig       ] Generating forecast for: MSD
[2026-02-10T20:27:12.778667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2026-02-10T20:27:12.791906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2026-02-10T20:27:12.792361] [INFO ] [FORECASTER] Starting predict_future for MSD
[2026-02-10T20:27:12.793280] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2026-02-10T20:27:12.793338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:12.793370] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:12.793397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:12.793455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:12.853011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:12.853849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:12.853933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:12.853968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:12.975302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:12.975464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:12.975505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:12.975535] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:12.979027] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=48.58%)
[2026-02-10T20:27:12.979313] [INFO ] [FORECASTER] Completed predict_future for MSD
[2026-02-10T20:27:12.979441] [INFO ] [sig       ] MSD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:13.130938] [INFO ] [LOCAL     ] Saved forecast: MSD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MSD.txt
[2026-02-10T20:27:13.131108] [INFO ] [sig       ] [2038/3417] Completed MSD in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:13.131154] [INFO ] [sig       ] [2039/3417] Forecasting MSEX...
[2026-02-10T20:27:13.131184] [INFO ] [sig       ] Generating forecast for: MSEX
[2026-02-10T20:27:13.131215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2026-02-10T20:27:13.142713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2026-02-10T20:27:13.143034] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2026-02-10T20:27:13.143854] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2026-02-10T20:27:13.143906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:13.143938] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:13.143966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:13.144023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:13.201956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:13.202753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:13.202851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:13.202885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:13.325974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:13.326143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:13.326185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:13.326214] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:13.329799] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2026-02-10T20:27:13.330080] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2026-02-10T20:27:13.330212] [INFO ] [sig       ] MSEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:13.472088] [INFO ] [LOCAL     ] Saved forecast: MSEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSEX.txt
[2026-02-10T20:27:13.472225] [INFO ] [sig       ] [2039/3417] Completed MSEX in 0.3s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:13.472266] [INFO ] [sig       ] [2040/3417] Forecasting MSFD...
[2026-02-10T20:27:13.472296] [INFO ] [sig       ] Generating forecast for: MSFD
[2026-02-10T20:27:13.472326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2026-02-10T20:27:13.486227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2026-02-10T20:27:13.486739] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2026-02-10T20:27:13.487817] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2026-02-10T20:27:13.487880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:13.487924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:13.487959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:13.488105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:13.550943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:13.551891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:13.551980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:13.552013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:13.676272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:13.676441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:13.676483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:13.676518] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:13.680230] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2026-02-10T20:27:13.680520] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2026-02-10T20:27:13.680678] [INFO ] [sig       ] MSFD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:13.835152] [INFO ] [LOCAL     ] Saved forecast: MSFD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSFD.txt
[2026-02-10T20:27:13.835343] [INFO ] [sig       ] [2040/3417] Completed MSFD in 0.4s | 2.80 sym/s | Total: 12.1m | ETA: 8.2m
[2026-02-10T20:27:13.835390] [INFO ] [sig       ] [2041/3417] Forecasting MSFL...
[2026-02-10T20:27:13.835421] [INFO ] [sig       ] Generating forecast for: MSFL
[2026-02-10T20:27:13.835451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2026-02-10T20:27:13.848144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2026-02-10T20:27:13.848544] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2026-02-10T20:27:13.849434] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2026-02-10T20:27:13.849488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:13.849521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:13.849548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:13.849626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:13.908600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:13.909550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:13.909660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:13.909693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:14.048414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:14.048601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:14.048644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:14.048673] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:14.052700] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=63.10%)
[2026-02-10T20:27:14.052984] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2026-02-10T20:27:14.053117] [INFO ] [sig       ] MSFL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:14.198445] [INFO ] [LOCAL     ] Saved forecast: MSFL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSFL.txt
[2026-02-10T20:27:14.198652] [INFO ] [sig       ] [2041/3417] Completed MSFL in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:14.198706] [INFO ] [sig       ] [2042/3417] Forecasting MSGE...
[2026-02-10T20:27:14.198742] [INFO ] [sig       ] Generating forecast for: MSGE
[2026-02-10T20:27:14.198772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2026-02-10T20:27:14.210197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2026-02-10T20:27:14.210567] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2026-02-10T20:27:14.211352] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2026-02-10T20:27:14.211417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:14.211450] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:14.211479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:14.211536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:14.270277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:14.271174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:14.271311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:14.271347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:14.396068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:14.396236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:14.396280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:14.396310] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:14.399932] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2026-02-10T20:27:14.400261] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2026-02-10T20:27:14.400407] [INFO ] [sig       ] MSGE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:14.541476] [INFO ] [LOCAL     ] Saved forecast: MSGE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSGE.txt
[2026-02-10T20:27:14.541658] [INFO ] [sig       ] [2042/3417] Completed MSGE in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:14.541704] [INFO ] [sig       ] [2043/3417] Forecasting MSGM...
[2026-02-10T20:27:14.541735] [INFO ] [sig       ] Generating forecast for: MSGM
[2026-02-10T20:27:14.541766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2026-02-10T20:27:14.552708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2026-02-10T20:27:14.553051] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2026-02-10T20:27:14.553845] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2026-02-10T20:27:14.553899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:14.553932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:14.553959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:14.554016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:14.610761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:14.611691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:14.611780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:14.612005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:14.727220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:14.727389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:14.727430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:14.727460] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:14.731092] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2026-02-10T20:27:14.731383] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2026-02-10T20:27:14.731519] [INFO ] [sig       ] MSGM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:14.873419] [INFO ] [LOCAL     ] Saved forecast: MSGM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MSGM.txt
[2026-02-10T20:27:14.873608] [INFO ] [sig       ] [2043/3417] Completed MSGM in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:14.873651] [INFO ] [sig       ] [2044/3417] Forecasting MSGS...
[2026-02-10T20:27:14.873682] [INFO ] [sig       ] Generating forecast for: MSGS
[2026-02-10T20:27:14.873712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2026-02-10T20:27:14.885150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2026-02-10T20:27:14.885512] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2026-02-10T20:27:14.886350] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2026-02-10T20:27:14.886406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:14.886439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:14.886466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:14.886523] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:14.943542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:14.944471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:14.944569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:14.944627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:15.080146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:15.080344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:15.080397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:15.080429] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:15.084662] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2026-02-10T20:27:15.085096] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2026-02-10T20:27:15.085271] [INFO ] [sig       ] MSGS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:15.229677] [INFO ] [LOCAL     ] Saved forecast: MSGS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSGS.txt
[2026-02-10T20:27:15.229846] [INFO ] [sig       ] [2044/3417] Completed MSGS in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:15.229888] [INFO ] [sig       ] [2045/3417] Forecasting MSI...
[2026-02-10T20:27:15.229918] [INFO ] [sig       ] Generating forecast for: MSI
[2026-02-10T20:27:15.229948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2026-02-10T20:27:15.241996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2026-02-10T20:27:15.242404] [INFO ] [FORECASTER] Starting predict_future for MSI
[2026-02-10T20:27:15.243249] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2026-02-10T20:27:15.243303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:15.243337] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:15.243363] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:15.243419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:15.300009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:15.300971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:15.301067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:15.301100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:15.423609] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:15.423780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:15.423822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:15.423852] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:15.427363] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=57.21%)
[2026-02-10T20:27:15.427662] [INFO ] [FORECASTER] Completed predict_future for MSI
[2026-02-10T20:27:15.427795] [INFO ] [sig       ] MSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:15.574778] [INFO ] [LOCAL     ] Saved forecast: MSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MSI.txt
[2026-02-10T20:27:15.574998] [INFO ] [sig       ] [2045/3417] Completed MSI in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:15.575046] [INFO ] [sig       ] [2046/3417] Forecasting MSM...
[2026-02-10T20:27:15.575078] [INFO ] [sig       ] Generating forecast for: MSM
[2026-02-10T20:27:15.575110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2026-02-10T20:27:15.586964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2026-02-10T20:27:15.587349] [INFO ] [FORECASTER] Starting predict_future for MSM
[2026-02-10T20:27:15.588243] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2026-02-10T20:27:15.588298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:15.588333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:15.588362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:15.588419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:15.651650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:15.652670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:15.652784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:15.652823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:15.790758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:15.790929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:15.791003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:15.791047] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:15.794624] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2026-02-10T20:27:15.794916] [INFO ] [FORECASTER] Completed predict_future for MSM
[2026-02-10T20:27:15.795053] [INFO ] [sig       ] MSM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:15.944410] [INFO ] [LOCAL     ] Saved forecast: MSM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MSM.txt
[2026-02-10T20:27:15.944603] [INFO ] [sig       ] [2046/3417] Completed MSM in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:15.944648] [INFO ] [sig       ] [2047/3417] Forecasting MTB...
[2026-02-10T20:27:15.944678] [INFO ] [sig       ] Generating forecast for: MTB
[2026-02-10T20:27:15.944710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2026-02-10T20:27:15.957808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2026-02-10T20:27:15.958422] [INFO ] [FORECASTER] Starting predict_future for MTB
[2026-02-10T20:27:15.959637] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2026-02-10T20:27:15.959705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:15.959745] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:15.959773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:15.959831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:16.021854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:16.022796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:16.022885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:16.022918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:16.153373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:16.153535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:16.153592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:16.153632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:16.157086] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2026-02-10T20:27:16.157384] [INFO ] [FORECASTER] Completed predict_future for MTB
[2026-02-10T20:27:16.157516] [INFO ] [sig       ] MTB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:16.300832] [INFO ] [LOCAL     ] Saved forecast: MTB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTB.txt
[2026-02-10T20:27:16.300992] [INFO ] [sig       ] [2047/3417] Completed MTB in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:16.301034] [INFO ] [sig       ] [2048/3417] Forecasting MTCH...
[2026-02-10T20:27:16.301065] [INFO ] [sig       ] Generating forecast for: MTCH
[2026-02-10T20:27:16.301094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2026-02-10T20:27:16.312826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2026-02-10T20:27:16.313183] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2026-02-10T20:27:16.314035] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2026-02-10T20:27:16.314089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:16.314123] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:16.314151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:16.314209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:16.372303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:16.373155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:16.373242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:16.373276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:16.499277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:16.499443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:16.499483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:16.499514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:16.503156] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2026-02-10T20:27:16.503481] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2026-02-10T20:27:16.503662] [INFO ] [sig       ] MTCH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:16.649347] [INFO ] [LOCAL     ] Saved forecast: MTCH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTCH.txt
[2026-02-10T20:27:16.649523] [INFO ] [sig       ] [2048/3417] Completed MTCH in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.2m
[2026-02-10T20:27:16.649587] [INFO ] [sig       ] [2049/3417] Forecasting MTG...
[2026-02-10T20:27:16.649624] [INFO ] [sig       ] Generating forecast for: MTG
[2026-02-10T20:27:16.649657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2026-02-10T20:27:16.661524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2026-02-10T20:27:16.661946] [INFO ] [FORECASTER] Starting predict_future for MTG
[2026-02-10T20:27:16.662797] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2026-02-10T20:27:16.662850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:16.662908] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:16.662935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:16.662992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:16.721552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:16.722488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:16.722631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:16.722669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:16.843244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:16.843410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:16.843470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:16.843501] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:16.847243] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2026-02-10T20:27:16.847610] [INFO ] [FORECASTER] Completed predict_future for MTG
[2026-02-10T20:27:16.847761] [INFO ] [sig       ] MTG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:16.997065] [INFO ] [LOCAL     ] Saved forecast: MTG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MTG.txt
[2026-02-10T20:27:16.997228] [INFO ] [sig       ] [2049/3417] Completed MTG in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:16.997269] [INFO ] [sig       ] [2050/3417] Forecasting MTH...
[2026-02-10T20:27:16.997299] [INFO ] [sig       ] Generating forecast for: MTH
[2026-02-10T20:27:16.997329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2026-02-10T20:27:17.008946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2026-02-10T20:27:17.009295] [INFO ] [FORECASTER] Starting predict_future for MTH
[2026-02-10T20:27:17.010168] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2026-02-10T20:27:17.010223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:17.010257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:17.010285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:17.010345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:17.069378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:17.070228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:17.070314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:17.070349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:17.187514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:17.187700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:17.187742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:17.187770] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:17.191396] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2026-02-10T20:27:17.191751] [INFO ] [FORECASTER] Completed predict_future for MTH
[2026-02-10T20:27:17.191893] [INFO ] [sig       ] MTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:17.337043] [INFO ] [LOCAL     ] Saved forecast: MTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MTH.txt
[2026-02-10T20:27:17.337180] [INFO ] [sig       ] [2050/3417] Completed MTH in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:17.337219] [INFO ] [sig       ] [2051/3417] Forecasting MTLS...
[2026-02-10T20:27:17.337250] [INFO ] [sig       ] Generating forecast for: MTLS
[2026-02-10T20:27:17.337281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2026-02-10T20:27:17.348741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2026-02-10T20:27:17.349255] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2026-02-10T20:27:17.350108] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2026-02-10T20:27:17.350163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:17.350197] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:17.350225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:17.350283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:17.415289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:17.416321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:17.416406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:17.416439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:17.539024] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:17.539176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:17.539216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:17.539245] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:17.542651] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=67.34%)
[2026-02-10T20:27:17.542923] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2026-02-10T20:27:17.543050] [INFO ] [sig       ] MTLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:17.687827] [INFO ] [LOCAL     ] Saved forecast: MTLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTLS.txt
[2026-02-10T20:27:17.687998] [INFO ] [sig       ] [2051/3417] Completed MTLS in 0.4s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:17.688121] [INFO ] [sig       ] [2052/3417] Forecasting MTN...
[2026-02-10T20:27:17.688175] [INFO ] [sig       ] Generating forecast for: MTN
[2026-02-10T20:27:17.688209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2026-02-10T20:27:17.700767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2026-02-10T20:27:17.701172] [INFO ] [FORECASTER] Starting predict_future for MTN
[2026-02-10T20:27:17.702064] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2026-02-10T20:27:17.702119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:17.702151] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:17.702178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:17.702235] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:17.762015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:17.763151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:17.763246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:17.763279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:17.889736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:17.889898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:17.889941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:17.890006] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:17.894682] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2026-02-10T20:27:17.895006] [INFO ] [FORECASTER] Completed predict_future for MTN
[2026-02-10T20:27:17.895157] [INFO ] [sig       ] MTN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:18.035598] [INFO ] [LOCAL     ] Saved forecast: MTN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTN.txt
[2026-02-10T20:27:18.035758] [INFO ] [sig       ] [2052/3417] Completed MTN in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:18.035799] [INFO ] [sig       ] [2053/3417] Forecasting MTRN...
[2026-02-10T20:27:18.035831] [INFO ] [sig       ] Generating forecast for: MTRN
[2026-02-10T20:27:18.035861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2026-02-10T20:27:18.046818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2026-02-10T20:27:18.047127] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2026-02-10T20:27:18.048019] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2026-02-10T20:27:18.048098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:18.048142] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:18.048170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:18.048226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:18.106511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:18.107201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:18.107281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:18.107314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:18.229684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:18.229876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:18.230112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:18.230141] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:18.233803] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=77.85%)
[2026-02-10T20:27:18.234084] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2026-02-10T20:27:18.234223] [INFO ] [sig       ] MTRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:18.375884] [INFO ] [LOCAL     ] Saved forecast: MTRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTRN.txt
[2026-02-10T20:27:18.376025] [INFO ] [sig       ] [2053/3417] Completed MTRN in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:18.376068] [INFO ] [sig       ] [2054/3417] Forecasting MTRX...
[2026-02-10T20:27:18.376099] [INFO ] [sig       ] Generating forecast for: MTRX
[2026-02-10T20:27:18.376129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2026-02-10T20:27:18.388148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2026-02-10T20:27:18.388481] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2026-02-10T20:27:18.389359] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2026-02-10T20:27:18.389413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:18.389446] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:18.389473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:18.389532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:18.446954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:18.447683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:18.447765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:18.447798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:18.570368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:18.570524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:18.570563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:18.570611] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:18.574057] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2026-02-10T20:27:18.574330] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2026-02-10T20:27:18.574458] [INFO ] [sig       ] MTRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:18.717434] [INFO ] [LOCAL     ] Saved forecast: MTRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MTRX.txt
[2026-02-10T20:27:18.717590] [INFO ] [sig       ] [2054/3417] Completed MTRX in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:18.717633] [INFO ] [sig       ] [2055/3417] Forecasting MTSI...
[2026-02-10T20:27:18.717665] [INFO ] [sig       ] Generating forecast for: MTSI
[2026-02-10T20:27:18.717696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2026-02-10T20:27:18.729058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2026-02-10T20:27:18.729411] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2026-02-10T20:27:18.730221] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2026-02-10T20:27:18.730274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:18.730305] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:18.730333] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:18.730389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:18.788779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:18.789728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:18.789818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:18.789853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:18.912974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:18.913137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:18.913177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:18.913205] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:18.916654] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2026-02-10T20:27:18.916946] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2026-02-10T20:27:18.917079] [INFO ] [sig       ] MTSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:19.065164] [INFO ] [LOCAL     ] Saved forecast: MTSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTSI.txt
[2026-02-10T20:27:19.065359] [INFO ] [sig       ] [2055/3417] Completed MTSI in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:19.065403] [INFO ] [sig       ] [2056/3417] Forecasting MTX...
[2026-02-10T20:27:19.065433] [INFO ] [sig       ] Generating forecast for: MTX
[2026-02-10T20:27:19.065480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2026-02-10T20:27:19.077369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2026-02-10T20:27:19.077734] [INFO ] [FORECASTER] Starting predict_future for MTX
[2026-02-10T20:27:19.078631] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2026-02-10T20:27:19.078695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:19.078735] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:19.078768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:19.078845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:19.136996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:19.137751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:19.137841] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:19.137877] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:19.256392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:19.256548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:19.256604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:19.256635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:19.260191] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2026-02-10T20:27:19.260467] [INFO ] [FORECASTER] Completed predict_future for MTX
[2026-02-10T20:27:19.260611] [INFO ] [sig       ] MTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:19.400274] [INFO ] [LOCAL     ] Saved forecast: MTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MTX.txt
[2026-02-10T20:27:19.400393] [INFO ] [sig       ] [2056/3417] Completed MTX in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:19.400432] [INFO ] [sig       ] [2057/3417] Forecasting MTZ...
[2026-02-10T20:27:19.400469] [INFO ] [sig       ] Generating forecast for: MTZ
[2026-02-10T20:27:19.400501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2026-02-10T20:27:19.411972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2026-02-10T20:27:19.412263] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2026-02-10T20:27:19.413060] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2026-02-10T20:27:19.413112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:19.413144] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:19.413170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:19.413227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:19.469871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:19.470470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:19.470550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:19.470600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:19.595022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:19.595155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:19.595194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:19.595222] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:19.598568] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2026-02-10T20:27:19.598892] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2026-02-10T20:27:19.599020] [INFO ] [sig       ] MTZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:19.740524] [INFO ] [LOCAL     ] Saved forecast: MTZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MTZ.txt
[2026-02-10T20:27:19.740704] [INFO ] [sig       ] [2057/3417] Completed MTZ in 0.3s | 2.80 sym/s | Total: 12.2m | ETA: 8.1m
[2026-02-10T20:27:19.740750] [INFO ] [sig       ] [2058/3417] Forecasting MUA...
[2026-02-10T20:27:19.740780] [INFO ] [sig       ] Generating forecast for: MUA
[2026-02-10T20:27:19.740811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2026-02-10T20:27:19.752519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2026-02-10T20:27:19.752871] [INFO ] [FORECASTER] Starting predict_future for MUA
[2026-02-10T20:27:19.753668] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2026-02-10T20:27:19.753724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:19.753758] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:19.753785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:19.753841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:19.812519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:19.813408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:19.813492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:19.813525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:19.937819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:19.937981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:19.938021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:19.938077] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:19.941523] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2026-02-10T20:27:19.941816] [INFO ] [FORECASTER] Completed predict_future for MUA
[2026-02-10T20:27:19.941945] [INFO ] [sig       ] MUA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:20.082762] [INFO ] [LOCAL     ] Saved forecast: MUA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MUA.txt
[2026-02-10T20:27:20.082927] [INFO ] [sig       ] [2058/3417] Completed MUA in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:20.082968] [INFO ] [sig       ] [2059/3417] Forecasting MUC...
[2026-02-10T20:27:20.082999] [INFO ] [sig       ] Generating forecast for: MUC
[2026-02-10T20:27:20.083030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2026-02-10T20:27:20.095041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2026-02-10T20:27:20.095408] [INFO ] [FORECASTER] Starting predict_future for MUC
[2026-02-10T20:27:20.096303] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2026-02-10T20:27:20.096359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:20.096391] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:20.096421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:20.096479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:20.154601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:20.155533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:20.155686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:20.155729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:20.281394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:20.281553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:20.281616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:20.281649] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:20.285752] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2026-02-10T20:27:20.286283] [INFO ] [FORECASTER] Completed predict_future for MUC
[2026-02-10T20:27:20.286453] [INFO ] [sig       ] MUC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:20.438116] [INFO ] [LOCAL     ] Saved forecast: MUC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MUC.txt
[2026-02-10T20:27:20.438309] [INFO ] [sig       ] [2059/3417] Completed MUC in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:20.438357] [INFO ] [sig       ] [2060/3417] Forecasting MUFG...
[2026-02-10T20:27:20.438389] [INFO ] [sig       ] Generating forecast for: MUFG
[2026-02-10T20:27:20.438424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2026-02-10T20:27:20.454233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2026-02-10T20:27:20.454767] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2026-02-10T20:27:20.455634] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2026-02-10T20:27:20.455688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:20.455723] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:20.455752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:20.455809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:20.515311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:20.516278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:20.516388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:20.516424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:20.642317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:20.642482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:20.642525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:20.642597] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:20.646082] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2026-02-10T20:27:20.646369] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2026-02-10T20:27:20.646501] [INFO ] [sig       ] MUFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:20.802616] [INFO ] [LOCAL     ] Saved forecast: MUFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MUFG.txt
[2026-02-10T20:27:20.802815] [INFO ] [sig       ] [2060/3417] Completed MUFG in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:20.802873] [INFO ] [sig       ] [2061/3417] Forecasting MUJ...
[2026-02-10T20:27:20.802904] [INFO ] [sig       ] Generating forecast for: MUJ
[2026-02-10T20:27:20.802940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2026-02-10T20:27:20.815373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2026-02-10T20:27:20.815804] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2026-02-10T20:27:20.816679] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2026-02-10T20:27:20.816735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:20.816770] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:20.816798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:20.816856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:20.874371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:20.875151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:20.875237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:20.875271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:21.001521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:21.001706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:21.001750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:21.001780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:21.005608] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2026-02-10T20:27:21.005934] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2026-02-10T20:27:21.006090] [INFO ] [sig       ] MUJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:21.154306] [INFO ] [LOCAL     ] Saved forecast: MUJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MUJ.txt
[2026-02-10T20:27:21.154457] [INFO ] [sig       ] [2061/3417] Completed MUJ in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:21.154499] [INFO ] [sig       ] [2062/3417] Forecasting MUSA...
[2026-02-10T20:27:21.154530] [INFO ] [sig       ] Generating forecast for: MUSA
[2026-02-10T20:27:21.154562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2026-02-10T20:27:21.165942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2026-02-10T20:27:21.166322] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2026-02-10T20:27:21.167135] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2026-02-10T20:27:21.167190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:21.167223] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:21.167251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:21.167309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:21.224776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:21.225680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:21.225770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:21.225824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:21.354634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:21.354840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:21.354889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:21.354923] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:21.358792] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2026-02-10T20:27:21.359088] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2026-02-10T20:27:21.359221] [INFO ] [sig       ] MUSA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:21.505802] [INFO ] [LOCAL     ] Saved forecast: MUSA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MUSA.txt
[2026-02-10T20:27:21.506001] [INFO ] [sig       ] [2062/3417] Completed MUSA in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:21.506044] [INFO ] [sig       ] [2063/3417] Forecasting MUX...
[2026-02-10T20:27:21.506086] [INFO ] [sig       ] Generating forecast for: MUX
[2026-02-10T20:27:21.506130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2026-02-10T20:27:21.517794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2026-02-10T20:27:21.518118] [INFO ] [FORECASTER] Starting predict_future for MUX
[2026-02-10T20:27:21.518945] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2026-02-10T20:27:21.518998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:21.519031] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:21.519058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:21.519120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:21.576850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:21.577481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:21.577560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:21.577610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:21.699685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:21.699830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:21.699869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:21.699898] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:21.703290] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2026-02-10T20:27:21.703567] [INFO ] [FORECASTER] Completed predict_future for MUX
[2026-02-10T20:27:21.703714] [INFO ] [sig       ] MUX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:21.846093] [INFO ] [LOCAL     ] Saved forecast: MUX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MUX.txt
[2026-02-10T20:27:21.846239] [INFO ] [sig       ] [2063/3417] Completed MUX in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:21.846279] [INFO ] [sig       ] [2064/3417] Forecasting MVBF...
[2026-02-10T20:27:21.846308] [INFO ] [sig       ] Generating forecast for: MVBF
[2026-02-10T20:27:21.846339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2026-02-10T20:27:21.857069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2026-02-10T20:27:21.857366] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2026-02-10T20:27:21.858210] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2026-02-10T20:27:21.858264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:21.858294] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:21.858332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:21.858389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:21.915741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:21.916666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:21.916755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:21.916788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:22.042100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:22.042314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:22.042366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:22.042406] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:22.046347] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2026-02-10T20:27:22.046685] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2026-02-10T20:27:22.046849] [INFO ] [sig       ] MVBF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:22.193671] [INFO ] [LOCAL     ] Saved forecast: MVBF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MVBF.txt
[2026-02-10T20:27:22.193860] [INFO ] [sig       ] [2064/3417] Completed MVBF in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.1m
[2026-02-10T20:27:22.193912] [INFO ] [sig       ] [2065/3417] Forecasting MVF...
[2026-02-10T20:27:22.193952] [INFO ] [sig       ] Generating forecast for: MVF
[2026-02-10T20:27:22.193984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2026-02-10T20:27:22.205329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2026-02-10T20:27:22.205707] [INFO ] [FORECASTER] Starting predict_future for MVF
[2026-02-10T20:27:22.206549] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2026-02-10T20:27:22.206623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:22.206658] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:22.206688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:22.206747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:22.266613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:22.267445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:22.267532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:22.267567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:22.389817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:22.389971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:22.390011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:22.390040] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:22.393454] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2026-02-10T20:27:22.393764] [INFO ] [FORECASTER] Completed predict_future for MVF
[2026-02-10T20:27:22.393918] [INFO ] [sig       ] MVF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:22.538299] [INFO ] [LOCAL     ] Saved forecast: MVF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MVF.txt
[2026-02-10T20:27:22.538443] [INFO ] [sig       ] [2065/3417] Completed MVF in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:22.538485] [INFO ] [sig       ] [2066/3417] Forecasting MWA...
[2026-02-10T20:27:22.538515] [INFO ] [sig       ] Generating forecast for: MWA
[2026-02-10T20:27:22.538546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2026-02-10T20:27:22.549480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2026-02-10T20:27:22.549800] [INFO ] [FORECASTER] Starting predict_future for MWA
[2026-02-10T20:27:22.550619] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2026-02-10T20:27:22.550671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:22.550730] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:22.550759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:22.550815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:22.607679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:22.608571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:22.608695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:22.608739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:22.749747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:22.749925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:22.749969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:22.749997] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:22.753523] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2026-02-10T20:27:22.753849] [INFO ] [FORECASTER] Completed predict_future for MWA
[2026-02-10T20:27:22.753998] [INFO ] [sig       ] MWA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:22.901630] [INFO ] [LOCAL     ] Saved forecast: MWA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MWA.txt
[2026-02-10T20:27:22.901829] [INFO ] [sig       ] [2066/3417] Completed MWA in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:22.901886] [INFO ] [sig       ] [2067/3417] Forecasting MX...
[2026-02-10T20:27:22.901925] [INFO ] [sig       ] Generating forecast for: MX
[2026-02-10T20:27:22.901961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2026-02-10T20:27:22.913752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2026-02-10T20:27:22.914127] [INFO ] [FORECASTER] Starting predict_future for MX
[2026-02-10T20:27:22.914967] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2026-02-10T20:27:22.915020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:22.915052] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:22.915078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:22.915135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:22.972311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:22.973408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:22.973493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:22.973526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:23.094512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:23.094685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:23.094726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:23.094754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:23.098542] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2026-02-10T20:27:23.098836] [INFO ] [FORECASTER] Completed predict_future for MX
[2026-02-10T20:27:23.098967] [INFO ] [sig       ] MX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:23.242848] [INFO ] [LOCAL     ] Saved forecast: MX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MX.txt
[2026-02-10T20:27:23.242993] [INFO ] [sig       ] [2067/3417] Completed MX in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:23.243033] [INFO ] [sig       ] [2068/3417] Forecasting MXF...
[2026-02-10T20:27:23.243063] [INFO ] [sig       ] Generating forecast for: MXF
[2026-02-10T20:27:23.243095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2026-02-10T20:27:23.256041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2026-02-10T20:27:23.256360] [INFO ] [FORECASTER] Starting predict_future for MXF
[2026-02-10T20:27:23.257166] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2026-02-10T20:27:23.257219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:23.257253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:23.257281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:23.257340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:23.316304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:23.316980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:23.317060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:23.317093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:23.433612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:23.433773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:23.433815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:23.433845] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:23.437385] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2026-02-10T20:27:23.437707] [INFO ] [FORECASTER] Completed predict_future for MXF
[2026-02-10T20:27:23.437849] [INFO ] [sig       ] MXF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:23.580467] [INFO ] [LOCAL     ] Saved forecast: MXF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MXF.txt
[2026-02-10T20:27:23.580616] [INFO ] [sig       ] [2068/3417] Completed MXF in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:23.580657] [INFO ] [sig       ] [2069/3417] Forecasting MXL...
[2026-02-10T20:27:23.580688] [INFO ] [sig       ] Generating forecast for: MXL
[2026-02-10T20:27:23.580719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2026-02-10T20:27:23.593229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2026-02-10T20:27:23.593544] [INFO ] [FORECASTER] Starting predict_future for MXL
[2026-02-10T20:27:23.594402] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2026-02-10T20:27:23.594456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:23.594488] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:23.594515] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:23.594589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:23.655202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:23.655912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:23.655995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:23.656028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:23.781656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:23.781826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:23.781877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:23.781914] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:23.785498] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2026-02-10T20:27:23.785808] [INFO ] [FORECASTER] Completed predict_future for MXL
[2026-02-10T20:27:23.785941] [INFO ] [sig       ] MXL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:23.931641] [INFO ] [LOCAL     ] Saved forecast: MXL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MXL.txt
[2026-02-10T20:27:23.931808] [INFO ] [sig       ] [2069/3417] Completed MXL in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:23.931854] [INFO ] [sig       ] [2070/3417] Forecasting MYE...
[2026-02-10T20:27:23.931885] [INFO ] [sig       ] Generating forecast for: MYE
[2026-02-10T20:27:23.931916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2026-02-10T20:27:23.943601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2026-02-10T20:27:23.943916] [INFO ] [FORECASTER] Starting predict_future for MYE
[2026-02-10T20:27:23.944725] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2026-02-10T20:27:23.944778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:23.944810] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:23.944837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:23.944893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:24.004404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:24.005520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:24.005625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:24.005660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:24.127749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:24.127900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:24.127940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:24.127969] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:24.131447] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2026-02-10T20:27:24.131747] [INFO ] [FORECASTER] Completed predict_future for MYE
[2026-02-10T20:27:24.131884] [INFO ] [sig       ] MYE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:24.272986] [INFO ] [LOCAL     ] Saved forecast: MYE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MYE.txt
[2026-02-10T20:27:24.273152] [INFO ] [sig       ] [2070/3417] Completed MYE in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:24.273195] [INFO ] [sig       ] [2071/3417] Forecasting MYGN...
[2026-02-10T20:27:24.273226] [INFO ] [sig       ] Generating forecast for: MYGN
[2026-02-10T20:27:24.273258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2026-02-10T20:27:24.284828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2026-02-10T20:27:24.285155] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2026-02-10T20:27:24.285949] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2026-02-10T20:27:24.286003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:24.286034] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:24.286061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:24.286117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:24.344389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:24.345174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:24.345260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:24.345294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:24.470562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:24.470725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:24.470765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:24.470793] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:24.474176] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2026-02-10T20:27:24.474470] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2026-02-10T20:27:24.474617] [INFO ] [sig       ] MYGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:24.617852] [INFO ] [LOCAL     ] Saved forecast: MYGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MYGN.txt
[2026-02-10T20:27:24.618049] [INFO ] [sig       ] [2071/3417] Completed MYGN in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:24.618096] [INFO ] [sig       ] [2072/3417] Forecasting MYI...
[2026-02-10T20:27:24.618126] [INFO ] [sig       ] Generating forecast for: MYI
[2026-02-10T20:27:24.618158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2026-02-10T20:27:24.630732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2026-02-10T20:27:24.631145] [INFO ] [FORECASTER] Starting predict_future for MYI
[2026-02-10T20:27:24.632029] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2026-02-10T20:27:24.632085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:24.632118] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:24.632147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:24.632205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:24.706854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:24.708265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:24.708366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:24.708403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:24.838756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:24.838931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:24.838978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:24.839022] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:24.843021] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2026-02-10T20:27:24.843450] [INFO ] [FORECASTER] Completed predict_future for MYI
[2026-02-10T20:27:24.843641] [INFO ] [sig       ] MYI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:24.994167] [INFO ] [LOCAL     ] Saved forecast: MYI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MYI.txt
[2026-02-10T20:27:24.994332] [INFO ] [sig       ] [2072/3417] Completed MYI in 0.4s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:24.994392] [INFO ] [sig       ] [2073/3417] Forecasting MYN...
[2026-02-10T20:27:24.994430] [INFO ] [sig       ] Generating forecast for: MYN
[2026-02-10T20:27:24.994463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2026-02-10T20:27:25.006148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2026-02-10T20:27:25.006530] [INFO ] [FORECASTER] Starting predict_future for MYN
[2026-02-10T20:27:25.007351] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2026-02-10T20:27:25.007405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:25.007439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:25.007466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:25.007524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:25.066156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:25.066981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:25.067080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:25.067117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:25.188886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:25.189059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:25.189118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:25.189149] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:25.192745] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2026-02-10T20:27:25.193069] [INFO ] [FORECASTER] Completed predict_future for MYN
[2026-02-10T20:27:25.193212] [INFO ] [sig       ] MYN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:25.337714] [INFO ] [LOCAL     ] Saved forecast: MYN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/MYN.txt
[2026-02-10T20:27:25.337868] [INFO ] [sig       ] [2073/3417] Completed MYN in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:25.337909] [INFO ] [sig       ] [2074/3417] Forecasting MYRG...
[2026-02-10T20:27:25.337941] [INFO ] [sig       ] Generating forecast for: MYRG
[2026-02-10T20:27:25.337972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2026-02-10T20:27:25.350007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2026-02-10T20:27:25.350337] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2026-02-10T20:27:25.351190] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2026-02-10T20:27:25.351245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:25.351279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:25.351307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:25.351366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:25.411902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:25.412804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:25.412889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:25.412922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:25.530864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:25.531037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:25.531078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:25.531106] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:25.534564] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2026-02-10T20:27:25.534859] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2026-02-10T20:27:25.534985] [INFO ] [sig       ] MYRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:25.675326] [INFO ] [LOCAL     ] Saved forecast: MYRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/MYRG.txt
[2026-02-10T20:27:25.675484] [INFO ] [sig       ] [2074/3417] Completed MYRG in 0.3s | 2.80 sym/s | Total: 12.3m | ETA: 8.0m
[2026-02-10T20:27:25.675537] [INFO ] [sig       ] [2075/3417] Forecasting NA...
[2026-02-10T20:27:25.675584] [INFO ] [sig       ] Generating forecast for: NA
[2026-02-10T20:27:25.675619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2026-02-10T20:27:25.687106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2026-02-10T20:27:25.687406] [INFO ] [FORECASTER] Starting predict_future for NA
[2026-02-10T20:27:25.688362] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2026-02-10T20:27:25.688415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:25.688447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:25.688473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:25.688529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:25.745414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:25.746332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:25.746416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:25.746449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:25.865744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:25.865910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:25.865959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:25.865993] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:25.869437] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2026-02-10T20:27:25.869736] [INFO ] [FORECASTER] Completed predict_future for NA
[2026-02-10T20:27:25.869882] [INFO ] [sig       ] NA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:26.012539] [INFO ] [LOCAL     ] Saved forecast: NA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NA.txt
[2026-02-10T20:27:26.012726] [INFO ] [sig       ] [2075/3417] Completed NA in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:26.012769] [INFO ] [sig       ] [2076/3417] Forecasting NAAS...
[2026-02-10T20:27:26.012798] [INFO ] [sig       ] Generating forecast for: NAAS
[2026-02-10T20:27:26.012829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2026-02-10T20:27:26.023955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2026-02-10T20:27:26.024339] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2026-02-10T20:27:26.025137] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2026-02-10T20:27:26.025190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:26.025222] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:26.025250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:26.025308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:26.082149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:26.083006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:26.083121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:26.083156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:26.207112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:26.207293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:26.207346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:26.207378] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:26.211090] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2026-02-10T20:27:26.211392] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2026-02-10T20:27:26.211524] [INFO ] [sig       ] NAAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:26.358178] [INFO ] [LOCAL     ] Saved forecast: NAAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NAAS.txt
[2026-02-10T20:27:26.358337] [INFO ] [sig       ] [2076/3417] Completed NAAS in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:26.358380] [INFO ] [sig       ] [2077/3417] Forecasting NABL...
[2026-02-10T20:27:26.358410] [INFO ] [sig       ] Generating forecast for: NABL
[2026-02-10T20:27:26.358440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2026-02-10T20:27:26.370418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2026-02-10T20:27:26.370811] [INFO ] [FORECASTER] Starting predict_future for NABL
[2026-02-10T20:27:26.371751] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2026-02-10T20:27:26.371810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:26.371859] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:26.371888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:26.371946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:26.435875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:26.436836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:26.436943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:26.436986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:26.561158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:26.561314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:26.561357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:26.561386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:26.564911] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2026-02-10T20:27:26.565193] [INFO ] [FORECASTER] Completed predict_future for NABL
[2026-02-10T20:27:26.565322] [INFO ] [sig       ] NABL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:26.715557] [INFO ] [LOCAL     ] Saved forecast: NABL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NABL.txt
[2026-02-10T20:27:26.715758] [INFO ] [sig       ] [2077/3417] Completed NABL in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:26.715802] [INFO ] [sig       ] [2078/3417] Forecasting NAC...
[2026-02-10T20:27:26.715833] [INFO ] [sig       ] Generating forecast for: NAC
[2026-02-10T20:27:26.715871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2026-02-10T20:27:26.731215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2026-02-10T20:27:26.731620] [INFO ] [FORECASTER] Starting predict_future for NAC
[2026-02-10T20:27:26.732455] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2026-02-10T20:27:26.732512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:26.732545] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:26.732592] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:26.732654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:26.798795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:26.799772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:26.799869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:26.799907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:26.929535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:26.929719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:26.929761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:26.929790] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:26.933338] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=50.90%)
[2026-02-10T20:27:26.933718] [INFO ] [FORECASTER] Completed predict_future for NAC
[2026-02-10T20:27:26.933867] [INFO ] [sig       ] NAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:27.087710] [INFO ] [LOCAL     ] Saved forecast: NAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NAC.txt
[2026-02-10T20:27:27.087901] [INFO ] [sig       ] [2078/3417] Completed NAC in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:27.087945] [INFO ] [sig       ] [2079/3417] Forecasting NAD...
[2026-02-10T20:27:27.087977] [INFO ] [sig       ] Generating forecast for: NAD
[2026-02-10T20:27:27.088008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2026-02-10T20:27:27.100445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2026-02-10T20:27:27.100913] [INFO ] [FORECASTER] Starting predict_future for NAD
[2026-02-10T20:27:27.101838] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2026-02-10T20:27:27.101907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:27.101947] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:27.101981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:27.102050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:27.161747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:27.162846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:27.162934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:27.162969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:27.292804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:27.292966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:27.293007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:27.293037] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:27.296550] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2026-02-10T20:27:27.296875] [INFO ] [FORECASTER] Completed predict_future for NAD
[2026-02-10T20:27:27.297015] [INFO ] [sig       ] NAD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:27.445949] [INFO ] [LOCAL     ] Saved forecast: NAD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NAD.txt
[2026-02-10T20:27:27.446150] [INFO ] [sig       ] [2079/3417] Completed NAD in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:27.446193] [INFO ] [sig       ] [2080/3417] Forecasting NATH...
[2026-02-10T20:27:27.446224] [INFO ] [sig       ] Generating forecast for: NATH
[2026-02-10T20:27:27.446255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2026-02-10T20:27:27.457810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2026-02-10T20:27:27.458202] [INFO ] [FORECASTER] Starting predict_future for NATH
[2026-02-10T20:27:27.459044] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2026-02-10T20:27:27.459097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:27.459130] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:27.459158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:27.459215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:27.522904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:27.523966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:27.524057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:27.524091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:27.644128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:27.644288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:27.644331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:27.644362] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:27.648725] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=50.69%)
[2026-02-10T20:27:27.649052] [INFO ] [FORECASTER] Completed predict_future for NATH
[2026-02-10T20:27:27.649388] [INFO ] [sig       ] NATH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:27.802097] [INFO ] [LOCAL     ] Saved forecast: NATH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NATH.txt
[2026-02-10T20:27:27.802252] [INFO ] [sig       ] [2080/3417] Completed NATH in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:27.802295] [INFO ] [sig       ] [2081/3417] Forecasting NATL...
[2026-02-10T20:27:27.802332] [INFO ] [sig       ] Generating forecast for: NATL
[2026-02-10T20:27:27.802365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2026-02-10T20:27:27.816271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2026-02-10T20:27:27.816652] [INFO ] [FORECASTER] Starting predict_future for NATL
[2026-02-10T20:27:27.817670] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2026-02-10T20:27:27.817725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:27.817756] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:27.817786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:27.817843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:27.876695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:27.877538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:27.877635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:27.877669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:28.004328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:28.004479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:28.004518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:28.004546] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:28.008069] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=61.02%)
[2026-02-10T20:27:28.008352] [INFO ] [FORECASTER] Completed predict_future for NATL
[2026-02-10T20:27:28.008480] [INFO ] [sig       ] NATL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:28.153881] [INFO ] [LOCAL     ] Saved forecast: NATL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NATL.txt
[2026-02-10T20:27:28.154006] [INFO ] [sig       ] [2081/3417] Completed NATL in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 8.0m
[2026-02-10T20:27:28.154047] [INFO ] [sig       ] [2082/3417] Forecasting NAVI...
[2026-02-10T20:27:28.154077] [INFO ] [sig       ] Generating forecast for: NAVI
[2026-02-10T20:27:28.154107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2026-02-10T20:27:28.166073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2026-02-10T20:27:28.166371] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2026-02-10T20:27:28.167360] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2026-02-10T20:27:28.167414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:28.167449] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:28.167477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:28.167535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:28.227452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:28.228123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:28.228203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:28.228236] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:28.354444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:28.354639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:28.354682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:28.354713] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:28.358308] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2026-02-10T20:27:28.358625] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2026-02-10T20:27:28.358757] [INFO ] [sig       ] NAVI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:28.508240] [INFO ] [LOCAL     ] Saved forecast: NAVI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NAVI.txt
[2026-02-10T20:27:28.508375] [INFO ] [sig       ] [2082/3417] Completed NAVI in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:28.508426] [INFO ] [sig       ] [2083/3417] Forecasting NAZ...
[2026-02-10T20:27:28.508456] [INFO ] [sig       ] Generating forecast for: NAZ
[2026-02-10T20:27:28.508485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2026-02-10T20:27:28.520740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2026-02-10T20:27:28.521080] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2026-02-10T20:27:28.521871] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2026-02-10T20:27:28.521933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:28.522001] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:28.522036] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:28.522099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:28.584025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:28.584774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:28.584861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:28.584900] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:28.692938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:28.693079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:28.693118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:28.693146] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:28.696714] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2026-02-10T20:27:28.696987] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2026-02-10T20:27:28.697112] [INFO ] [sig       ] NAZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:28.842125] [INFO ] [LOCAL     ] Saved forecast: NAZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NAZ.txt
[2026-02-10T20:27:28.842254] [INFO ] [sig       ] [2083/3417] Completed NAZ in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:28.842294] [INFO ] [sig       ] [2084/3417] Forecasting NB...
[2026-02-10T20:27:28.842323] [INFO ] [sig       ] Generating forecast for: NB
[2026-02-10T20:27:28.842354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2026-02-10T20:27:28.853588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2026-02-10T20:27:28.853862] [INFO ] [FORECASTER] Starting predict_future for NB
[2026-02-10T20:27:28.854648] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2026-02-10T20:27:28.854701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:28.854732] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:28.854759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:28.854824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:28.914114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:28.914767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:28.914847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:28.914879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:29.043612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:29.043771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:29.043812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:29.043859] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:29.047624] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2026-02-10T20:27:29.047909] [INFO ] [FORECASTER] Completed predict_future for NB
[2026-02-10T20:27:29.048062] [INFO ] [sig       ] NB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:29.194788] [INFO ] [LOCAL     ] Saved forecast: NB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NB.txt
[2026-02-10T20:27:29.194945] [INFO ] [sig       ] [2084/3417] Completed NB in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:29.194995] [INFO ] [sig       ] [2085/3417] Forecasting NBB...
[2026-02-10T20:27:29.195031] [INFO ] [sig       ] Generating forecast for: NBB
[2026-02-10T20:27:29.195063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2026-02-10T20:27:29.207021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2026-02-10T20:27:29.207362] [INFO ] [FORECASTER] Starting predict_future for NBB
[2026-02-10T20:27:29.208201] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2026-02-10T20:27:29.208254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:29.208287] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:29.208315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:29.208371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:29.267477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:29.268390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:29.268477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:29.268511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:29.391519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:29.391695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:29.391738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:29.391768] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:29.395412] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=17.64%)
[2026-02-10T20:27:29.395736] [INFO ] [FORECASTER] Completed predict_future for NBB
[2026-02-10T20:27:29.395872] [INFO ] [sig       ] NBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:29.541435] [INFO ] [LOCAL     ] Saved forecast: NBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NBB.txt
[2026-02-10T20:27:29.541588] [INFO ] [sig       ] [2085/3417] Completed NBB in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:29.541631] [INFO ] [sig       ] [2086/3417] Forecasting NBBK...
[2026-02-10T20:27:29.541664] [INFO ] [sig       ] Generating forecast for: NBBK
[2026-02-10T20:27:29.541696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2026-02-10T20:27:29.553521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2026-02-10T20:27:29.553838] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2026-02-10T20:27:29.554626] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2026-02-10T20:27:29.554680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:29.554712] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:29.554740] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:29.554797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:29.617148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:29.617873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:29.617957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:29.618007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:29.741894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:29.742061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:29.742103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:29.742136] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:29.745810] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2026-02-10T20:27:29.746098] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2026-02-10T20:27:29.746420] [INFO ] [sig       ] NBBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:29.903059] [INFO ] [LOCAL     ] Saved forecast: NBBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NBBK.txt
[2026-02-10T20:27:29.903271] [INFO ] [sig       ] [2086/3417] Completed NBBK in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:29.903317] [INFO ] [sig       ] [2087/3417] Forecasting NBHC...
[2026-02-10T20:27:29.903350] [INFO ] [sig       ] Generating forecast for: NBHC
[2026-02-10T20:27:29.903383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2026-02-10T20:27:29.917920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2026-02-10T20:27:29.918497] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2026-02-10T20:27:29.919524] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2026-02-10T20:27:29.919607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:29.919645] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:29.919674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:29.919732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:29.984413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:29.985355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:29.985448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:29.985484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:30.109677] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:30.109844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:30.109887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:30.109917] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:30.114085] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2026-02-10T20:27:30.114649] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2026-02-10T20:27:30.114796] [INFO ] [sig       ] NBHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:30.269380] [INFO ] [LOCAL     ] Saved forecast: NBHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NBHC.txt
[2026-02-10T20:27:30.269545] [INFO ] [sig       ] [2087/3417] Completed NBHC in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:30.269609] [INFO ] [sig       ] [2088/3417] Forecasting NBIX...
[2026-02-10T20:27:30.269642] [INFO ] [sig       ] Generating forecast for: NBIX
[2026-02-10T20:27:30.269672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2026-02-10T20:27:30.282672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2026-02-10T20:27:30.283077] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2026-02-10T20:27:30.283965] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2026-02-10T20:27:30.284033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:30.284074] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:30.284124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:30.284187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:30.350345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:30.351276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:30.351381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:30.351420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:30.485531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:30.485715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:30.485760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:30.485790] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:30.489840] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=39.25%)
[2026-02-10T20:27:30.490208] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2026-02-10T20:27:30.490363] [INFO ] [sig       ] NBIX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:30.638660] [INFO ] [LOCAL     ] Saved forecast: NBIX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NBIX.txt
[2026-02-10T20:27:30.638798] [INFO ] [sig       ] [2088/3417] Completed NBIX in 0.4s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:30.638838] [INFO ] [sig       ] [2089/3417] Forecasting NBN...
[2026-02-10T20:27:30.638869] [INFO ] [sig       ] Generating forecast for: NBN
[2026-02-10T20:27:30.638900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2026-02-10T20:27:30.652014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2026-02-10T20:27:30.652327] [INFO ] [FORECASTER] Starting predict_future for NBN
[2026-02-10T20:27:30.653131] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2026-02-10T20:27:30.653184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:30.653217] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:30.653244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:30.653301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:30.711537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:30.712389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:30.712476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:30.712510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:30.836339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:30.836499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:30.836539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:30.836585] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:30.840090] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2026-02-10T20:27:30.840376] [INFO ] [FORECASTER] Completed predict_future for NBN
[2026-02-10T20:27:30.840503] [INFO ] [sig       ] NBN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:30.981367] [INFO ] [LOCAL     ] Saved forecast: NBN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NBN.txt
[2026-02-10T20:27:30.981534] [INFO ] [sig       ] [2089/3417] Completed NBN in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:30.981599] [INFO ] [sig       ] [2090/3417] Forecasting NBTB...
[2026-02-10T20:27:30.981635] [INFO ] [sig       ] Generating forecast for: NBTB
[2026-02-10T20:27:30.981665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2026-02-10T20:27:30.992937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2026-02-10T20:27:30.993329] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2026-02-10T20:27:30.994135] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2026-02-10T20:27:30.994189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:30.994221] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:30.994248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:30.994305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:31.056217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:31.057179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:31.057272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:31.057307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:31.179876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:31.180045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:31.180094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:31.180128] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:31.183569] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2026-02-10T20:27:31.183903] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2026-02-10T20:27:31.184047] [INFO ] [sig       ] NBTB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:31.327813] [INFO ] [LOCAL     ] Saved forecast: NBTB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NBTB.txt
[2026-02-10T20:27:31.327975] [INFO ] [sig       ] [2090/3417] Completed NBTB in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:31.328018] [INFO ] [sig       ] [2091/3417] Forecasting NBXG...
[2026-02-10T20:27:31.328068] [INFO ] [sig       ] Generating forecast for: NBXG
[2026-02-10T20:27:31.328101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2026-02-10T20:27:31.339731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2026-02-10T20:27:31.340118] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2026-02-10T20:27:31.340919] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2026-02-10T20:27:31.340972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:31.341007] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:31.341038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:31.341096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:31.397956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:31.398866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:31.398956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:31.398989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:31.519406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:31.519586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:31.519630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:31.519659] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:31.523180] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2026-02-10T20:27:31.523473] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2026-02-10T20:27:31.523623] [INFO ] [sig       ] NBXG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:31.668345] [INFO ] [LOCAL     ] Saved forecast: NBXG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NBXG.txt
[2026-02-10T20:27:31.668512] [INFO ] [sig       ] [2091/3417] Completed NBXG in 0.3s | 2.80 sym/s | Total: 12.4m | ETA: 7.9m
[2026-02-10T20:27:31.668552] [INFO ] [sig       ] [2092/3417] Forecasting NC...
[2026-02-10T20:27:31.668606] [INFO ] [sig       ] Generating forecast for: NC
[2026-02-10T20:27:31.668646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2026-02-10T20:27:31.679767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2026-02-10T20:27:31.680155] [INFO ] [FORECASTER] Starting predict_future for NC
[2026-02-10T20:27:31.681037] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2026-02-10T20:27:31.681094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:31.681128] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:31.681334] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:31.681393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:31.744834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:31.745770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:31.745863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:31.745898] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:31.851888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:31.852051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:31.852096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:31.852127] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:31.855594] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2026-02-10T20:27:31.855880] [INFO ] [FORECASTER] Completed predict_future for NC
[2026-02-10T20:27:31.856026] [INFO ] [sig       ] NC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:32.008300] [INFO ] [LOCAL     ] Saved forecast: NC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NC.txt
[2026-02-10T20:27:32.008470] [INFO ] [sig       ] [2092/3417] Completed NC in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:32.008512] [INFO ] [sig       ] [2093/3417] Forecasting NCA...
[2026-02-10T20:27:32.008545] [INFO ] [sig       ] Generating forecast for: NCA
[2026-02-10T20:27:32.008600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2026-02-10T20:27:32.019929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2026-02-10T20:27:32.020365] [INFO ] [FORECASTER] Starting predict_future for NCA
[2026-02-10T20:27:32.021278] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2026-02-10T20:27:32.021333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:32.021366] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:32.021395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:32.021453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:32.082900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:32.083847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:32.083985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:32.084022] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:32.216762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:32.216929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:32.216972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:32.217002] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:32.220656] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2026-02-10T20:27:32.220976] [INFO ] [FORECASTER] Completed predict_future for NCA
[2026-02-10T20:27:32.221126] [INFO ] [sig       ] NCA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:32.369313] [INFO ] [LOCAL     ] Saved forecast: NCA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NCA.txt
[2026-02-10T20:27:32.369484] [INFO ] [sig       ] [2093/3417] Completed NCA in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:32.369530] [INFO ] [sig       ] [2094/3417] Forecasting NCLH...
[2026-02-10T20:27:32.369563] [INFO ] [sig       ] Generating forecast for: NCLH
[2026-02-10T20:27:32.369621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2026-02-10T20:27:32.382665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2026-02-10T20:27:32.383089] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2026-02-10T20:27:32.383940] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2026-02-10T20:27:32.383995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:32.384029] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:32.384056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:32.384114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:32.443802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:32.444761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:32.444852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:32.444885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:32.569783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:32.569941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:32.569983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:32.570012] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:32.573548] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2026-02-10T20:27:32.573867] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2026-02-10T20:27:32.574011] [INFO ] [sig       ] NCLH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:32.717918] [INFO ] [LOCAL     ] Saved forecast: NCLH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NCLH.txt
[2026-02-10T20:27:32.718113] [INFO ] [sig       ] [2094/3417] Completed NCLH in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:32.718161] [INFO ] [sig       ] [2095/3417] Forecasting NCMI...
[2026-02-10T20:27:32.718192] [INFO ] [sig       ] Generating forecast for: NCMI
[2026-02-10T20:27:32.718224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2026-02-10T20:27:32.729560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2026-02-10T20:27:32.729941] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2026-02-10T20:27:32.730741] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2026-02-10T20:27:32.730793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:32.730826] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:32.730853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:32.730909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:32.789420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:32.790345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:32.790445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:32.790479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:32.913492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:32.913668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:32.913710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:32.913739] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:32.917180] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=54.21%)
[2026-02-10T20:27:32.917462] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2026-02-10T20:27:32.917610] [INFO ] [sig       ] NCMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:33.149948] [INFO ] [LOCAL     ] Saved forecast: NCMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NCMI.txt
[2026-02-10T20:27:33.150127] [INFO ] [sig       ] [2095/3417] Completed NCMI in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:33.150175] [INFO ] [sig       ] [2096/3417] Forecasting NCNA...
[2026-02-10T20:27:33.150206] [INFO ] [sig       ] Generating forecast for: NCNA
[2026-02-10T20:27:33.150237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2026-02-10T20:27:33.163479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2026-02-10T20:27:33.163889] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2026-02-10T20:27:33.164770] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2026-02-10T20:27:33.164824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:33.164857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:33.164884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:33.164941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:33.226353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:33.227268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:33.227360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:33.227394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:33.353966] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:33.354130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:33.354172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:33.354202] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:33.357731] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=22.14%)
[2026-02-10T20:27:33.358048] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2026-02-10T20:27:33.358193] [INFO ] [sig       ] NCNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:33.507510] [INFO ] [LOCAL     ] Saved forecast: NCNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NCNA.txt
[2026-02-10T20:27:33.507767] [INFO ] [sig       ] [2096/3417] Completed NCNA in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:33.507824] [INFO ] [sig       ] [2097/3417] Forecasting NCNO...
[2026-02-10T20:27:33.507870] [INFO ] [sig       ] Generating forecast for: NCNO
[2026-02-10T20:27:33.507913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2026-02-10T20:27:33.519858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2026-02-10T20:27:33.520257] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2026-02-10T20:27:33.521279] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2026-02-10T20:27:33.521333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:33.521366] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:33.521395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:33.521451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:33.584325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:33.585260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:33.585345] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:33.585378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:33.723495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:33.723695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:33.723736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:33.723766] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:33.727854] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2026-02-10T20:27:33.728207] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2026-02-10T20:27:33.728352] [INFO ] [sig       ] NCNO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:33.888384] [INFO ] [LOCAL     ] Saved forecast: NCNO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NCNO.txt
[2026-02-10T20:27:33.888561] [INFO ] [sig       ] [2097/3417] Completed NCNO in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:33.888624] [INFO ] [sig       ] [2098/3417] Forecasting NCTY...
[2026-02-10T20:27:33.888656] [INFO ] [sig       ] Generating forecast for: NCTY
[2026-02-10T20:27:33.888687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2026-02-10T20:27:33.900501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2026-02-10T20:27:33.900881] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2026-02-10T20:27:33.901895] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2026-02-10T20:27:33.901949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:33.901981] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:33.902009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:33.902065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:33.962881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:33.963978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:33.964074] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:33.964115] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:34.086100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:34.086263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:34.086304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:34.086334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:34.090646] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2026-02-10T20:27:34.090942] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2026-02-10T20:27:34.091074] [INFO ] [sig       ] NCTY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:34.234101] [INFO ] [LOCAL     ] Saved forecast: NCTY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NCTY.txt
[2026-02-10T20:27:34.234267] [INFO ] [sig       ] [2098/3417] Completed NCTY in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.9m
[2026-02-10T20:27:34.234309] [INFO ] [sig       ] [2099/3417] Forecasting NCZ...
[2026-02-10T20:27:34.234339] [INFO ] [sig       ] Generating forecast for: NCZ
[2026-02-10T20:27:34.234370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2026-02-10T20:27:34.246010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2026-02-10T20:27:34.246379] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2026-02-10T20:27:34.247196] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2026-02-10T20:27:34.247251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:34.247284] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:34.247312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:34.247369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:34.307776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:34.308621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:34.308708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:34.308741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:34.432320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:34.432476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:34.432516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:34.432546] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:34.435989] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2026-02-10T20:27:34.436287] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2026-02-10T20:27:34.436419] [INFO ] [sig       ] NCZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:34.579441] [INFO ] [LOCAL     ] Saved forecast: NCZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NCZ.txt
[2026-02-10T20:27:34.579594] [INFO ] [sig       ] [2099/3417] Completed NCZ in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:34.579637] [INFO ] [sig       ] [2100/3417] Forecasting NDAQ...
[2026-02-10T20:27:34.579666] [INFO ] [sig       ] Generating forecast for: NDAQ
[2026-02-10T20:27:34.579696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2026-02-10T20:27:34.591029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2026-02-10T20:27:34.591354] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2026-02-10T20:27:34.592142] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2026-02-10T20:27:34.592195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:34.592253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:34.592282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:34.592338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:34.653071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:34.653830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:34.653912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:34.653946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:34.780099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:34.780263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:34.780498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:34.780527] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:34.784280] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2026-02-10T20:27:34.784554] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2026-02-10T20:27:34.784703] [INFO ] [sig       ] NDAQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:34.928460] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NDAQ.txt
[2026-02-10T20:27:34.928631] [INFO ] [sig       ] [2100/3417] Completed NDAQ in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:34.928676] [INFO ] [sig       ] [2101/3417] Forecasting NDMO...
[2026-02-10T20:27:34.928711] [INFO ] [sig       ] Generating forecast for: NDMO
[2026-02-10T20:27:34.928741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2026-02-10T20:27:34.939854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2026-02-10T20:27:34.940176] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2026-02-10T20:27:34.940975] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2026-02-10T20:27:34.941039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:34.941072] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:34.941099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:34.941161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:34.999318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:35.000113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:35.000227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:35.000261] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:35.123846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:35.124011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:35.124058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:35.124094] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:35.127550] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2026-02-10T20:27:35.127863] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2026-02-10T20:27:35.127994] [INFO ] [sig       ] NDMO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:35.271175] [INFO ] [LOCAL     ] Saved forecast: NDMO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NDMO.txt
[2026-02-10T20:27:35.271342] [INFO ] [sig       ] [2101/3417] Completed NDMO in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:35.271384] [INFO ] [sig       ] [2102/3417] Forecasting NDRA...
[2026-02-10T20:27:35.271414] [INFO ] [sig       ] Generating forecast for: NDRA
[2026-02-10T20:27:35.271444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2026-02-10T20:27:35.282604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2026-02-10T20:27:35.282941] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2026-02-10T20:27:35.283733] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2026-02-10T20:27:35.283786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:35.283819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:35.283845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:35.283901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:35.340605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:35.341484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:35.341570] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:35.341626] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:35.460684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:35.460860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:35.460902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:35.460930] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:35.464816] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2026-02-10T20:27:35.465193] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2026-02-10T20:27:35.465337] [INFO ] [sig       ] NDRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:35.610331] [INFO ] [LOCAL     ] Saved forecast: NDRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NDRA.txt
[2026-02-10T20:27:35.610715] [INFO ] [sig       ] [2102/3417] Completed NDRA in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:35.610758] [INFO ] [sig       ] [2103/3417] Forecasting NDSN...
[2026-02-10T20:27:35.610787] [INFO ] [sig       ] Generating forecast for: NDSN
[2026-02-10T20:27:35.610818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2026-02-10T20:27:35.623221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2026-02-10T20:27:35.623613] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2026-02-10T20:27:35.624479] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2026-02-10T20:27:35.624535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:35.624584] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:35.624615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:35.624674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:35.685983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:35.686890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:35.687011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:35.687045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:35.813917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:35.814078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:35.814119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:35.814202] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:35.817762] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2026-02-10T20:27:35.818077] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2026-02-10T20:27:35.818219] [INFO ] [sig       ] NDSN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:35.962339] [INFO ] [LOCAL     ] Saved forecast: NDSN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NDSN.txt
[2026-02-10T20:27:35.962498] [INFO ] [sig       ] [2103/3417] Completed NDSN in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:35.962537] [INFO ] [sig       ] [2104/3417] Forecasting NE...
[2026-02-10T20:27:35.962568] [INFO ] [sig       ] Generating forecast for: NE
[2026-02-10T20:27:35.962624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2026-02-10T20:27:35.973963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2026-02-10T20:27:35.974319] [INFO ] [FORECASTER] Starting predict_future for NE
[2026-02-10T20:27:35.975115] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2026-02-10T20:27:35.975168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:35.975201] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:35.975227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:35.975284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:36.032191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:36.033077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:36.033166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:36.033199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:36.155861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:36.156025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:36.156065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:36.156093] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:36.159694] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2026-02-10T20:27:36.159982] [INFO ] [FORECASTER] Completed predict_future for NE
[2026-02-10T20:27:36.160112] [INFO ] [sig       ] NE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:36.301998] [INFO ] [LOCAL     ] Saved forecast: NE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NE.txt
[2026-02-10T20:27:36.302161] [INFO ] [sig       ] [2104/3417] Completed NE in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:36.302209] [INFO ] [sig       ] [2105/3417] Forecasting NEA...
[2026-02-10T20:27:36.302242] [INFO ] [sig       ] Generating forecast for: NEA
[2026-02-10T20:27:36.302273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2026-02-10T20:27:36.314069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2026-02-10T20:27:36.314452] [INFO ] [FORECASTER] Starting predict_future for NEA
[2026-02-10T20:27:36.315272] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2026-02-10T20:27:36.315325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:36.315357] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:36.315384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:36.315441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:36.372485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:36.373398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:36.373487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:36.373520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:36.499303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:36.499458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:36.499499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:36.499528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:36.503002] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2026-02-10T20:27:36.503291] [INFO ] [FORECASTER] Completed predict_future for NEA
[2026-02-10T20:27:36.503423] [INFO ] [sig       ] NEA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:36.642973] [INFO ] [LOCAL     ] Saved forecast: NEA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NEA.txt
[2026-02-10T20:27:36.643109] [INFO ] [sig       ] [2105/3417] Completed NEA in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:36.643148] [INFO ] [sig       ] [2106/3417] Forecasting NECB...
[2026-02-10T20:27:36.643181] [INFO ] [sig       ] Generating forecast for: NECB
[2026-02-10T20:27:36.643214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2026-02-10T20:27:36.654364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2026-02-10T20:27:36.654683] [INFO ] [FORECASTER] Starting predict_future for NECB
[2026-02-10T20:27:36.655497] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2026-02-10T20:27:36.655551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:36.655602] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:36.655634] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:36.655690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:36.713364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:36.714280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:36.714368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:36.714401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:36.836973] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:36.837136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:36.837177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:36.837205] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:36.840857] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2026-02-10T20:27:36.841134] [INFO ] [FORECASTER] Completed predict_future for NECB
[2026-02-10T20:27:36.841279] [INFO ] [sig       ] NECB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:36.988848] [INFO ] [LOCAL     ] Saved forecast: NECB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NECB.txt
[2026-02-10T20:27:36.989037] [INFO ] [sig       ] [2106/3417] Completed NECB in 0.3s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:36.989094] [INFO ] [sig       ] [2107/3417] Forecasting NEE...
[2026-02-10T20:27:36.989125] [INFO ] [sig       ] Generating forecast for: NEE
[2026-02-10T20:27:36.989155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2026-02-10T20:27:37.002155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2026-02-10T20:27:37.002521] [INFO ] [FORECASTER] Starting predict_future for NEE
[2026-02-10T20:27:37.003418] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2026-02-10T20:27:37.003473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:37.003515] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:37.003544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:37.003621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:37.089742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:37.090722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:37.090821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:37.090856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:37.216068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:37.216233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:37.216276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:37.216306] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:37.219985] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2026-02-10T20:27:37.220317] [INFO ] [FORECASTER] Completed predict_future for NEE
[2026-02-10T20:27:37.220453] [INFO ] [sig       ] NEE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:37.367857] [INFO ] [LOCAL     ] Saved forecast: NEE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NEE.txt
[2026-02-10T20:27:37.368024] [INFO ] [sig       ] [2107/3417] Completed NEE in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:37.368096] [INFO ] [sig       ] [2108/3417] Forecasting NEGG...
[2026-02-10T20:27:37.368126] [INFO ] [sig       ] Generating forecast for: NEGG
[2026-02-10T20:27:37.368159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2026-02-10T20:27:37.380856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2026-02-10T20:27:37.381287] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2026-02-10T20:27:37.382177] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2026-02-10T20:27:37.382233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:37.382266] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:37.382294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:37.382351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:37.446244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:37.447132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:37.447236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:37.447278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:37.567901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:37.568092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:37.568159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:37.568190] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:37.571931] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2026-02-10T20:27:37.572226] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2026-02-10T20:27:37.572364] [INFO ] [sig       ] NEGG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:37.719633] [INFO ] [LOCAL     ] Saved forecast: NEGG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NEGG.txt
[2026-02-10T20:27:37.719804] [INFO ] [sig       ] [2108/3417] Completed NEGG in 0.4s | 2.80 sym/s | Total: 12.5m | ETA: 7.8m
[2026-02-10T20:27:37.719850] [INFO ] [sig       ] [2109/3417] Forecasting NEM...
[2026-02-10T20:27:37.719882] [INFO ] [sig       ] Generating forecast for: NEM
[2026-02-10T20:27:37.719912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2026-02-10T20:27:37.733004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2026-02-10T20:27:37.733382] [INFO ] [FORECASTER] Starting predict_future for NEM
[2026-02-10T20:27:37.734201] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2026-02-10T20:27:37.734256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:37.734290] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:37.734317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:37.734375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:37.794528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:37.795808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:37.795918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:37.795956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:37.937263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:37.937425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:37.937476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:37.937511] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:37.942563] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2026-02-10T20:27:37.942995] [INFO ] [FORECASTER] Completed predict_future for NEM
[2026-02-10T20:27:37.943165] [INFO ] [sig       ] NEM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:38.087857] [INFO ] [LOCAL     ] Saved forecast: NEM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NEM.txt
[2026-02-10T20:27:38.088002] [INFO ] [sig       ] [2109/3417] Completed NEM in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-10T20:27:38.088073] [INFO ] [sig       ] [2110/3417] Forecasting NEOG...
[2026-02-10T20:27:38.088113] [INFO ] [sig       ] Generating forecast for: NEOG
[2026-02-10T20:27:38.088151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2026-02-10T20:27:38.100244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2026-02-10T20:27:38.100539] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2026-02-10T20:27:38.101355] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2026-02-10T20:27:38.101408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:38.101439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:38.101467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:38.101524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:38.160531] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:38.161314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:38.161440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:38.161475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:38.284251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:38.284650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:38.284693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:38.284722] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:38.288715] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2026-02-10T20:27:38.289093] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2026-02-10T20:27:38.289257] [INFO ] [sig       ] NEOG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:38.441023] [INFO ] [LOCAL     ] Saved forecast: NEOG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NEOG.txt
[2026-02-10T20:27:38.441187] [INFO ] [sig       ] [2110/3417] Completed NEOG in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-10T20:27:38.441228] [INFO ] [sig       ] [2111/3417] Forecasting NEON...
[2026-02-10T20:27:38.441259] [INFO ] [sig       ] Generating forecast for: NEON
[2026-02-10T20:27:38.441291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2026-02-10T20:27:38.453107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2026-02-10T20:27:38.453439] [INFO ] [FORECASTER] Starting predict_future for NEON
[2026-02-10T20:27:38.454245] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2026-02-10T20:27:38.454299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:38.454331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:38.454358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:38.454414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:38.515122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:38.516036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:38.516128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:38.516169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:38.643063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:38.643224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:38.643265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:38.643294] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:38.646761] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=30.98%)
[2026-02-10T20:27:38.647035] [INFO ] [FORECASTER] Completed predict_future for NEON
[2026-02-10T20:27:38.647163] [INFO ] [sig       ] NEON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:38.787367] [INFO ] [LOCAL     ] Saved forecast: NEON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NEON.txt
[2026-02-10T20:27:38.787516] [INFO ] [sig       ] [2111/3417] Completed NEON in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-10T20:27:38.787558] [INFO ] [sig       ] [2112/3417] Forecasting NEXA...
[2026-02-10T20:27:38.787607] [INFO ] [sig       ] Generating forecast for: NEXA
[2026-02-10T20:27:38.787639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2026-02-10T20:27:38.799681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2026-02-10T20:27:38.799993] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2026-02-10T20:27:38.800846] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2026-02-10T20:27:38.800902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:38.800948] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:38.800977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:38.801036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:38.859336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:38.860652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:38.860738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:38.860772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:38.979013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:38.979183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:38.979232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:38.979267] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:38.983350] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2026-02-10T20:27:38.983720] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2026-02-10T20:27:38.983874] [INFO ] [sig       ] NEXA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:39.138616] [INFO ] [LOCAL     ] Saved forecast: NEXA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NEXA.txt
[2026-02-10T20:27:39.138794] [INFO ] [sig       ] [2112/3417] Completed NEXA in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-10T20:27:39.138836] [INFO ] [sig       ] [2113/3417] Forecasting NEXN...
[2026-02-10T20:27:39.138864] [INFO ] [sig       ] Generating forecast for: NEXN
[2026-02-10T20:27:39.138894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2026-02-10T20:27:39.151307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2026-02-10T20:27:39.151740] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2026-02-10T20:27:39.152808] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2026-02-10T20:27:39.152872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:39.152906] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:39.152934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:39.152991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:39.215095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:39.216230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:39.216505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:39.216538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:39.339258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:39.339401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:39.339440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:39.339469] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:39.342842] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2026-02-10T20:27:39.343117] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2026-02-10T20:27:39.343264] [INFO ] [sig       ] NEXN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:39.485147] [INFO ] [LOCAL     ] Saved forecast: NEXN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NEXN.txt
[2026-02-10T20:27:39.485365] [INFO ] [sig       ] [2113/3417] Completed NEXN in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-10T20:27:39.485409] [INFO ] [sig       ] [2114/3417] Forecasting NFBK...
[2026-02-10T20:27:39.485439] [INFO ] [sig       ] Generating forecast for: NFBK
[2026-02-10T20:27:39.485469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2026-02-10T20:27:39.497314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2026-02-10T20:27:39.497641] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2026-02-10T20:27:39.498436] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2026-02-10T20:27:39.498491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:39.498523] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:39.498550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:39.498629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:39.555933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:39.556635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:39.556716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:39.556749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:39.680054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:39.680230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:39.680271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:39.680299] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:39.683708] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2026-02-10T20:27:39.683980] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2026-02-10T20:27:39.684109] [INFO ] [sig       ] NFBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:39.829598] [INFO ] [LOCAL     ] Saved forecast: NFBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NFBK.txt
[2026-02-10T20:27:39.829769] [INFO ] [sig       ] [2114/3417] Completed NFBK in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.8m
[2026-02-10T20:27:39.829812] [INFO ] [sig       ] [2115/3417] Forecasting NFE...
[2026-02-10T20:27:39.829842] [INFO ] [sig       ] Generating forecast for: NFE
[2026-02-10T20:27:39.829874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2026-02-10T20:27:39.842669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2026-02-10T20:27:39.843051] [INFO ] [FORECASTER] Starting predict_future for NFE
[2026-02-10T20:27:39.843852] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2026-02-10T20:27:39.843905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:39.843938] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:39.843966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:39.844022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:39.907064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:39.908157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:39.908259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:39.908299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:40.030111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:40.030272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:40.030311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:40.030340] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:40.033727] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=45.79%)
[2026-02-10T20:27:40.034000] [INFO ] [FORECASTER] Completed predict_future for NFE
[2026-02-10T20:27:40.034129] [INFO ] [sig       ] NFE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:40.181061] [INFO ] [LOCAL     ] Saved forecast: NFE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NFE.txt
[2026-02-10T20:27:40.181240] [INFO ] [sig       ] [2115/3417] Completed NFE in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:40.181286] [INFO ] [sig       ] [2116/3417] Forecasting NFG...
[2026-02-10T20:27:40.181327] [INFO ] [sig       ] Generating forecast for: NFG
[2026-02-10T20:27:40.181358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2026-02-10T20:27:40.193508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2026-02-10T20:27:40.193882] [INFO ] [FORECASTER] Starting predict_future for NFG
[2026-02-10T20:27:40.194685] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2026-02-10T20:27:40.194741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:40.194773] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:40.194800] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:40.194861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:40.253684] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:40.254536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:40.254641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:40.254676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:40.379023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:40.379165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:40.379211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:40.379247] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:40.382752] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2026-02-10T20:27:40.383073] [INFO ] [FORECASTER] Completed predict_future for NFG
[2026-02-10T20:27:40.383212] [INFO ] [sig       ] NFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:40.530510] [INFO ] [LOCAL     ] Saved forecast: NFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NFG.txt
[2026-02-10T20:27:40.530700] [INFO ] [sig       ] [2116/3417] Completed NFG in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:40.530747] [INFO ] [sig       ] [2117/3417] Forecasting NFJ...
[2026-02-10T20:27:40.530777] [INFO ] [sig       ] Generating forecast for: NFJ
[2026-02-10T20:27:40.530808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2026-02-10T20:27:40.543343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2026-02-10T20:27:40.543754] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2026-02-10T20:27:40.544666] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2026-02-10T20:27:40.544722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:40.544792] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:40.544822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:40.544890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:40.604903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:40.605816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:40.605904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:40.605938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:40.736427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:40.736609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:40.736654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:40.736685] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:40.740397] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2026-02-10T20:27:40.740717] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2026-02-10T20:27:40.740854] [INFO ] [sig       ] NFJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:40.892135] [INFO ] [LOCAL     ] Saved forecast: NFJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NFJ.txt
[2026-02-10T20:27:40.892283] [INFO ] [sig       ] [2117/3417] Completed NFJ in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:40.892326] [INFO ] [sig       ] [2118/3417] Forecasting NFLX...
[2026-02-10T20:27:40.892358] [INFO ] [sig       ] Generating forecast for: NFLX
[2026-02-10T20:27:40.892389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2026-02-10T20:27:40.904692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2026-02-10T20:27:40.905010] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2026-02-10T20:27:40.906044] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2026-02-10T20:27:40.906099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:40.906133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:40.906161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:40.906224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:40.970941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:40.971827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:40.971916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:40.971950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:41.099460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:41.099641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:41.099684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:41.099716] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:41.103400] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2026-02-10T20:27:41.103745] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2026-02-10T20:27:41.103891] [INFO ] [sig       ] NFLX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:41.256915] [INFO ] [LOCAL     ] Saved forecast: NFLX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NFLX.txt
[2026-02-10T20:27:41.257073] [INFO ] [sig       ] [2118/3417] Completed NFLX in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:41.257114] [INFO ] [sig       ] [2119/3417] Forecasting NFTY...
[2026-02-10T20:27:41.257143] [INFO ] [sig       ] Generating forecast for: NFTY
[2026-02-10T20:27:41.257174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2026-02-10T20:27:41.269141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2026-02-10T20:27:41.269476] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2026-02-10T20:27:41.270263] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2026-02-10T20:27:41.270317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:41.270350] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:41.270377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:41.270433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:41.331937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:41.332919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:41.333012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:41.333048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:41.452872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:41.453034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:41.453075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:41.453121] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:41.456720] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2026-02-10T20:27:41.457014] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2026-02-10T20:27:41.457149] [INFO ] [sig       ] NFTY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:41.620445] [INFO ] [LOCAL     ] Saved forecast: NFTY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NFTY.txt
[2026-02-10T20:27:41.620600] [INFO ] [sig       ] [2119/3417] Completed NFTY in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:41.620643] [INFO ] [sig       ] [2120/3417] Forecasting NGG...
[2026-02-10T20:27:41.620673] [INFO ] [sig       ] Generating forecast for: NGG
[2026-02-10T20:27:41.620704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2026-02-10T20:27:41.632003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2026-02-10T20:27:41.632323] [INFO ] [FORECASTER] Starting predict_future for NGG
[2026-02-10T20:27:41.633140] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2026-02-10T20:27:41.633193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:41.633225] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:41.633252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:41.633309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:41.691851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:41.692656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:41.692742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:41.692776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:41.823063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:41.823228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:41.823275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:41.823342] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:41.826936] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2026-02-10T20:27:41.827219] [INFO ] [FORECASTER] Completed predict_future for NGG
[2026-02-10T20:27:41.827350] [INFO ] [sig       ] NGG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:41.969120] [INFO ] [LOCAL     ] Saved forecast: NGG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NGG.txt
[2026-02-10T20:27:41.969281] [INFO ] [sig       ] [2120/3417] Completed NGG in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:41.969331] [INFO ] [sig       ] [2121/3417] Forecasting NGL...
[2026-02-10T20:27:41.969368] [INFO ] [sig       ] Generating forecast for: NGL
[2026-02-10T20:27:41.969404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2026-02-10T20:27:41.980921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2026-02-10T20:27:41.981218] [INFO ] [FORECASTER] Starting predict_future for NGL
[2026-02-10T20:27:41.982071] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2026-02-10T20:27:41.982125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:41.982158] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:41.982186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:41.982243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:42.042801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:42.043699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:42.043791] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:42.043843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:42.165077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:42.165240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:42.165287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:42.165329] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:42.169107] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2026-02-10T20:27:42.169406] [INFO ] [FORECASTER] Completed predict_future for NGL
[2026-02-10T20:27:42.169541] [INFO ] [sig       ] NGL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:42.315820] [INFO ] [LOCAL     ] Saved forecast: NGL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NGL.txt
[2026-02-10T20:27:42.315985] [INFO ] [sig       ] [2121/3417] Completed NGL in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:42.316027] [INFO ] [sig       ] [2122/3417] Forecasting NGNE...
[2026-02-10T20:27:42.316059] [INFO ] [sig       ] Generating forecast for: NGNE
[2026-02-10T20:27:42.316089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2026-02-10T20:27:42.327926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2026-02-10T20:27:42.328293] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2026-02-10T20:27:42.329120] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2026-02-10T20:27:42.329174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:42.329209] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:42.329238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:42.329296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:42.388005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:42.389160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:42.389252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:42.389286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:42.509108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:42.509267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:42.509322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:42.509358] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:42.512932] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2026-02-10T20:27:42.513225] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2026-02-10T20:27:42.513362] [INFO ] [sig       ] NGNE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:42.661616] [INFO ] [LOCAL     ] Saved forecast: NGNE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NGNE.txt
[2026-02-10T20:27:42.661788] [INFO ] [sig       ] [2122/3417] Completed NGNE in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:42.661834] [INFO ] [sig       ] [2123/3417] Forecasting NGS...
[2026-02-10T20:27:42.661864] [INFO ] [sig       ] Generating forecast for: NGS
[2026-02-10T20:27:42.661896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2026-02-10T20:27:42.673856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2026-02-10T20:27:42.674225] [INFO ] [FORECASTER] Starting predict_future for NGS
[2026-02-10T20:27:42.675063] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2026-02-10T20:27:42.675118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:42.675152] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:42.675179] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:42.675251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:42.734512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:42.735435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:42.735523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:42.735558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:42.857520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:42.857901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:42.857943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:42.857970] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:42.861493] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=25.90%)
[2026-02-10T20:27:42.861800] [INFO ] [FORECASTER] Completed predict_future for NGS
[2026-02-10T20:27:42.861931] [INFO ] [sig       ] NGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:43.012373] [INFO ] [LOCAL     ] Saved forecast: NGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NGS.txt
[2026-02-10T20:27:43.012542] [INFO ] [sig       ] [2123/3417] Completed NGS in 0.4s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:43.012609] [INFO ] [sig       ] [2124/3417] Forecasting NGVC...
[2026-02-10T20:27:43.012643] [INFO ] [sig       ] Generating forecast for: NGVC
[2026-02-10T20:27:43.012675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2026-02-10T20:27:43.025024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2026-02-10T20:27:43.025379] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2026-02-10T20:27:43.026250] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2026-02-10T20:27:43.026306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:43.026340] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:43.026368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:43.026425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:43.086819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:43.088289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:43.088379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:43.088412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:43.211162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:43.211337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:43.211387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:43.211419] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:43.214870] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2026-02-10T20:27:43.215148] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2026-02-10T20:27:43.215277] [INFO ] [sig       ] NGVC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:43.358644] [INFO ] [LOCAL     ] Saved forecast: NGVC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NGVC.txt
[2026-02-10T20:27:43.358845] [INFO ] [sig       ] [2124/3417] Completed NGVC in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:43.358902] [INFO ] [sig       ] [2125/3417] Forecasting NHI...
[2026-02-10T20:27:43.358944] [INFO ] [sig       ] Generating forecast for: NHI
[2026-02-10T20:27:43.358984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2026-02-10T20:27:43.371056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2026-02-10T20:27:43.371425] [INFO ] [FORECASTER] Starting predict_future for NHI
[2026-02-10T20:27:43.372280] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2026-02-10T20:27:43.372348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:43.372381] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:43.372408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:43.372464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:43.431356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:43.432252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:43.432339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:43.432372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:43.554838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:43.555003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:43.555045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:43.555076] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:43.558649] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2026-02-10T20:27:43.558937] [INFO ] [FORECASTER] Completed predict_future for NHI
[2026-02-10T20:27:43.559070] [INFO ] [sig       ] NHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:43.707459] [INFO ] [LOCAL     ] Saved forecast: NHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NHI.txt
[2026-02-10T20:27:43.707651] [INFO ] [sig       ] [2125/3417] Completed NHI in 0.3s | 2.80 sym/s | Total: 12.6m | ETA: 7.7m
[2026-02-10T20:27:43.707697] [INFO ] [sig       ] [2126/3417] Forecasting NHTC...
[2026-02-10T20:27:43.707727] [INFO ] [sig       ] Generating forecast for: NHTC
[2026-02-10T20:27:43.707756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2026-02-10T20:27:43.718975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2026-02-10T20:27:43.719330] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2026-02-10T20:27:43.720126] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2026-02-10T20:27:43.720179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:43.720211] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:43.720243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:43.720312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:43.779414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:43.780523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:43.780628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:43.780663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:43.889435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:43.889619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:43.889661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:43.889689] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:43.893119] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-10T20:27:43.893426] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2026-02-10T20:27:43.893554] [INFO ] [sig       ] NHTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:44.035697] [INFO ] [LOCAL     ] Saved forecast: NHTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NHTC.txt
[2026-02-10T20:27:44.035866] [INFO ] [sig       ] [2126/3417] Completed NHTC in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:44.035908] [INFO ] [sig       ] [2127/3417] Forecasting NI...
[2026-02-10T20:27:44.035937] [INFO ] [sig       ] Generating forecast for: NI
[2026-02-10T20:27:44.035967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2026-02-10T20:27:44.048296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2026-02-10T20:27:44.048703] [INFO ] [FORECASTER] Starting predict_future for NI
[2026-02-10T20:27:44.049509] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2026-02-10T20:27:44.049562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:44.049802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:44.049831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:44.049887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:44.108071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:44.108980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:44.109098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:44.109133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:44.233969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:44.234132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:44.234174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:44.234204] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:44.237802] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2026-02-10T20:27:44.238106] [INFO ] [FORECASTER] Completed predict_future for NI
[2026-02-10T20:27:44.238241] [INFO ] [sig       ] NI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:44.383378] [INFO ] [LOCAL     ] Saved forecast: NI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NI.txt
[2026-02-10T20:27:44.383545] [INFO ] [sig       ] [2127/3417] Completed NI in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:44.383606] [INFO ] [sig       ] [2128/3417] Forecasting NIC...
[2026-02-10T20:27:44.383638] [INFO ] [sig       ] Generating forecast for: NIC
[2026-02-10T20:27:44.383670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2026-02-10T20:27:44.395247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2026-02-10T20:27:44.395594] [INFO ] [FORECASTER] Starting predict_future for NIC
[2026-02-10T20:27:44.396362] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2026-02-10T20:27:44.396414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:44.396447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:44.396473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:44.396529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:44.453648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:44.454568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:44.454676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:44.454709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:44.578294] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:44.578471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:44.578511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:44.578542] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:44.582016] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2026-02-10T20:27:44.582310] [INFO ] [FORECASTER] Completed predict_future for NIC
[2026-02-10T20:27:44.582461] [INFO ] [sig       ] NIC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:44.723053] [INFO ] [LOCAL     ] Saved forecast: NIC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NIC.txt
[2026-02-10T20:27:44.723221] [INFO ] [sig       ] [2128/3417] Completed NIC in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:44.723268] [INFO ] [sig       ] [2129/3417] Forecasting NICE...
[2026-02-10T20:27:44.723305] [INFO ] [sig       ] Generating forecast for: NICE
[2026-02-10T20:27:44.723345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2026-02-10T20:27:44.736277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2026-02-10T20:27:44.736694] [INFO ] [FORECASTER] Starting predict_future for NICE
[2026-02-10T20:27:44.737529] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2026-02-10T20:27:44.737606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:44.737642] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:44.737671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:44.737730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:44.797988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:44.798950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:44.799035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:44.799070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:44.926475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:44.926671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:44.926716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:44.926745] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:44.930238] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2026-02-10T20:27:44.930667] [INFO ] [FORECASTER] Completed predict_future for NICE
[2026-02-10T20:27:44.930849] [INFO ] [sig       ] NICE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:45.082816] [INFO ] [LOCAL     ] Saved forecast: NICE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NICE.txt
[2026-02-10T20:27:45.082999] [INFO ] [sig       ] [2129/3417] Completed NICE in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:45.083044] [INFO ] [sig       ] [2130/3417] Forecasting NIE...
[2026-02-10T20:27:45.083074] [INFO ] [sig       ] Generating forecast for: NIE
[2026-02-10T20:27:45.083107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2026-02-10T20:27:45.094686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2026-02-10T20:27:45.095034] [INFO ] [FORECASTER] Starting predict_future for NIE
[2026-02-10T20:27:45.095845] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2026-02-10T20:27:45.095900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:45.095934] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:45.095964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:45.096024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:45.158402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:45.159287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:45.159388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:45.159428] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:45.293091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:45.293299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:45.293368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:45.293423] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:45.299048] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2026-02-10T20:27:45.299634] [INFO ] [FORECASTER] Completed predict_future for NIE
[2026-02-10T20:27:45.299841] [INFO ] [sig       ] NIE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:45.526344] [INFO ] [LOCAL     ] Saved forecast: NIE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NIE.txt
[2026-02-10T20:27:45.526667] [INFO ] [sig       ] [2130/3417] Completed NIE in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:45.526740] [INFO ] [sig       ] [2131/3417] Forecasting NIKL...
[2026-02-10T20:27:45.526794] [INFO ] [sig       ] Generating forecast for: NIKL
[2026-02-10T20:27:45.526847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2026-02-10T20:27:45.547092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2026-02-10T20:27:45.547760] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2026-02-10T20:27:45.549019] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2026-02-10T20:27:45.549092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:45.549142] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:45.549186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:45.549277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:45.623402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:45.624630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:45.624738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:45.624773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:45.794658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:45.794867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:45.794937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:45.794990] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:45.800613] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2026-02-10T20:27:45.801134] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2026-02-10T20:27:45.801350] [INFO ] [sig       ] NIKL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:46.025613] [INFO ] [LOCAL     ] Saved forecast: NIKL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NIKL.txt
[2026-02-10T20:27:46.026024] [INFO ] [sig       ] [2131/3417] Completed NIKL in 0.5s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:46.026095] [INFO ] [sig       ] [2132/3417] Forecasting NIM...
[2026-02-10T20:27:46.026153] [INFO ] [sig       ] Generating forecast for: NIM
[2026-02-10T20:27:46.026212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2026-02-10T20:27:46.064733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2026-02-10T20:27:46.068379] [INFO ] [FORECASTER] Starting predict_future for NIM
[2026-02-10T20:27:46.070020] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2026-02-10T20:27:46.070107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:46.070152] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:46.070190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:46.070268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:46.165908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:46.167257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:46.167406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:46.167462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:46.325943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:46.326124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:46.326188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:46.326220] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:46.330886] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2026-02-10T20:27:46.331357] [INFO ] [FORECASTER] Completed predict_future for NIM
[2026-02-10T20:27:46.331561] [INFO ] [sig       ] NIM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:46.526473] [INFO ] [LOCAL     ] Saved forecast: NIM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NIM.txt
[2026-02-10T20:27:46.526760] [INFO ] [sig       ] [2132/3417] Completed NIM in 0.5s | 2.80 sym/s | Total: 12.7m | ETA: 7.7m
[2026-02-10T20:27:46.526820] [INFO ] [sig       ] [2133/3417] Forecasting NIO...
[2026-02-10T20:27:46.526861] [INFO ] [sig       ] Generating forecast for: NIO
[2026-02-10T20:27:46.526904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2026-02-10T20:27:46.544951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2026-02-10T20:27:46.545434] [INFO ] [FORECASTER] Starting predict_future for NIO
[2026-02-10T20:27:46.546465] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2026-02-10T20:27:46.546538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:46.546612] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:46.546649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:46.546722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:46.607706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:46.608720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:46.608816] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:46.608851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:46.745208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:46.745375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:46.745423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:46.745453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:46.749118] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2026-02-10T20:27:46.749423] [INFO ] [FORECASTER] Completed predict_future for NIO
[2026-02-10T20:27:46.749614] [INFO ] [sig       ] NIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:46.891542] [INFO ] [LOCAL     ] Saved forecast: NIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NIO.txt
[2026-02-10T20:27:46.891711] [INFO ] [sig       ] [2133/3417] Completed NIO in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:46.891752] [INFO ] [sig       ] [2134/3417] Forecasting NKSH...
[2026-02-10T20:27:46.891783] [INFO ] [sig       ] Generating forecast for: NKSH
[2026-02-10T20:27:46.891813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2026-02-10T20:27:46.903380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2026-02-10T20:27:46.903736] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2026-02-10T20:27:46.904561] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2026-02-10T20:27:46.904646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:46.904717] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:46.904759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:46.904843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:46.965624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:46.966486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:46.966780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:46.966816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:47.082043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:47.082202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:47.082245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:47.082274] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:47.086140] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2026-02-10T20:27:47.086428] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2026-02-10T20:27:47.086560] [INFO ] [sig       ] NKSH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:47.229443] [INFO ] [LOCAL     ] Saved forecast: NKSH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NKSH.txt
[2026-02-10T20:27:47.229631] [INFO ] [sig       ] [2134/3417] Completed NKSH in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:47.229680] [INFO ] [sig       ] [2135/3417] Forecasting NKTX...
[2026-02-10T20:27:47.229711] [INFO ] [sig       ] Generating forecast for: NKTX
[2026-02-10T20:27:47.229743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2026-02-10T20:27:47.241815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2026-02-10T20:27:47.242140] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2026-02-10T20:27:47.243039] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2026-02-10T20:27:47.243096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:47.243129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:47.243158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:47.243215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:47.308213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:47.309128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:47.309214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:47.309249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:47.427606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:47.427764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:47.427804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:47.427835] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:47.431817] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2026-02-10T20:27:47.432108] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2026-02-10T20:27:47.432247] [INFO ] [sig       ] NKTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:47.573958] [INFO ] [LOCAL     ] Saved forecast: NKTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NKTX.txt
[2026-02-10T20:27:47.574098] [INFO ] [sig       ] [2135/3417] Completed NKTX in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:47.574140] [INFO ] [sig       ] [2136/3417] Forecasting NKX...
[2026-02-10T20:27:47.574169] [INFO ] [sig       ] Generating forecast for: NKX
[2026-02-10T20:27:47.574199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2026-02-10T20:27:47.585702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2026-02-10T20:27:47.586049] [INFO ] [FORECASTER] Starting predict_future for NKX
[2026-02-10T20:27:47.586860] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2026-02-10T20:27:47.586915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:47.586962] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:47.586992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:47.587051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:47.646807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:47.647622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:47.647710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:47.647744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:47.768488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:47.768663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:47.768706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:47.768736] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:47.772250] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2026-02-10T20:27:47.772537] [INFO ] [FORECASTER] Completed predict_future for NKX
[2026-02-10T20:27:47.772690] [INFO ] [sig       ] NKX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:47.918658] [INFO ] [LOCAL     ] Saved forecast: NKX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NKX.txt
[2026-02-10T20:27:47.918812] [INFO ] [sig       ] [2136/3417] Completed NKX in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:47.918852] [INFO ] [sig       ] [2137/3417] Forecasting NLOP...
[2026-02-10T20:27:47.918883] [INFO ] [sig       ] Generating forecast for: NLOP
[2026-02-10T20:27:47.918913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2026-02-10T20:27:47.930105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2026-02-10T20:27:47.930517] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2026-02-10T20:27:47.931413] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2026-02-10T20:27:47.931483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:47.931523] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:47.931551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:47.931643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:47.989502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:47.990415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:47.990509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:47.990543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:48.110053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:48.110216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:48.110258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:48.110354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:48.114359] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2026-02-10T20:27:48.114882] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2026-02-10T20:27:48.115025] [INFO ] [sig       ] NLOP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:48.261103] [INFO ] [LOCAL     ] Saved forecast: NLOP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NLOP.txt
[2026-02-10T20:27:48.261237] [INFO ] [sig       ] [2137/3417] Completed NLOP in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:48.261278] [INFO ] [sig       ] [2138/3417] Forecasting NLY...
[2026-02-10T20:27:48.261307] [INFO ] [sig       ] Generating forecast for: NLY
[2026-02-10T20:27:48.261338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2026-02-10T20:27:48.273629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2026-02-10T20:27:48.273977] [INFO ] [FORECASTER] Starting predict_future for NLY
[2026-02-10T20:27:48.274792] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2026-02-10T20:27:48.274846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:48.274878] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:48.274905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:48.274962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:48.333589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:48.334363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:48.334446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:48.334478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:48.461280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:48.461442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:48.461483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:48.461512] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:48.465180] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2026-02-10T20:27:48.465453] [INFO ] [FORECASTER] Completed predict_future for NLY
[2026-02-10T20:27:48.465601] [INFO ] [sig       ] NLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:48.610539] [INFO ] [LOCAL     ] Saved forecast: NLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NLY.txt
[2026-02-10T20:27:48.610724] [INFO ] [sig       ] [2138/3417] Completed NLY in 0.3s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:48.610772] [INFO ] [sig       ] [2139/3417] Forecasting NMAI...
[2026-02-10T20:27:48.610801] [INFO ] [sig       ] Generating forecast for: NMAI
[2026-02-10T20:27:48.610831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2026-02-10T20:27:48.625482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2026-02-10T20:27:48.625834] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2026-02-10T20:27:48.626625] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2026-02-10T20:27:48.626678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:48.626710] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:48.626922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:48.627000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:48.690852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:48.691741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:48.691830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:48.691865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:48.815037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:48.815192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:48.815233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:48.815263] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:48.819063] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2026-02-10T20:27:48.819342] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2026-02-10T20:27:48.819476] [INFO ] [sig       ] NMAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:48.968287] [INFO ] [LOCAL     ] Saved forecast: NMAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMAI.txt
[2026-02-10T20:27:48.968456] [INFO ] [sig       ] [2139/3417] Completed NMAI in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:48.968507] [INFO ] [sig       ] [2140/3417] Forecasting NMCO...
[2026-02-10T20:27:48.968554] [INFO ] [sig       ] Generating forecast for: NMCO
[2026-02-10T20:27:48.968618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2026-02-10T20:27:48.980857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2026-02-10T20:27:48.981206] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2026-02-10T20:27:48.982090] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2026-02-10T20:27:48.982146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:48.982184] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:48.982221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:48.982290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:49.046786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:49.047647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:49.047736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:49.047771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:49.171321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:49.171492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:49.171542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:49.171596] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:49.175095] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2026-02-10T20:27:49.175385] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2026-02-10T20:27:49.175547] [INFO ] [sig       ] NMCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:49.323710] [INFO ] [LOCAL     ] Saved forecast: NMCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMCO.txt
[2026-02-10T20:27:49.323875] [INFO ] [sig       ] [2140/3417] Completed NMCO in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:49.323918] [INFO ] [sig       ] [2141/3417] Forecasting NMFC...
[2026-02-10T20:27:49.323949] [INFO ] [sig       ] Generating forecast for: NMFC
[2026-02-10T20:27:49.323979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2026-02-10T20:27:49.335655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2026-02-10T20:27:49.336038] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2026-02-10T20:27:49.336882] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2026-02-10T20:27:49.336936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:49.336970] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:49.336997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:49.337053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:49.397666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:49.398655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:49.398749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:49.398783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:49.540190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:49.540387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:49.540441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:49.540482] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:49.545491] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2026-02-10T20:27:49.545977] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2026-02-10T20:27:49.546200] [INFO ] [sig       ] NMFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:49.693424] [INFO ] [LOCAL     ] Saved forecast: NMFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMFC.txt
[2026-02-10T20:27:49.693604] [INFO ] [sig       ] [2141/3417] Completed NMFC in 0.4s | 2.80 sym/s | Total: 12.7m | ETA: 7.6m
[2026-02-10T20:27:49.693651] [INFO ] [sig       ] [2142/3417] Forecasting NMG...
[2026-02-10T20:27:49.693681] [INFO ] [sig       ] Generating forecast for: NMG
[2026-02-10T20:27:49.693712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2026-02-10T20:27:49.705412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2026-02-10T20:27:49.705987] [INFO ] [FORECASTER] Starting predict_future for NMG
[2026-02-10T20:27:49.706794] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2026-02-10T20:27:49.706849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:49.706881] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:49.706909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:49.706966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:49.766950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:49.767942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:49.768058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:49.768096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:49.888055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:49.888231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:49.888274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:49.888304] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:49.891886] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2026-02-10T20:27:49.892180] [INFO ] [FORECASTER] Completed predict_future for NMG
[2026-02-10T20:27:49.892319] [INFO ] [sig       ] NMG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:50.039845] [INFO ] [LOCAL     ] Saved forecast: NMG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMG.txt
[2026-02-10T20:27:50.040006] [INFO ] [sig       ] [2142/3417] Completed NMG in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:50.040047] [INFO ] [sig       ] [2143/3417] Forecasting NMI...
[2026-02-10T20:27:50.040077] [INFO ] [sig       ] Generating forecast for: NMI
[2026-02-10T20:27:50.040107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2026-02-10T20:27:50.052874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2026-02-10T20:27:50.053216] [INFO ] [FORECASTER] Starting predict_future for NMI
[2026-02-10T20:27:50.054017] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2026-02-10T20:27:50.054070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:50.054103] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:50.054131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:50.054187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:50.112880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:50.113808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:50.113899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:50.113932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:50.226661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:50.227024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:50.227066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:50.227116] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:50.231081] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2026-02-10T20:27:50.231371] [INFO ] [FORECASTER] Completed predict_future for NMI
[2026-02-10T20:27:50.231512] [INFO ] [sig       ] NMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:50.386056] [INFO ] [LOCAL     ] Saved forecast: NMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NMI.txt
[2026-02-10T20:27:50.386225] [INFO ] [sig       ] [2143/3417] Completed NMI in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:50.386268] [INFO ] [sig       ] [2144/3417] Forecasting NMIH...
[2026-02-10T20:27:50.386310] [INFO ] [sig       ] Generating forecast for: NMIH
[2026-02-10T20:27:50.386347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2026-02-10T20:27:50.399373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2026-02-10T20:27:50.399767] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2026-02-10T20:27:50.400561] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2026-02-10T20:27:50.400636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:50.400857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:50.400886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:50.400944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:50.463551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:50.464386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:50.464507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:50.464546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:50.584695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:50.584862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:50.584903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:50.584933] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:50.588502] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2026-02-10T20:27:50.588805] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2026-02-10T20:27:50.588938] [INFO ] [sig       ] NMIH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:50.738771] [INFO ] [LOCAL     ] Saved forecast: NMIH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMIH.txt
[2026-02-10T20:27:50.738932] [INFO ] [sig       ] [2144/3417] Completed NMIH in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:50.738973] [INFO ] [sig       ] [2145/3417] Forecasting NMM...
[2026-02-10T20:27:50.739006] [INFO ] [sig       ] Generating forecast for: NMM
[2026-02-10T20:27:50.739037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2026-02-10T20:27:50.751183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2026-02-10T20:27:50.751555] [INFO ] [FORECASTER] Starting predict_future for NMM
[2026-02-10T20:27:50.752626] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2026-02-10T20:27:50.752681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:50.752714] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:50.752933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:50.752992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:50.815241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:50.816114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:50.816204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:50.816258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:50.944347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:50.944507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:50.944550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:50.944600] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:50.948234] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=28.15%)
[2026-02-10T20:27:50.948563] [INFO ] [FORECASTER] Completed predict_future for NMM
[2026-02-10T20:27:50.948724] [INFO ] [sig       ] NMM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:51.098047] [INFO ] [LOCAL     ] Saved forecast: NMM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMM.txt
[2026-02-10T20:27:51.098205] [INFO ] [sig       ] [2145/3417] Completed NMM in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:51.098245] [INFO ] [sig       ] [2146/3417] Forecasting NMRA...
[2026-02-10T20:27:51.098276] [INFO ] [sig       ] Generating forecast for: NMRA
[2026-02-10T20:27:51.098306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2026-02-10T20:27:51.109808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2026-02-10T20:27:51.110142] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2026-02-10T20:27:51.110973] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2026-02-10T20:27:51.111026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:51.111059] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:51.111087] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:51.111143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:51.169113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:51.170053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:51.170145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:51.170179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:51.302192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:51.302356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:51.302397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:51.302425] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:51.306442] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2026-02-10T20:27:51.306751] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2026-02-10T20:27:51.306886] [INFO ] [sig       ] NMRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:51.463768] [INFO ] [LOCAL     ] Saved forecast: NMRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMRA.txt
[2026-02-10T20:27:51.463936] [INFO ] [sig       ] [2146/3417] Completed NMRA in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:51.463977] [INFO ] [sig       ] [2147/3417] Forecasting NMRK...
[2026-02-10T20:27:51.464008] [INFO ] [sig       ] Generating forecast for: NMRK
[2026-02-10T20:27:51.464038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2026-02-10T20:27:51.476379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2026-02-10T20:27:51.476823] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2026-02-10T20:27:51.477885] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2026-02-10T20:27:51.477953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:51.477996] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:51.478090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:51.478181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:51.546161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:51.547165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:51.547261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:51.547295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:51.676451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:51.676822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:51.676864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:51.676894] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:51.680397] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2026-02-10T20:27:51.680709] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2026-02-10T20:27:51.680845] [INFO ] [sig       ] NMRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:51.833595] [INFO ] [LOCAL     ] Saved forecast: NMRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NMRK.txt
[2026-02-10T20:27:51.833782] [INFO ] [sig       ] [2147/3417] Completed NMRK in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:51.833823] [INFO ] [sig       ] [2148/3417] Forecasting NN...
[2026-02-10T20:27:51.833855] [INFO ] [sig       ] Generating forecast for: NN
[2026-02-10T20:27:51.833886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2026-02-10T20:27:51.844959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2026-02-10T20:27:51.845277] [INFO ] [FORECASTER] Starting predict_future for NN
[2026-02-10T20:27:51.846067] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2026-02-10T20:27:51.846120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:51.846152] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:51.846180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:51.846236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:51.906168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:51.906880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:51.906963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:51.906997] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:52.027519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:52.027705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:52.027747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:52.027777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:52.031343] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2026-02-10T20:27:52.031673] [INFO ] [FORECASTER] Completed predict_future for NN
[2026-02-10T20:27:52.031810] [INFO ] [sig       ] NN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:52.187325] [INFO ] [LOCAL     ] Saved forecast: NN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NN.txt
[2026-02-10T20:27:52.187469] [INFO ] [sig       ] [2148/3417] Completed NN in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.6m
[2026-02-10T20:27:52.187510] [INFO ] [sig       ] [2149/3417] Forecasting NNDM...
[2026-02-10T20:27:52.187542] [INFO ] [sig       ] Generating forecast for: NNDM
[2026-02-10T20:27:52.187590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2026-02-10T20:27:52.200286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2026-02-10T20:27:52.200609] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2026-02-10T20:27:52.201420] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2026-02-10T20:27:52.201485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:52.201524] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:52.201559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:52.201661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:52.261526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:52.262388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:52.262474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:52.262509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:52.387134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:52.387293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:52.387335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:52.387365] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:52.390859] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2026-02-10T20:27:52.391141] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2026-02-10T20:27:52.391272] [INFO ] [sig       ] NNDM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:52.542272] [INFO ] [LOCAL     ] Saved forecast: NNDM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NNDM.txt
[2026-02-10T20:27:52.542433] [INFO ] [sig       ] [2149/3417] Completed NNDM in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:52.542475] [INFO ] [sig       ] [2150/3417] Forecasting NNE...
[2026-02-10T20:27:52.542504] [INFO ] [sig       ] Generating forecast for: NNE
[2026-02-10T20:27:52.542535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2026-02-10T20:27:52.554711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2026-02-10T20:27:52.555022] [INFO ] [FORECASTER] Starting predict_future for NNE
[2026-02-10T20:27:52.555847] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2026-02-10T20:27:52.555902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:52.555936] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:52.555964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:52.556023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:52.619482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:52.620268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:52.620351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:52.620384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:52.749762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:52.750122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:52.750162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:52.750190] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:52.754279] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2026-02-10T20:27:52.754569] [INFO ] [FORECASTER] Completed predict_future for NNE
[2026-02-10T20:27:52.754722] [INFO ] [sig       ] NNE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:52.917209] [INFO ] [LOCAL     ] Saved forecast: NNE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NNE.txt
[2026-02-10T20:27:52.917389] [INFO ] [sig       ] [2150/3417] Completed NNE in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:52.917432] [INFO ] [sig       ] [2151/3417] Forecasting NNI...
[2026-02-10T20:27:52.917461] [INFO ] [sig       ] Generating forecast for: NNI
[2026-02-10T20:27:52.917499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2026-02-10T20:27:52.930694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2026-02-10T20:27:52.931059] [INFO ] [FORECASTER] Starting predict_future for NNI
[2026-02-10T20:27:52.931919] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2026-02-10T20:27:52.931974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:52.932064] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:52.932094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:52.932151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:52.995674] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:52.996611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:52.996712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:52.996746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:53.121274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:53.121443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:53.121488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:53.121518] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:53.125198] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2026-02-10T20:27:53.125565] [INFO ] [FORECASTER] Completed predict_future for NNI
[2026-02-10T20:27:53.125741] [INFO ] [sig       ] NNI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:53.271735] [INFO ] [LOCAL     ] Saved forecast: NNI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NNI.txt
[2026-02-10T20:27:53.272094] [INFO ] [sig       ] [2151/3417] Completed NNI in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:53.272137] [INFO ] [sig       ] [2152/3417] Forecasting NNN...
[2026-02-10T20:27:53.272165] [INFO ] [sig       ] Generating forecast for: NNN
[2026-02-10T20:27:53.272195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2026-02-10T20:27:53.287096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2026-02-10T20:27:53.287732] [INFO ] [FORECASTER] Starting predict_future for NNN
[2026-02-10T20:27:53.288763] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2026-02-10T20:27:53.288821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:53.288856] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:53.288883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:53.288942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:53.348794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:53.350147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:53.350313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:53.350350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:53.491393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:53.491693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:53.491752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:53.491782] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:53.497314] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2026-02-10T20:27:53.497897] [INFO ] [FORECASTER] Completed predict_future for NNN
[2026-02-10T20:27:53.498186] [INFO ] [sig       ] NNN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:53.651299] [INFO ] [LOCAL     ] Saved forecast: NNN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NNN.txt
[2026-02-10T20:27:53.651486] [INFO ] [sig       ] [2152/3417] Completed NNN in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:53.651532] [INFO ] [sig       ] [2153/3417] Forecasting NNOX...
[2026-02-10T20:27:53.651562] [INFO ] [sig       ] Generating forecast for: NNOX
[2026-02-10T20:27:53.651613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2026-02-10T20:27:53.663377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2026-02-10T20:27:53.663754] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2026-02-10T20:27:53.664614] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2026-02-10T20:27:53.664670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:53.664704] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:53.664732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:53.664790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:53.726244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:53.727057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:53.727141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:53.727176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:53.853663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:53.853828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:53.853869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:53.853897] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:53.857549] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2026-02-10T20:27:53.857870] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2026-02-10T20:27:53.858000] [INFO ] [sig       ] NNOX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:54.006885] [INFO ] [LOCAL     ] Saved forecast: NNOX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NNOX.txt
[2026-02-10T20:27:54.007042] [INFO ] [sig       ] [2153/3417] Completed NNOX in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:54.007085] [INFO ] [sig       ] [2154/3417] Forecasting NNY...
[2026-02-10T20:27:54.007115] [INFO ] [sig       ] Generating forecast for: NNY
[2026-02-10T20:27:54.007147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2026-02-10T20:27:54.018334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2026-02-10T20:27:54.018658] [INFO ] [FORECASTER] Starting predict_future for NNY
[2026-02-10T20:27:54.019418] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2026-02-10T20:27:54.019471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:54.019502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:54.019529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:54.019614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:54.085701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:54.087044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:54.087133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:54.087167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:54.200116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:54.200280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:54.200321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:54.200388] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:54.203866] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2026-02-10T20:27:54.204144] [INFO ] [FORECASTER] Completed predict_future for NNY
[2026-02-10T20:27:54.204272] [INFO ] [sig       ] NNY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:54.350463] [INFO ] [LOCAL     ] Saved forecast: NNY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NNY.txt
[2026-02-10T20:27:54.350650] [INFO ] [sig       ] [2154/3417] Completed NNY in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:54.350703] [INFO ] [sig       ] [2155/3417] Forecasting NOA...
[2026-02-10T20:27:54.350735] [INFO ] [sig       ] Generating forecast for: NOA
[2026-02-10T20:27:54.350775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2026-02-10T20:27:54.363174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2026-02-10T20:27:54.363476] [INFO ] [FORECASTER] Starting predict_future for NOA
[2026-02-10T20:27:54.364491] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2026-02-10T20:27:54.364555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:54.364617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:54.364651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:54.364711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:54.425601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:54.426686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:54.426775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:54.426809] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:54.556882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:54.557044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:54.557084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:54.557112] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:54.560618] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=77.36%)
[2026-02-10T20:27:54.560897] [INFO ] [FORECASTER] Completed predict_future for NOA
[2026-02-10T20:27:54.561024] [INFO ] [sig       ] NOA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:54.706639] [INFO ] [LOCAL     ] Saved forecast: NOA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NOA.txt
[2026-02-10T20:27:54.706806] [INFO ] [sig       ] [2155/3417] Completed NOA in 0.4s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:54.706847] [INFO ] [sig       ] [2156/3417] Forecasting NOAH...
[2026-02-10T20:27:54.706878] [INFO ] [sig       ] Generating forecast for: NOAH
[2026-02-10T20:27:54.706908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2026-02-10T20:27:54.718468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2026-02-10T20:27:54.718890] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2026-02-10T20:27:54.719696] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2026-02-10T20:27:54.719749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:54.719781] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:54.719807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:54.719863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:54.776974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:54.777772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:54.777857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:54.777888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:54.894715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:54.894894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:54.894934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:54.894964] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:54.898431] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2026-02-10T20:27:54.898722] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2026-02-10T20:27:54.898850] [INFO ] [sig       ] NOAH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:55.043416] [INFO ] [LOCAL     ] Saved forecast: NOAH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NOAH.txt
[2026-02-10T20:27:55.043618] [INFO ] [sig       ] [2156/3417] Completed NOAH in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:55.043673] [INFO ] [sig       ] [2157/3417] Forecasting NODK...
[2026-02-10T20:27:55.043710] [INFO ] [sig       ] Generating forecast for: NODK
[2026-02-10T20:27:55.043745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2026-02-10T20:27:55.054301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2026-02-10T20:27:55.054621] [INFO ] [FORECASTER] Starting predict_future for NODK
[2026-02-10T20:27:55.055429] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2026-02-10T20:27:55.055482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:55.055517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:55.055545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:55.055634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:55.113994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:55.114926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:55.115011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:55.115045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:55.214228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:55.214397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:55.214437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:55.214465] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:55.217979] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2026-02-10T20:27:55.218273] [INFO ] [FORECASTER] Completed predict_future for NODK
[2026-02-10T20:27:55.218400] [INFO ] [sig       ] NODK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:55.359343] [INFO ] [LOCAL     ] Saved forecast: NODK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NODK.txt
[2026-02-10T20:27:55.359506] [INFO ] [sig       ] [2157/3417] Completed NODK in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:55.359555] [INFO ] [sig       ] [2158/3417] Forecasting NOG...
[2026-02-10T20:27:55.359618] [INFO ] [sig       ] Generating forecast for: NOG
[2026-02-10T20:27:55.359657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2026-02-10T20:27:55.370970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2026-02-10T20:27:55.371259] [INFO ] [FORECASTER] Starting predict_future for NOG
[2026-02-10T20:27:55.372044] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2026-02-10T20:27:55.372097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:55.372129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:55.372156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:55.372212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:55.430410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:55.431136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:55.431220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:55.431253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:55.550526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:55.550727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:55.550778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:55.550808] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:55.555181] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2026-02-10T20:27:55.555481] [INFO ] [FORECASTER] Completed predict_future for NOG
[2026-02-10T20:27:55.555640] [INFO ] [sig       ] NOG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:55.708338] [INFO ] [LOCAL     ] Saved forecast: NOG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NOG.txt
[2026-02-10T20:27:55.708490] [INFO ] [sig       ] [2158/3417] Completed NOG in 0.3s | 2.80 sym/s | Total: 12.8m | ETA: 7.5m
[2026-02-10T20:27:55.708531] [INFO ] [sig       ] [2159/3417] Forecasting NOMD...
[2026-02-10T20:27:55.708561] [INFO ] [sig       ] Generating forecast for: NOMD
[2026-02-10T20:27:55.708611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2026-02-10T20:27:55.720244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2026-02-10T20:27:55.720593] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2026-02-10T20:27:55.721397] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2026-02-10T20:27:55.721451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:55.721482] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:55.721508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:55.721565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:55.782385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:55.783221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:55.783308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:55.783343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:55.907421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:55.907599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:55.907644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:55.907674] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:55.911247] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2026-02-10T20:27:55.911521] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2026-02-10T20:27:55.911667] [INFO ] [sig       ] NOMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:56.055261] [INFO ] [LOCAL     ] Saved forecast: NOMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NOMD.txt
[2026-02-10T20:27:56.055409] [INFO ] [sig       ] [2159/3417] Completed NOMD in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:56.055449] [INFO ] [sig       ] [2160/3417] Forecasting NOTE...
[2026-02-10T20:27:56.055479] [INFO ] [sig       ] Generating forecast for: NOTE
[2026-02-10T20:27:56.055509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2026-02-10T20:27:56.067929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2026-02-10T20:27:56.068311] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2026-02-10T20:27:56.069130] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2026-02-10T20:27:56.069196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:56.069229] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:56.069256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:56.069312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:56.129524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:56.130440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:56.130530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:56.130564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:56.251866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:56.252031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:56.252071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:56.252099] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:56.255659] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2026-02-10T20:27:56.255948] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2026-02-10T20:27:56.256080] [INFO ] [sig       ] NOTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:56.401691] [INFO ] [LOCAL     ] Saved forecast: NOTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NOTE.txt
[2026-02-10T20:27:56.402052] [INFO ] [sig       ] [2160/3417] Completed NOTE in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:56.402112] [INFO ] [sig       ] [2161/3417] Forecasting NPCE...
[2026-02-10T20:27:56.402146] [INFO ] [sig       ] Generating forecast for: NPCE
[2026-02-10T20:27:56.402178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2026-02-10T20:27:56.414279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2026-02-10T20:27:56.414629] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2026-02-10T20:27:56.415417] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2026-02-10T20:27:56.415471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:56.415504] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:56.415533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:56.415618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:56.480406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:56.481318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:56.481435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:56.481471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:56.606415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:56.606601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:56.606646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:56.606679] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:56.610815] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2026-02-10T20:27:56.611151] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2026-02-10T20:27:56.611297] [INFO ] [sig       ] NPCE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:56.756403] [INFO ] [LOCAL     ] Saved forecast: NPCE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NPCE.txt
[2026-02-10T20:27:56.756540] [INFO ] [sig       ] [2161/3417] Completed NPCE in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:56.756599] [INFO ] [sig       ] [2162/3417] Forecasting NPFD...
[2026-02-10T20:27:56.756631] [INFO ] [sig       ] Generating forecast for: NPFD
[2026-02-10T20:27:56.756661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2026-02-10T20:27:56.767915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2026-02-10T20:27:56.768251] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2026-02-10T20:27:56.769100] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2026-02-10T20:27:56.769155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:56.769189] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:56.769217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:56.769275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:56.832898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:56.833634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:56.833738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:56.833774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:56.958562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:56.958733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:56.958774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:56.958803] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:56.962424] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2026-02-10T20:27:56.962717] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2026-02-10T20:27:56.962843] [INFO ] [sig       ] NPFD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:57.107741] [INFO ] [LOCAL     ] Saved forecast: NPFD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NPFD.txt
[2026-02-10T20:27:57.107881] [INFO ] [sig       ] [2162/3417] Completed NPFD in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:57.107920] [INFO ] [sig       ] [2163/3417] Forecasting NPK...
[2026-02-10T20:27:57.107950] [INFO ] [sig       ] Generating forecast for: NPK
[2026-02-10T20:27:57.107980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2026-02-10T20:27:57.120512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2026-02-10T20:27:57.120880] [INFO ] [FORECASTER] Starting predict_future for NPK
[2026-02-10T20:27:57.121679] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2026-02-10T20:27:57.121732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:57.121765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:57.121792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:57.121849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:57.183133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:57.183980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:57.184065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:57.184098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:57.311824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:57.311984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:57.312024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:57.312052] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:57.315506] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2026-02-10T20:27:57.315812] [INFO ] [FORECASTER] Completed predict_future for NPK
[2026-02-10T20:27:57.315944] [INFO ] [sig       ] NPK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:57.461125] [INFO ] [LOCAL     ] Saved forecast: NPK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NPK.txt
[2026-02-10T20:27:57.461305] [INFO ] [sig       ] [2163/3417] Completed NPK in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:57.461365] [INFO ] [sig       ] [2164/3417] Forecasting NPO...
[2026-02-10T20:27:57.461400] [INFO ] [sig       ] Generating forecast for: NPO
[2026-02-10T20:27:57.461431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2026-02-10T20:27:57.472919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2026-02-10T20:27:57.473285] [INFO ] [FORECASTER] Starting predict_future for NPO
[2026-02-10T20:27:57.474091] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2026-02-10T20:27:57.474144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:57.474175] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:57.474201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:57.474257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:57.532641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:57.533510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:57.533620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:57.533665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:57.662040] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:57.662203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:57.662245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:57.662276] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:57.665837] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2026-02-10T20:27:57.666119] [INFO ] [FORECASTER] Completed predict_future for NPO
[2026-02-10T20:27:57.666252] [INFO ] [sig       ] NPO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:57.811705] [INFO ] [LOCAL     ] Saved forecast: NPO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NPO.txt
[2026-02-10T20:27:57.811900] [INFO ] [sig       ] [2164/3417] Completed NPO in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:57.811944] [INFO ] [sig       ] [2165/3417] Forecasting NQP...
[2026-02-10T20:27:57.811975] [INFO ] [sig       ] Generating forecast for: NQP
[2026-02-10T20:27:57.812013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2026-02-10T20:27:57.823508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2026-02-10T20:27:57.823873] [INFO ] [FORECASTER] Starting predict_future for NQP
[2026-02-10T20:27:57.824667] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2026-02-10T20:27:57.824721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:57.824753] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:57.824780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:57.824836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:57.884223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:57.885130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:57.885219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:57.885253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:58.010501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:58.010702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:58.010746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:58.010777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:58.014607] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2026-02-10T20:27:58.014982] [INFO ] [FORECASTER] Completed predict_future for NQP
[2026-02-10T20:27:58.015146] [INFO ] [sig       ] NQP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:58.164480] [INFO ] [LOCAL     ] Saved forecast: NQP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NQP.txt
[2026-02-10T20:27:58.164682] [INFO ] [sig       ] [2165/3417] Completed NQP in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.5m
[2026-02-10T20:27:58.164728] [INFO ] [sig       ] [2166/3417] Forecasting NRC...
[2026-02-10T20:27:58.164761] [INFO ] [sig       ] Generating forecast for: NRC
[2026-02-10T20:27:58.164791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2026-02-10T20:27:58.177021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2026-02-10T20:27:58.177398] [INFO ] [FORECASTER] Starting predict_future for NRC
[2026-02-10T20:27:58.178263] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2026-02-10T20:27:58.178317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:58.178349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:58.178376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:58.178432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:58.236930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:58.237947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:58.238076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:58.238134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:58.367413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:58.367599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:58.367643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:58.367673] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:58.371747] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2026-02-10T20:27:58.372154] [INFO ] [FORECASTER] Completed predict_future for NRC
[2026-02-10T20:27:58.372341] [INFO ] [sig       ] NRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:58.523054] [INFO ] [LOCAL     ] Saved forecast: NRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NRC.txt
[2026-02-10T20:27:58.523221] [INFO ] [sig       ] [2166/3417] Completed NRC in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:27:58.523263] [INFO ] [sig       ] [2167/3417] Forecasting NRDS...
[2026-02-10T20:27:58.523292] [INFO ] [sig       ] Generating forecast for: NRDS
[2026-02-10T20:27:58.523322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2026-02-10T20:27:58.536624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2026-02-10T20:27:58.537235] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2026-02-10T20:27:58.538338] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2026-02-10T20:27:58.538393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:58.538427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:58.538453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:58.538510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:58.603855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:58.604779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:58.604872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:58.604906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:58.734808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:58.734976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:58.735035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:58.735069] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:58.738639] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2026-02-10T20:27:58.738965] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2026-02-10T20:27:58.739146] [INFO ] [sig       ] NRDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:58.890232] [INFO ] [LOCAL     ] Saved forecast: NRDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NRDS.txt
[2026-02-10T20:27:58.890405] [INFO ] [sig       ] [2167/3417] Completed NRDS in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:27:58.890449] [INFO ] [sig       ] [2168/3417] Forecasting NREF...
[2026-02-10T20:27:58.890479] [INFO ] [sig       ] Generating forecast for: NREF
[2026-02-10T20:27:58.890509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2026-02-10T20:27:58.906769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2026-02-10T20:27:58.907300] [INFO ] [FORECASTER] Starting predict_future for NREF
[2026-02-10T20:27:58.908515] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2026-02-10T20:27:58.908644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:58.908756] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:58.908801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:58.908882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:58.975340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:58.976524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:58.976645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:58.976682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:59.102728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:59.102891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:59.102933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:59.102962] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:59.106891] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2026-02-10T20:27:59.107182] [INFO ] [FORECASTER] Completed predict_future for NREF
[2026-02-10T20:27:59.107317] [INFO ] [sig       ] NREF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:27:59.254977] [INFO ] [LOCAL     ] Saved forecast: NREF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NREF.txt
[2026-02-10T20:27:59.255131] [INFO ] [sig       ] [2168/3417] Completed NREF in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:27:59.255171] [INFO ] [sig       ] [2169/3417] Forecasting NRG...
[2026-02-10T20:27:59.255201] [INFO ] [sig       ] Generating forecast for: NRG
[2026-02-10T20:27:59.255230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2026-02-10T20:27:59.267216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2026-02-10T20:27:59.267559] [INFO ] [FORECASTER] Starting predict_future for NRG
[2026-02-10T20:27:59.268396] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2026-02-10T20:27:59.268451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:59.268484] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:59.268511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:59.268595] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:59.328590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:59.329501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:59.329610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:59.329647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:59.457051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:59.457211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:59.457253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:59.457284] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:59.460898] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2026-02-10T20:27:59.461178] [INFO ] [FORECASTER] Completed predict_future for NRG
[2026-02-10T20:27:59.461313] [INFO ] [sig       ] NRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:59.607240] [INFO ] [LOCAL     ] Saved forecast: NRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NRG.txt
[2026-02-10T20:27:59.607402] [INFO ] [sig       ] [2169/3417] Completed NRG in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:27:59.607443] [INFO ] [sig       ] [2170/3417] Forecasting NRIM...
[2026-02-10T20:27:59.607475] [INFO ] [sig       ] Generating forecast for: NRIM
[2026-02-10T20:27:59.607506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2026-02-10T20:27:59.619389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2026-02-10T20:27:59.619771] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2026-02-10T20:27:59.620557] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2026-02-10T20:27:59.620629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:59.620663] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:59.620691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:59.620749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:27:59.685072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:27:59.686133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:27:59.686222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:27:59.686256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:27:59.823290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:27:59.823459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:27:59.823500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:27:59.823529] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:27:59.827524] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=63.26%)
[2026-02-10T20:27:59.827840] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2026-02-10T20:27:59.827978] [INFO ] [sig       ] NRIM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:27:59.977226] [INFO ] [LOCAL     ] Saved forecast: NRIM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NRIM.txt
[2026-02-10T20:27:59.977383] [INFO ] [sig       ] [2170/3417] Completed NRIM in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:27:59.977435] [INFO ] [sig       ] [2171/3417] Forecasting NRIX...
[2026-02-10T20:27:59.977468] [INFO ] [sig       ] Generating forecast for: NRIX
[2026-02-10T20:27:59.977499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2026-02-10T20:27:59.989143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2026-02-10T20:27:59.989458] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2026-02-10T20:27:59.990265] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2026-02-10T20:27:59.990317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:27:59.990370] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:27:59.990400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:27:59.990455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:00.062042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:00.062924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:00.063012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:00.063047] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:00.191699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:00.191885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:00.191928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:00.192023] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:00.195644] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2026-02-10T20:28:00.195959] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2026-02-10T20:28:00.196091] [INFO ] [sig       ] NRIX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:00.339381] [INFO ] [LOCAL     ] Saved forecast: NRIX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NRIX.txt
[2026-02-10T20:28:00.339535] [INFO ] [sig       ] [2171/3417] Completed NRIX in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:28:00.339594] [INFO ] [sig       ] [2172/3417] Forecasting NRK...
[2026-02-10T20:28:00.339627] [INFO ] [sig       ] Generating forecast for: NRK
[2026-02-10T20:28:00.339663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2026-02-10T20:28:00.351444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2026-02-10T20:28:00.351796] [INFO ] [FORECASTER] Starting predict_future for NRK
[2026-02-10T20:28:00.352595] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2026-02-10T20:28:00.352649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:00.352682] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:00.352709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:00.352766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:00.413553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:00.414660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:00.414747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:00.414781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:00.553102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:00.553292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:00.553336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:00.553369] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:00.557092] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=18.18%)
[2026-02-10T20:28:00.557387] [INFO ] [FORECASTER] Completed predict_future for NRK
[2026-02-10T20:28:00.557531] [INFO ] [sig       ] NRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:00.702501] [INFO ] [LOCAL     ] Saved forecast: NRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NRK.txt
[2026-02-10T20:28:00.702693] [INFO ] [sig       ] [2172/3417] Completed NRK in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:28:00.702747] [INFO ] [sig       ] [2173/3417] Forecasting NRP...
[2026-02-10T20:28:00.702780] [INFO ] [sig       ] Generating forecast for: NRP
[2026-02-10T20:28:00.702811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2026-02-10T20:28:00.714481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2026-02-10T20:28:00.714897] [INFO ] [FORECASTER] Starting predict_future for NRP
[2026-02-10T20:28:00.715729] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2026-02-10T20:28:00.715783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:00.715815] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:00.715842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:00.715899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:00.774267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:00.775062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:00.775146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:00.775179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:00.891890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:00.892078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:00.892124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:00.892155] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:00.895900] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2026-02-10T20:28:00.896224] [INFO ] [FORECASTER] Completed predict_future for NRP
[2026-02-10T20:28:00.896407] [INFO ] [sig       ] NRP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:01.050151] [INFO ] [LOCAL     ] Saved forecast: NRP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NRP.txt
[2026-02-10T20:28:01.050324] [INFO ] [sig       ] [2173/3417] Completed NRP in 0.3s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:28:01.050366] [INFO ] [sig       ] [2174/3417] Forecasting NRXP...
[2026-02-10T20:28:01.050397] [INFO ] [sig       ] Generating forecast for: NRXP
[2026-02-10T20:28:01.050429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2026-02-10T20:28:01.062323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2026-02-10T20:28:01.062750] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2026-02-10T20:28:01.063609] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2026-02-10T20:28:01.063664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:01.063698] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:01.063728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:01.063787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:01.123410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:01.124348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:01.124438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:01.124472] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:01.251870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:01.252057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:01.252108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:01.252139] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:01.255957] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2026-02-10T20:28:01.256268] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2026-02-10T20:28:01.256408] [INFO ] [sig       ] NRXP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:01.404791] [INFO ] [LOCAL     ] Saved forecast: NRXP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NRXP.txt
[2026-02-10T20:28:01.404960] [INFO ] [sig       ] [2174/3417] Completed NRXP in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:28:01.405001] [INFO ] [sig       ] [2175/3417] Forecasting NSC...
[2026-02-10T20:28:01.405039] [INFO ] [sig       ] Generating forecast for: NSC
[2026-02-10T20:28:01.405072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2026-02-10T20:28:01.417103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2026-02-10T20:28:01.417522] [INFO ] [FORECASTER] Starting predict_future for NSC
[2026-02-10T20:28:01.418449] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2026-02-10T20:28:01.418506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:01.418542] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:01.418598] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:01.418662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:01.478374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:01.479376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:01.479473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:01.479507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:01.606598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:01.606765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:01.606815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:01.606852] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:01.610494] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2026-02-10T20:28:01.610806] [INFO ] [FORECASTER] Completed predict_future for NSC
[2026-02-10T20:28:01.610943] [INFO ] [sig       ] NSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:01.765630] [INFO ] [LOCAL     ] Saved forecast: NSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NSC.txt
[2026-02-10T20:28:01.765810] [INFO ] [sig       ] [2175/3417] Completed NSC in 0.4s | 2.80 sym/s | Total: 12.9m | ETA: 7.4m
[2026-02-10T20:28:01.765851] [INFO ] [sig       ] [2176/3417] Forecasting NSP...
[2026-02-10T20:28:01.765887] [INFO ] [sig       ] Generating forecast for: NSP
[2026-02-10T20:28:01.765924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2026-02-10T20:28:01.777759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2026-02-10T20:28:01.778216] [INFO ] [FORECASTER] Starting predict_future for NSP
[2026-02-10T20:28:01.779190] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2026-02-10T20:28:01.779270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:01.779303] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:01.779330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:01.779389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:01.838232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:01.839183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:01.839284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:01.839319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:01.962835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:01.963179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:01.963221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:01.963251] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:01.967406] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2026-02-10T20:28:01.967735] [INFO ] [FORECASTER] Completed predict_future for NSP
[2026-02-10T20:28:01.967875] [INFO ] [sig       ] NSP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:02.120960] [INFO ] [LOCAL     ] Saved forecast: NSP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NSP.txt
[2026-02-10T20:28:02.121139] [INFO ] [sig       ] [2176/3417] Completed NSP in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:02.121184] [INFO ] [sig       ] [2177/3417] Forecasting NSSC...
[2026-02-10T20:28:02.121221] [INFO ] [sig       ] Generating forecast for: NSSC
[2026-02-10T20:28:02.121254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2026-02-10T20:28:02.134768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2026-02-10T20:28:02.135133] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2026-02-10T20:28:02.135971] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2026-02-10T20:28:02.136026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:02.136059] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:02.136087] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:02.136144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:02.197086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:02.198268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:02.198368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:02.198406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:02.331177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:02.331340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:02.331385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:02.331416] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:02.335431] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2026-02-10T20:28:02.335766] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2026-02-10T20:28:02.335936] [INFO ] [sig       ] NSSC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:02.498300] [INFO ] [LOCAL     ] Saved forecast: NSSC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NSSC.txt
[2026-02-10T20:28:02.498452] [INFO ] [sig       ] [2177/3417] Completed NSSC in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:02.498493] [INFO ] [sig       ] [2178/3417] Forecasting NTAP...
[2026-02-10T20:28:02.498522] [INFO ] [sig       ] Generating forecast for: NTAP
[2026-02-10T20:28:02.498554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2026-02-10T20:28:02.510150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2026-02-10T20:28:02.510457] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2026-02-10T20:28:02.511270] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2026-02-10T20:28:02.511325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:02.511358] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:02.511387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:02.511445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:02.569387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:02.570070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:02.570176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:02.570211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:02.694267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:02.694418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:02.694458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:02.694504] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:02.698178] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=53.99%)
[2026-02-10T20:28:02.698453] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2026-02-10T20:28:02.698600] [INFO ] [sig       ] NTAP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:02.845209] [INFO ] [LOCAL     ] Saved forecast: NTAP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NTAP.txt
[2026-02-10T20:28:02.845427] [INFO ] [sig       ] [2178/3417] Completed NTAP in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:02.845469] [INFO ] [sig       ] [2179/3417] Forecasting NTB...
[2026-02-10T20:28:02.845501] [INFO ] [sig       ] Generating forecast for: NTB
[2026-02-10T20:28:02.845548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2026-02-10T20:28:02.858250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2026-02-10T20:28:02.858595] [INFO ] [FORECASTER] Starting predict_future for NTB
[2026-02-10T20:28:02.859384] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2026-02-10T20:28:02.859438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:02.859470] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:02.859498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:02.859561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:02.916334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:02.917260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:02.917354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:02.917389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:03.034537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:03.034726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:03.034769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:03.034798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:03.038230] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2026-02-10T20:28:03.038505] [INFO ] [FORECASTER] Completed predict_future for NTB
[2026-02-10T20:28:03.038658] [INFO ] [sig       ] NTB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:03.181768] [INFO ] [LOCAL     ] Saved forecast: NTB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NTB.txt
[2026-02-10T20:28:03.181965] [INFO ] [sig       ] [2179/3417] Completed NTB in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:03.182013] [INFO ] [sig       ] [2180/3417] Forecasting NTES...
[2026-02-10T20:28:03.182044] [INFO ] [sig       ] Generating forecast for: NTES
[2026-02-10T20:28:03.182075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2026-02-10T20:28:03.194340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2026-02-10T20:28:03.194764] [INFO ] [FORECASTER] Starting predict_future for NTES
[2026-02-10T20:28:03.195593] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2026-02-10T20:28:03.195647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:03.195680] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:03.195710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:03.195780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:03.256498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:03.257420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:03.257511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:03.257565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:03.393476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:03.393683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:03.393736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:03.393773] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:03.397362] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2026-02-10T20:28:03.397678] [INFO ] [FORECASTER] Completed predict_future for NTES
[2026-02-10T20:28:03.397816] [INFO ] [sig       ] NTES: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:03.543079] [INFO ] [LOCAL     ] Saved forecast: NTES	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NTES.txt
[2026-02-10T20:28:03.543214] [INFO ] [sig       ] [2180/3417] Completed NTES in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:03.543255] [INFO ] [sig       ] [2181/3417] Forecasting NTIC...
[2026-02-10T20:28:03.543285] [INFO ] [sig       ] Generating forecast for: NTIC
[2026-02-10T20:28:03.543316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2026-02-10T20:28:03.554422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2026-02-10T20:28:03.554752] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2026-02-10T20:28:03.555592] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2026-02-10T20:28:03.555648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:03.555682] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:03.555711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:03.555769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:03.617205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:03.618415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:03.618513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:03.618549] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:03.739164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:03.739332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:03.739377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:03.739408] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:03.743276] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2026-02-10T20:28:03.743589] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2026-02-10T20:28:03.743727] [INFO ] [sig       ] NTIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:03.898768] [INFO ] [LOCAL     ] Saved forecast: NTIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NTIC.txt
[2026-02-10T20:28:03.898976] [INFO ] [sig       ] [2181/3417] Completed NTIC in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:03.899032] [INFO ] [sig       ] [2182/3417] Forecasting NTLA...
[2026-02-10T20:28:03.899250] [INFO ] [sig       ] Generating forecast for: NTLA
[2026-02-10T20:28:03.899290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2026-02-10T20:28:03.911771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2026-02-10T20:28:03.912148] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2026-02-10T20:28:03.913001] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2026-02-10T20:28:03.913055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:03.913088] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:03.913115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:03.913184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:03.972798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:03.973648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:03.973731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:03.973765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:04.100644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:04.100810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:04.100852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:04.100882] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:04.104813] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2026-02-10T20:28:04.105098] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2026-02-10T20:28:04.105232] [INFO ] [sig       ] NTLA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:04.263838] [INFO ] [LOCAL     ] Saved forecast: NTLA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NTLA.txt
[2026-02-10T20:28:04.263991] [INFO ] [sig       ] [2182/3417] Completed NTLA in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.4m
[2026-02-10T20:28:04.264032] [INFO ] [sig       ] [2183/3417] Forecasting NTNX...
[2026-02-10T20:28:04.264061] [INFO ] [sig       ] Generating forecast for: NTNX
[2026-02-10T20:28:04.264093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2026-02-10T20:28:04.276642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2026-02-10T20:28:04.276950] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2026-02-10T20:28:04.277758] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2026-02-10T20:28:04.277824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:04.277864] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:04.277900] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:04.277963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:04.344024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:04.345011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:04.345104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:04.345140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:04.471324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:04.471497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:04.471541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:04.471587] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:04.475254] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2026-02-10T20:28:04.475541] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2026-02-10T20:28:04.475695] [INFO ] [sig       ] NTNX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:04.626544] [INFO ] [LOCAL     ] Saved forecast: NTNX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NTNX.txt
[2026-02-10T20:28:04.626711] [INFO ] [sig       ] [2183/3417] Completed NTNX in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:04.626755] [INFO ] [sig       ] [2184/3417] Forecasting NTRA...
[2026-02-10T20:28:04.626801] [INFO ] [sig       ] Generating forecast for: NTRA
[2026-02-10T20:28:04.626850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2026-02-10T20:28:04.640479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2026-02-10T20:28:04.640979] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2026-02-10T20:28:04.641935] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2026-02-10T20:28:04.641995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:04.642030] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:04.642058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:04.642124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:04.702382] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:04.703305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:04.703397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:04.703430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:04.832969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:04.833137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:04.833178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:04.833207] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:04.836757] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2026-02-10T20:28:04.837093] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2026-02-10T20:28:04.837240] [INFO ] [sig       ] NTRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:04.987227] [INFO ] [LOCAL     ] Saved forecast: NTRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NTRA.txt
[2026-02-10T20:28:04.987395] [INFO ] [sig       ] [2184/3417] Completed NTRA in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:04.987437] [INFO ] [sig       ] [2185/3417] Forecasting NTRB...
[2026-02-10T20:28:04.987469] [INFO ] [sig       ] Generating forecast for: NTRB
[2026-02-10T20:28:04.987500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2026-02-10T20:28:04.999005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2026-02-10T20:28:04.999383] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2026-02-10T20:28:05.000220] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2026-02-10T20:28:05.000274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:05.000333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:05.000362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:05.000419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:05.059593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:05.060487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:05.060588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:05.060624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:05.173440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:05.173587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:05.173628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:05.173657] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:05.177007] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2026-02-10T20:28:05.177279] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2026-02-10T20:28:05.177406] [INFO ] [sig       ] NTRB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:05.317289] [INFO ] [LOCAL     ] Saved forecast: NTRB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NTRB.txt
[2026-02-10T20:28:05.317406] [INFO ] [sig       ] [2185/3417] Completed NTRB in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:05.317447] [INFO ] [sig       ] [2186/3417] Forecasting NTRS...
[2026-02-10T20:28:05.317476] [INFO ] [sig       ] Generating forecast for: NTRS
[2026-02-10T20:28:05.317514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2026-02-10T20:28:05.330464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2026-02-10T20:28:05.330955] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2026-02-10T20:28:05.331833] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2026-02-10T20:28:05.331889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:05.331923] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:05.331952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:05.332011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:05.390898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:05.391885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:05.391981] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:05.392015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:05.524300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:05.524475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:05.524518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:05.524550] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:05.528494] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2026-02-10T20:28:05.528939] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2026-02-10T20:28:05.529096] [INFO ] [sig       ] NTRS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:05.678376] [INFO ] [LOCAL     ] Saved forecast: NTRS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NTRS.txt
[2026-02-10T20:28:05.678549] [INFO ] [sig       ] [2186/3417] Completed NTRS in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:05.678615] [INFO ] [sig       ] [2187/3417] Forecasting NTRSO...
[2026-02-10T20:28:05.678648] [INFO ] [sig       ] Generating forecast for: NTRSO
[2026-02-10T20:28:05.678678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2026-02-10T20:28:05.691256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2026-02-10T20:28:05.691697] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2026-02-10T20:28:05.692616] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2026-02-10T20:28:05.692683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:05.692716] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:05.692743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:05.692799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:05.755260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:05.756181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:05.756281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:05.756316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:05.886917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:05.887334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:05.887387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:05.887417] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:05.892096] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2026-02-10T20:28:05.892664] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2026-02-10T20:28:05.892831] [INFO ] [sig       ] NTRSO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:06.042628] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NTRSO.txt
[2026-02-10T20:28:06.042812] [INFO ] [sig       ] [2187/3417] Completed NTRSO in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:06.042859] [INFO ] [sig       ] [2188/3417] Forecasting NUS...
[2026-02-10T20:28:06.042891] [INFO ] [sig       ] Generating forecast for: NUS
[2026-02-10T20:28:06.042923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2026-02-10T20:28:06.055874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2026-02-10T20:28:06.056323] [INFO ] [FORECASTER] Starting predict_future for NUS
[2026-02-10T20:28:06.057209] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2026-02-10T20:28:06.057266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:06.057300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:06.057328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:06.057387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:06.116004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:06.117020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:06.117116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:06.117149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:06.255407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:06.255570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:06.255655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:06.255718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:06.259505] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=62.28%)
[2026-02-10T20:28:06.259843] [INFO ] [FORECASTER] Completed predict_future for NUS
[2026-02-10T20:28:06.260002] [INFO ] [sig       ] NUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:06.415434] [INFO ] [LOCAL     ] Saved forecast: NUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NUS.txt
[2026-02-10T20:28:06.415646] [INFO ] [sig       ] [2188/3417] Completed NUS in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:06.415698] [INFO ] [sig       ] [2189/3417] Forecasting NUTX...
[2026-02-10T20:28:06.415731] [INFO ] [sig       ] Generating forecast for: NUTX
[2026-02-10T20:28:06.415763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2026-02-10T20:28:06.428425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2026-02-10T20:28:06.428904] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2026-02-10T20:28:06.429803] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2026-02-10T20:28:06.429863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:06.429902] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:06.429933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:06.430007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:06.488135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:06.489136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:06.489223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:06.489256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:06.616897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:06.617202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:06.617245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:06.617275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:06.620928] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2026-02-10T20:28:06.621242] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2026-02-10T20:28:06.621395] [INFO ] [sig       ] NUTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:06.767121] [INFO ] [LOCAL     ] Saved forecast: NUTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NUTX.txt
[2026-02-10T20:28:06.767287] [INFO ] [sig       ] [2189/3417] Completed NUTX in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:06.767332] [INFO ] [sig       ] [2190/3417] Forecasting NUVB...
[2026-02-10T20:28:06.767362] [INFO ] [sig       ] Generating forecast for: NUVB
[2026-02-10T20:28:06.767393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2026-02-10T20:28:06.780319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2026-02-10T20:28:06.780726] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2026-02-10T20:28:06.781515] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2026-02-10T20:28:06.781567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:06.781623] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:06.781651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:06.781709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:06.838923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:06.839856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:06.839945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:06.839978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:06.962215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:06.962366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:06.962406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:06.962434] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:06.965806] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2026-02-10T20:28:06.966114] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2026-02-10T20:28:06.966242] [INFO ] [sig       ] NUVB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:07.106345] [INFO ] [LOCAL     ] Saved forecast: NUVB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NUVB.txt
[2026-02-10T20:28:07.106508] [INFO ] [sig       ] [2190/3417] Completed NUVB in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:07.106550] [INFO ] [sig       ] [2191/3417] Forecasting NUVL...
[2026-02-10T20:28:07.106598] [INFO ] [sig       ] Generating forecast for: NUVL
[2026-02-10T20:28:07.106634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2026-02-10T20:28:07.119598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2026-02-10T20:28:07.119973] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2026-02-10T20:28:07.120798] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2026-02-10T20:28:07.120863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:07.120903] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:07.120937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:07.121003] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:07.178188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:07.179148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:07.179240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:07.179274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:07.299601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:07.299747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:07.299788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:07.299816] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:07.303753] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2026-02-10T20:28:07.304078] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2026-02-10T20:28:07.304213] [INFO ] [sig       ] NUVL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:07.454262] [INFO ] [LOCAL     ] Saved forecast: NUVL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NUVL.txt
[2026-02-10T20:28:07.454396] [INFO ] [sig       ] [2191/3417] Completed NUVL in 0.3s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:07.454437] [INFO ] [sig       ] [2192/3417] Forecasting NUWE...
[2026-02-10T20:28:07.454466] [INFO ] [sig       ] Generating forecast for: NUWE
[2026-02-10T20:28:07.454496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2026-02-10T20:28:07.466370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2026-02-10T20:28:07.466837] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2026-02-10T20:28:07.467777] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2026-02-10T20:28:07.467848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:07.467889] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:07.467924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:07.467995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:07.530523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:07.531487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:07.531614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:07.531654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:07.656528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:07.656744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:07.656788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:07.656818] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:07.660789] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2026-02-10T20:28:07.661358] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2026-02-10T20:28:07.661516] [INFO ] [sig       ] NUWE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:07.815437] [INFO ] [LOCAL     ] Saved forecast: NUWE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NUWE.txt
[2026-02-10T20:28:07.815622] [INFO ] [sig       ] [2192/3417] Completed NUWE in 0.4s | 2.80 sym/s | Total: 13.0m | ETA: 7.3m
[2026-02-10T20:28:07.815668] [INFO ] [sig       ] [2193/3417] Forecasting NVAX...
[2026-02-10T20:28:07.815698] [INFO ] [sig       ] Generating forecast for: NVAX
[2026-02-10T20:28:07.815729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2026-02-10T20:28:07.827851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2026-02-10T20:28:07.828307] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2026-02-10T20:28:07.829206] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2026-02-10T20:28:07.829267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:07.829300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:07.829329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:07.829402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:07.889543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:07.890492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:07.890612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:07.890650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:08.021600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:08.021765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:08.021807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:08.021837] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:08.025617] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2026-02-10T20:28:08.025974] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2026-02-10T20:28:08.026122] [INFO ] [sig       ] NVAX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:08.183724] [INFO ] [LOCAL     ] Saved forecast: NVAX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NVAX.txt
[2026-02-10T20:28:08.183921] [INFO ] [sig       ] [2193/3417] Completed NVAX in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:08.183972] [INFO ] [sig       ] [2194/3417] Forecasting NVD...
[2026-02-10T20:28:08.184008] [INFO ] [sig       ] Generating forecast for: NVD
[2026-02-10T20:28:08.184041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2026-02-10T20:28:08.196332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2026-02-10T20:28:08.196785] [INFO ] [FORECASTER] Starting predict_future for NVD
[2026-02-10T20:28:08.197649] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2026-02-10T20:28:08.197705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:08.197738] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:08.197765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:08.197823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:08.259140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:08.260457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:08.260590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:08.260627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:08.385447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:08.385630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:08.385682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:08.385713] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:08.389469] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2026-02-10T20:28:08.389828] [INFO ] [FORECASTER] Completed predict_future for NVD
[2026-02-10T20:28:08.389975] [INFO ] [sig       ] NVD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:08.550532] [INFO ] [LOCAL     ] Saved forecast: NVD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVD.txt
[2026-02-10T20:28:08.550721] [INFO ] [sig       ] [2194/3417] Completed NVD in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:08.550764] [INFO ] [sig       ] [2195/3417] Forecasting NVDA...
[2026-02-10T20:28:08.550793] [INFO ] [sig       ] Generating forecast for: NVDA
[2026-02-10T20:28:08.550823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2026-02-10T20:28:08.563548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2026-02-10T20:28:08.564007] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2026-02-10T20:28:08.565282] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2026-02-10T20:28:08.565356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:08.565391] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:08.565419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:08.565478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:08.629816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:08.630919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:08.631272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:08.631326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:08.764369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:08.764534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:08.764596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:08.764632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:08.768537] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2026-02-10T20:28:08.768928] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2026-02-10T20:28:08.769103] [INFO ] [sig       ] NVDA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:08.931638] [INFO ] [LOCAL     ] Saved forecast: NVDA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVDA.txt
[2026-02-10T20:28:08.931824] [INFO ] [sig       ] [2195/3417] Completed NVDA in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:08.931869] [INFO ] [sig       ] [2196/3417] Forecasting NVDD...
[2026-02-10T20:28:08.931904] [INFO ] [sig       ] Generating forecast for: NVDD
[2026-02-10T20:28:08.931935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2026-02-10T20:28:08.945488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2026-02-10T20:28:08.945923] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2026-02-10T20:28:08.946961] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2026-02-10T20:28:08.947030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:08.947063] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:08.947093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:08.947152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:09.010283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:09.011291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:09.011392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:09.011426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:09.140085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:09.140262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:09.140326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:09.140361] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:09.144281] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2026-02-10T20:28:09.144669] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2026-02-10T20:28:09.144825] [INFO ] [sig       ] NVDD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:09.298735] [INFO ] [LOCAL     ] Saved forecast: NVDD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVDD.txt
[2026-02-10T20:28:09.298883] [INFO ] [sig       ] [2196/3417] Completed NVDD in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:09.298934] [INFO ] [sig       ] [2197/3417] Forecasting NVDL...
[2026-02-10T20:28:09.298971] [INFO ] [sig       ] Generating forecast for: NVDL
[2026-02-10T20:28:09.299008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2026-02-10T20:28:09.310330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2026-02-10T20:28:09.310642] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2026-02-10T20:28:09.311419] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2026-02-10T20:28:09.311473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:09.311505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:09.311532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:09.311615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:09.371115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:09.371758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:09.371840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:09.371880] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:09.495624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:09.495748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:09.495786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:09.495815] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:09.499241] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=66.53%)
[2026-02-10T20:28:09.499518] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2026-02-10T20:28:09.499666] [INFO ] [sig       ] NVDL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:09.641854] [INFO ] [LOCAL     ] Saved forecast: NVDL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NVDL.txt
[2026-02-10T20:28:09.642000] [INFO ] [sig       ] [2197/3417] Completed NVDL in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:09.642047] [INFO ] [sig       ] [2198/3417] Forecasting NVDS...
[2026-02-10T20:28:09.642076] [INFO ] [sig       ] Generating forecast for: NVDS
[2026-02-10T20:28:09.642105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2026-02-10T20:28:09.653258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2026-02-10T20:28:09.653549] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2026-02-10T20:28:09.654350] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2026-02-10T20:28:09.654403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:09.654436] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:09.654463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:09.654520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:09.716490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:09.717252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:09.717333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:09.717366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:09.842262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:09.842401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:09.842440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:09.842469] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:09.845999] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2026-02-10T20:28:09.846461] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2026-02-10T20:28:09.846605] [INFO ] [sig       ] NVDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:09.990929] [INFO ] [LOCAL     ] Saved forecast: NVDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVDS.txt
[2026-02-10T20:28:09.991100] [INFO ] [sig       ] [2198/3417] Completed NVDS in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:09.991143] [INFO ] [sig       ] [2199/3417] Forecasting NVEC...
[2026-02-10T20:28:09.991172] [INFO ] [sig       ] Generating forecast for: NVEC
[2026-02-10T20:28:09.991202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2026-02-10T20:28:10.002839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2026-02-10T20:28:10.003146] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2026-02-10T20:28:10.003951] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2026-02-10T20:28:10.004015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:10.004052] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:10.004078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:10.004135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:10.063523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:10.064397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:10.064476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:10.064509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:10.186824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:10.186971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:10.187011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:10.187039] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:10.190425] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2026-02-10T20:28:10.190716] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2026-02-10T20:28:10.190845] [INFO ] [sig       ] NVEC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:10.333540] [INFO ] [LOCAL     ] Saved forecast: NVEC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVEC.txt
[2026-02-10T20:28:10.333681] [INFO ] [sig       ] [2199/3417] Completed NVEC in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.3m
[2026-02-10T20:28:10.333722] [INFO ] [sig       ] [2200/3417] Forecasting NVG...
[2026-02-10T20:28:10.333751] [INFO ] [sig       ] Generating forecast for: NVG
[2026-02-10T20:28:10.333782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2026-02-10T20:28:10.345388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2026-02-10T20:28:10.345687] [INFO ] [FORECASTER] Starting predict_future for NVG
[2026-02-10T20:28:10.346441] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2026-02-10T20:28:10.346494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:10.346525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:10.346553] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:10.346640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:10.405312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:10.406016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:10.406103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:10.406136] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:10.534645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:10.534803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:10.534843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:10.534873] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:10.538352] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2026-02-10T20:28:10.538665] [INFO ] [FORECASTER] Completed predict_future for NVG
[2026-02-10T20:28:10.538795] [INFO ] [sig       ] NVG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:10.679480] [INFO ] [LOCAL     ] Saved forecast: NVG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVG.txt
[2026-02-10T20:28:10.679621] [INFO ] [sig       ] [2200/3417] Completed NVG in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:10.679665] [INFO ] [sig       ] [2201/3417] Forecasting NVGS...
[2026-02-10T20:28:10.679694] [INFO ] [sig       ] Generating forecast for: NVGS
[2026-02-10T20:28:10.679723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2026-02-10T20:28:10.691401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2026-02-10T20:28:10.691699] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2026-02-10T20:28:10.692460] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2026-02-10T20:28:10.692513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:10.692546] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:10.692592] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:10.692652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:10.751295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:10.751949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:10.752029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:10.752061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:10.874726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:10.874871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:10.874914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:10.874950] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:10.878314] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2026-02-10T20:28:10.878604] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2026-02-10T20:28:10.878733] [INFO ] [sig       ] NVGS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:11.020174] [INFO ] [LOCAL     ] Saved forecast: NVGS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NVGS.txt
[2026-02-10T20:28:11.020309] [INFO ] [sig       ] [2201/3417] Completed NVGS in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:11.020351] [INFO ] [sig       ] [2202/3417] Forecasting NVMI...
[2026-02-10T20:28:11.020380] [INFO ] [sig       ] Generating forecast for: NVMI
[2026-02-10T20:28:11.020412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2026-02-10T20:28:11.063229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2026-02-10T20:28:11.063510] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2026-02-10T20:28:11.064281] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2026-02-10T20:28:11.064334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:11.064391] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:11.064421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:11.064478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:11.122437] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:11.123088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:11.123167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:11.123200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:11.248727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:11.248909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:11.248952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:11.248985] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:11.253142] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2026-02-10T20:28:11.253422] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2026-02-10T20:28:11.253555] [INFO ] [sig       ] NVMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:11.404749] [INFO ] [LOCAL     ] Saved forecast: NVMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NVMI.txt
[2026-02-10T20:28:11.404950] [INFO ] [sig       ] [2202/3417] Completed NVMI in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:11.405014] [INFO ] [sig       ] [2203/3417] Forecasting NVO...
[2026-02-10T20:28:11.405052] [INFO ] [sig       ] Generating forecast for: NVO
[2026-02-10T20:28:11.405093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2026-02-10T20:28:11.417133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2026-02-10T20:28:11.417451] [INFO ] [FORECASTER] Starting predict_future for NVO
[2026-02-10T20:28:11.418306] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2026-02-10T20:28:11.418369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:11.418401] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:11.418437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:11.418494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:11.479739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:11.480445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:11.480530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:11.480564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:11.600021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:11.600170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:11.600210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:11.600239] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:11.603677] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2026-02-10T20:28:11.603952] [INFO ] [FORECASTER] Completed predict_future for NVO
[2026-02-10T20:28:11.604081] [INFO ] [sig       ] NVO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:11.746138] [INFO ] [LOCAL     ] Saved forecast: NVO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVO.txt
[2026-02-10T20:28:11.746280] [INFO ] [sig       ] [2203/3417] Completed NVO in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:11.746319] [INFO ] [sig       ] [2204/3417] Forecasting NVRI...
[2026-02-10T20:28:11.746349] [INFO ] [sig       ] Generating forecast for: NVRI
[2026-02-10T20:28:11.746379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2026-02-10T20:28:11.761204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2026-02-10T20:28:11.761695] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2026-02-10T20:28:11.762701] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2026-02-10T20:28:11.762762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:11.762802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:11.762836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:11.762915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:11.830479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:11.831412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:11.831497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:11.831529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:11.955804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:11.955969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:11.956013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:11.956041] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:11.959894] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2026-02-10T20:28:11.960216] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2026-02-10T20:28:11.960547] [INFO ] [sig       ] NVRI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:12.107216] [INFO ] [LOCAL     ] Saved forecast: NVRI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NVRI.txt
[2026-02-10T20:28:12.107606] [INFO ] [sig       ] [2204/3417] Completed NVRI in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:12.107651] [INFO ] [sig       ] [2205/3417] Forecasting NVS...
[2026-02-10T20:28:12.107681] [INFO ] [sig       ] Generating forecast for: NVS
[2026-02-10T20:28:12.107711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2026-02-10T20:28:12.120923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2026-02-10T20:28:12.121483] [INFO ] [FORECASTER] Starting predict_future for NVS
[2026-02-10T20:28:12.122489] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2026-02-10T20:28:12.122542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:12.122592] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:12.122622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:12.122679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:12.180792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:12.181663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:12.181746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:12.181778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:12.310495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:12.310670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:12.310712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:12.310785] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:12.314887] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2026-02-10T20:28:12.315369] [INFO ] [FORECASTER] Completed predict_future for NVS
[2026-02-10T20:28:12.315505] [INFO ] [sig       ] NVS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:12.457698] [INFO ] [LOCAL     ] Saved forecast: NVS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NVS.txt
[2026-02-10T20:28:12.457863] [INFO ] [sig       ] [2205/3417] Completed NVS in 0.4s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:12.457908] [INFO ] [sig       ] [2206/3417] Forecasting NVTS...
[2026-02-10T20:28:12.457938] [INFO ] [sig       ] Generating forecast for: NVTS
[2026-02-10T20:28:12.457973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2026-02-10T20:28:12.469622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2026-02-10T20:28:12.469958] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2026-02-10T20:28:12.470785] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2026-02-10T20:28:12.470839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:12.470920] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:12.470951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:12.471010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:12.530642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:12.531386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:12.531471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:12.531505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:12.647246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:12.647412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:12.647451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:12.647480] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:12.651108] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2026-02-10T20:28:12.651407] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2026-02-10T20:28:12.651543] [INFO ] [sig       ] NVTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:12.796949] [INFO ] [LOCAL     ] Saved forecast: NVTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NVTS.txt
[2026-02-10T20:28:12.797109] [INFO ] [sig       ] [2206/3417] Completed NVTS in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:12.797151] [INFO ] [sig       ] [2207/3417] Forecasting NWBI...
[2026-02-10T20:28:12.797180] [INFO ] [sig       ] Generating forecast for: NWBI
[2026-02-10T20:28:12.797210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2026-02-10T20:28:12.809298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2026-02-10T20:28:12.809652] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2026-02-10T20:28:12.810452] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2026-02-10T20:28:12.810517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:12.810556] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:12.810618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:12.810684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:12.872341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:12.873274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:12.873361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:12.873393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:12.995500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:12.995673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:12.995715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:12.995746] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:12.999550] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=70.99%)
[2026-02-10T20:28:12.999880] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2026-02-10T20:28:13.000035] [INFO ] [sig       ] NWBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:13.145634] [INFO ] [LOCAL     ] Saved forecast: NWBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NWBI.txt
[2026-02-10T20:28:13.145797] [INFO ] [sig       ] [2207/3417] Completed NWBI in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:13.145840] [INFO ] [sig       ] [2208/3417] Forecasting NWE...
[2026-02-10T20:28:13.145870] [INFO ] [sig       ] Generating forecast for: NWE
[2026-02-10T20:28:13.145901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2026-02-10T20:28:13.158395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2026-02-10T20:28:13.158791] [INFO ] [FORECASTER] Starting predict_future for NWE
[2026-02-10T20:28:13.159682] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2026-02-10T20:28:13.159737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:13.159769] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:13.159797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:13.159854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:13.217325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:13.218271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:13.218362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:13.218393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:13.339276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:13.339440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:13.339480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:13.339509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:13.343100] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2026-02-10T20:28:13.343387] [INFO ] [FORECASTER] Completed predict_future for NWE
[2026-02-10T20:28:13.343522] [INFO ] [sig       ] NWE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:13.490171] [INFO ] [LOCAL     ] Saved forecast: NWE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NWE.txt
[2026-02-10T20:28:13.490345] [INFO ] [sig       ] [2208/3417] Completed NWE in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:13.490388] [INFO ] [sig       ] [2209/3417] Forecasting NWFL...
[2026-02-10T20:28:13.490417] [INFO ] [sig       ] Generating forecast for: NWFL
[2026-02-10T20:28:13.490448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2026-02-10T20:28:13.502527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2026-02-10T20:28:13.502918] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2026-02-10T20:28:13.503733] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2026-02-10T20:28:13.503786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:13.503819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:13.503847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:13.503905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:13.563477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:13.564383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:13.564469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:13.564504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:13.678009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:13.678233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:13.678275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:13.678305] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:13.682014] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2026-02-10T20:28:13.682308] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2026-02-10T20:28:13.682443] [INFO ] [sig       ] NWFL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:13.830466] [INFO ] [LOCAL     ] Saved forecast: NWFL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NWFL.txt
[2026-02-10T20:28:13.830664] [INFO ] [sig       ] [2209/3417] Completed NWFL in 0.3s | 2.80 sym/s | Total: 13.1m | ETA: 7.2m
[2026-02-10T20:28:13.830720] [INFO ] [sig       ] [2210/3417] Forecasting NWG...
[2026-02-10T20:28:13.830752] [INFO ] [sig       ] Generating forecast for: NWG
[2026-02-10T20:28:13.830785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2026-02-10T20:28:13.844243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2026-02-10T20:28:13.844607] [INFO ] [FORECASTER] Starting predict_future for NWG
[2026-02-10T20:28:13.845481] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2026-02-10T20:28:13.845537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:13.845590] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:13.845623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:13.845682] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:13.906906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:13.908096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:13.908187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:13.908221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:14.036032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:14.036202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:14.036244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:14.036275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:14.040597] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2026-02-10T20:28:14.040938] [INFO ] [FORECASTER] Completed predict_future for NWG
[2026-02-10T20:28:14.041088] [INFO ] [sig       ] NWG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:14.189458] [INFO ] [LOCAL     ] Saved forecast: NWG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NWG.txt
[2026-02-10T20:28:14.189655] [INFO ] [sig       ] [2210/3417] Completed NWG in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-10T20:28:14.189702] [INFO ] [sig       ] [2211/3417] Forecasting NWL...
[2026-02-10T20:28:14.189734] [INFO ] [sig       ] Generating forecast for: NWL
[2026-02-10T20:28:14.189767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2026-02-10T20:28:14.202116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2026-02-10T20:28:14.202606] [INFO ] [FORECASTER] Starting predict_future for NWL
[2026-02-10T20:28:14.203643] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2026-02-10T20:28:14.203702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:14.203734] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:14.203760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:14.203817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:14.263165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:14.264122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:14.264212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:14.264246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:14.397818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:14.397978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:14.398018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:14.398067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:14.401665] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2026-02-10T20:28:14.401951] [INFO ] [FORECASTER] Completed predict_future for NWL
[2026-02-10T20:28:14.402106] [INFO ] [sig       ] NWL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:14.551317] [INFO ] [LOCAL     ] Saved forecast: NWL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NWL.txt
[2026-02-10T20:28:14.551475] [INFO ] [sig       ] [2211/3417] Completed NWL in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-10T20:28:14.551530] [INFO ] [sig       ] [2212/3417] Forecasting NWPX...
[2026-02-10T20:28:14.551564] [INFO ] [sig       ] Generating forecast for: NWPX
[2026-02-10T20:28:14.551616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2026-02-10T20:28:14.564223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2026-02-10T20:28:14.564554] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2026-02-10T20:28:14.565518] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2026-02-10T20:28:14.565611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:14.565650] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:14.565678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:14.565741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:14.627147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:14.628202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:14.628319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:14.628354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:14.763378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:14.763541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:14.763607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:14.763642] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:14.767410] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2026-02-10T20:28:14.767764] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2026-02-10T20:28:14.767909] [INFO ] [sig       ] NWPX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:14.914849] [INFO ] [LOCAL     ] Saved forecast: NWPX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NWPX.txt
[2026-02-10T20:28:14.915003] [INFO ] [sig       ] [2212/3417] Completed NWPX in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-10T20:28:14.915045] [INFO ] [sig       ] [2213/3417] Forecasting NWS...
[2026-02-10T20:28:14.915075] [INFO ] [sig       ] Generating forecast for: NWS
[2026-02-10T20:28:14.915105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2026-02-10T20:28:14.926779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2026-02-10T20:28:14.927122] [INFO ] [FORECASTER] Starting predict_future for NWS
[2026-02-10T20:28:14.927985] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2026-02-10T20:28:14.928060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:14.928094] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:14.928122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:14.928178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:14.985484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:14.986280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:14.986366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:14.986399] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:15.116061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:15.116224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:15.116265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:15.116312] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:15.120128] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2026-02-10T20:28:15.120420] [INFO ] [FORECASTER] Completed predict_future for NWS
[2026-02-10T20:28:15.120555] [INFO ] [sig       ] NWS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:15.273186] [INFO ] [LOCAL     ] Saved forecast: NWS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NWS.txt
[2026-02-10T20:28:15.273338] [INFO ] [sig       ] [2213/3417] Completed NWS in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-10T20:28:15.273382] [INFO ] [sig       ] [2214/3417] Forecasting NWSA...
[2026-02-10T20:28:15.273419] [INFO ] [sig       ] Generating forecast for: NWSA
[2026-02-10T20:28:15.273458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2026-02-10T20:28:15.286020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2026-02-10T20:28:15.286350] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2026-02-10T20:28:15.287220] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2026-02-10T20:28:15.287276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:15.287309] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:15.287336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:15.287395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:15.364114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:15.365381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:15.365506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:15.365566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:15.520871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:15.521051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:15.521102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:15.521141] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:15.525828] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2026-02-10T20:28:15.526223] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2026-02-10T20:28:15.526386] [INFO ] [sig       ] NWSA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:15.672634] [INFO ] [LOCAL     ] Saved forecast: NWSA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NWSA.txt
[2026-02-10T20:28:15.672782] [INFO ] [sig       ] [2214/3417] Completed NWSA in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-10T20:28:15.672824] [INFO ] [sig       ] [2215/3417] Forecasting NX...
[2026-02-10T20:28:15.672854] [INFO ] [sig       ] Generating forecast for: NX
[2026-02-10T20:28:15.672884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2026-02-10T20:28:15.684890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2026-02-10T20:28:15.685238] [INFO ] [FORECASTER] Starting predict_future for NX
[2026-02-10T20:28:15.686045] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2026-02-10T20:28:15.686099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:15.686132] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:15.686159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:15.686215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:15.746997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:15.747862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:15.747968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:15.748009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:15.868884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:15.869044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:15.869085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:15.869115] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:15.872622] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2026-02-10T20:28:15.872909] [INFO ] [FORECASTER] Completed predict_future for NX
[2026-02-10T20:28:15.873040] [INFO ] [sig       ] NX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:16.014477] [INFO ] [LOCAL     ] Saved forecast: NX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NX.txt
[2026-02-10T20:28:16.014667] [INFO ] [sig       ] [2215/3417] Completed NX in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.2m
[2026-02-10T20:28:16.014710] [INFO ] [sig       ] [2216/3417] Forecasting NXE...
[2026-02-10T20:28:16.014741] [INFO ] [sig       ] Generating forecast for: NXE
[2026-02-10T20:28:16.014771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2026-02-10T20:28:16.026196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2026-02-10T20:28:16.026683] [INFO ] [FORECASTER] Starting predict_future for NXE
[2026-02-10T20:28:16.027443] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2026-02-10T20:28:16.027495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:16.027529] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:16.027556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:16.027636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:16.085524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:16.086182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:16.086263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:16.086296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:16.204959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:16.205120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:16.205161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:16.205190] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:16.208672] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2026-02-10T20:28:16.208953] [INFO ] [FORECASTER] Completed predict_future for NXE
[2026-02-10T20:28:16.209083] [INFO ] [sig       ] NXE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:16.351171] [INFO ] [LOCAL     ] Saved forecast: NXE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NXE.txt
[2026-02-10T20:28:16.351297] [INFO ] [sig       ] [2216/3417] Completed NXE in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:16.351338] [INFO ] [sig       ] [2217/3417] Forecasting NXG...
[2026-02-10T20:28:16.351367] [INFO ] [sig       ] Generating forecast for: NXG
[2026-02-10T20:28:16.351398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2026-02-10T20:28:16.363159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2026-02-10T20:28:16.363437] [INFO ] [FORECASTER] Starting predict_future for NXG
[2026-02-10T20:28:16.364249] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2026-02-10T20:28:16.364301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:16.364333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:16.364372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:16.364430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:16.422205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:16.422896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:16.422976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:16.423008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:16.544316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:16.544479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:16.544520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:16.544548] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:16.547971] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2026-02-10T20:28:16.548291] [INFO ] [FORECASTER] Completed predict_future for NXG
[2026-02-10T20:28:16.548420] [INFO ] [sig       ] NXG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:16.689252] [INFO ] [LOCAL     ] Saved forecast: NXG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NXG.txt
[2026-02-10T20:28:16.689390] [INFO ] [sig       ] [2217/3417] Completed NXG in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:16.689430] [INFO ] [sig       ] [2218/3417] Forecasting NXGL...
[2026-02-10T20:28:16.689460] [INFO ] [sig       ] Generating forecast for: NXGL
[2026-02-10T20:28:16.689491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2026-02-10T20:28:16.700761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2026-02-10T20:28:16.701076] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2026-02-10T20:28:16.701857] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2026-02-10T20:28:16.701910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:16.701943] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:16.701970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:16.702026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:16.759591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:16.760533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:16.760641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:16.760675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:16.875434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:16.875614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:16.875657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:16.875687] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:16.879161] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=25.21%)
[2026-02-10T20:28:16.879439] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2026-02-10T20:28:16.879592] [INFO ] [sig       ] NXGL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:17.022557] [INFO ] [LOCAL     ] Saved forecast: NXGL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NXGL.txt
[2026-02-10T20:28:17.022723] [INFO ] [sig       ] [2218/3417] Completed NXGL in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:17.022763] [INFO ] [sig       ] [2219/3417] Forecasting NXP...
[2026-02-10T20:28:17.022793] [INFO ] [sig       ] Generating forecast for: NXP
[2026-02-10T20:28:17.022824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2026-02-10T20:28:17.034471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2026-02-10T20:28:17.034831] [INFO ] [FORECASTER] Starting predict_future for NXP
[2026-02-10T20:28:17.035687] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2026-02-10T20:28:17.035741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:17.035801] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:17.035830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:17.035887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:17.094678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:17.095538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:17.095649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:17.095685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:17.218520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:17.218710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:17.218753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:17.218783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:17.222489] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2026-02-10T20:28:17.222827] [INFO ] [FORECASTER] Completed predict_future for NXP
[2026-02-10T20:28:17.222971] [INFO ] [sig       ] NXP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:17.368256] [INFO ] [LOCAL     ] Saved forecast: NXP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NXP.txt
[2026-02-10T20:28:17.368419] [INFO ] [sig       ] [2219/3417] Completed NXP in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:17.368459] [INFO ] [sig       ] [2220/3417] Forecasting NXPI...
[2026-02-10T20:28:17.368491] [INFO ] [sig       ] Generating forecast for: NXPI
[2026-02-10T20:28:17.368523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2026-02-10T20:28:17.380317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2026-02-10T20:28:17.380692] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2026-02-10T20:28:17.381470] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2026-02-10T20:28:17.381523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:17.381554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:17.381601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:17.381660] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:17.442854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:17.443744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:17.443832] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:17.443865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:17.574422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:17.574611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:17.574657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:17.574687] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:17.578682] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2026-02-10T20:28:17.578979] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2026-02-10T20:28:17.579122] [INFO ] [sig       ] NXPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:17.730691] [INFO ] [LOCAL     ] Saved forecast: NXPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NXPI.txt
[2026-02-10T20:28:17.730902] [INFO ] [sig       ] [2220/3417] Completed NXPI in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:17.730949] [INFO ] [sig       ] [2221/3417] Forecasting NYXH...
[2026-02-10T20:28:17.730980] [INFO ] [sig       ] Generating forecast for: NYXH
[2026-02-10T20:28:17.731020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2026-02-10T20:28:17.744750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2026-02-10T20:28:17.745242] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2026-02-10T20:28:17.746190] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2026-02-10T20:28:17.746251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:17.746286] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:17.746314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:17.746371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:17.807923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:17.809079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:17.809188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:17.809222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:17.933888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:17.934057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:17.934099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:17.934128] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:17.937844] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2026-02-10T20:28:17.938219] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2026-02-10T20:28:17.938365] [INFO ] [sig       ] NYXH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:18.091514] [INFO ] [LOCAL     ] Saved forecast: NYXH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/NYXH.txt
[2026-02-10T20:28:18.091713] [INFO ] [sig       ] [2221/3417] Completed NYXH in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:18.091756] [INFO ] [sig       ] [2222/3417] Forecasting NZF...
[2026-02-10T20:28:18.091789] [INFO ] [sig       ] Generating forecast for: NZF
[2026-02-10T20:28:18.091823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2026-02-10T20:28:18.103836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2026-02-10T20:28:18.104265] [INFO ] [FORECASTER] Starting predict_future for NZF
[2026-02-10T20:28:18.105175] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2026-02-10T20:28:18.105235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:18.105269] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:18.105297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:18.105355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:18.165156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:18.166113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:18.166216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:18.166251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:18.290708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:18.290877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:18.290919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:18.290988] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:18.294894] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2026-02-10T20:28:18.295315] [INFO ] [FORECASTER] Completed predict_future for NZF
[2026-02-10T20:28:18.295498] [INFO ] [sig       ] NZF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:18.450032] [INFO ] [LOCAL     ] Saved forecast: NZF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/NZF.txt
[2026-02-10T20:28:18.450216] [INFO ] [sig       ] [2222/3417] Completed NZF in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:18.450257] [INFO ] [sig       ] [2223/3417] Forecasting OABI...
[2026-02-10T20:28:18.450289] [INFO ] [sig       ] Generating forecast for: OABI
[2026-02-10T20:28:18.450319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2026-02-10T20:28:18.462737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2026-02-10T20:28:18.463215] [INFO ] [FORECASTER] Starting predict_future for OABI
[2026-02-10T20:28:18.464205] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2026-02-10T20:28:18.464270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:18.464303] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:18.464332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:18.464391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:18.526282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:18.527401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:18.527521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:18.527557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:18.659129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:18.659313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:18.659355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:18.659384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:18.663348] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2026-02-10T20:28:18.663796] [INFO ] [FORECASTER] Completed predict_future for OABI
[2026-02-10T20:28:18.663960] [INFO ] [sig       ] OABI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:18.821551] [INFO ] [LOCAL     ] Saved forecast: OABI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OABI.txt
[2026-02-10T20:28:18.821751] [INFO ] [sig       ] [2223/3417] Completed OABI in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:18.821793] [INFO ] [sig       ] [2224/3417] Forecasting OBDC...
[2026-02-10T20:28:18.821824] [INFO ] [sig       ] Generating forecast for: OBDC
[2026-02-10T20:28:18.821855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2026-02-10T20:28:18.834350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2026-02-10T20:28:18.834804] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2026-02-10T20:28:18.835721] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2026-02-10T20:28:18.835789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:18.835823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:18.835852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:18.835912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:18.897878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:18.899040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:18.899148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:18.899191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:19.030493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:19.030682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:19.030725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:19.030756] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:19.034414] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2026-02-10T20:28:19.034783] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2026-02-10T20:28:19.034932] [INFO ] [sig       ] OBDC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:19.197532] [INFO ] [LOCAL     ] Saved forecast: OBDC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OBDC.txt
[2026-02-10T20:28:19.197720] [INFO ] [sig       ] [2224/3417] Completed OBDC in 0.4s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:19.197761] [INFO ] [sig       ] [2225/3417] Forecasting OBIL...
[2026-02-10T20:28:19.197793] [INFO ] [sig       ] Generating forecast for: OBIL
[2026-02-10T20:28:19.197826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2026-02-10T20:28:19.211110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2026-02-10T20:28:19.211753] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2026-02-10T20:28:19.212649] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2026-02-10T20:28:19.212708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:19.212741] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:19.212769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:19.212828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:19.275338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:19.276278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:19.276380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:19.276414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:19.389991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:19.390162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:19.390212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:19.390248] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:19.394691] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2026-02-10T20:28:19.395052] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2026-02-10T20:28:19.395224] [INFO ] [sig       ] OBIL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:19.547054] [INFO ] [LOCAL     ] Saved forecast: OBIL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OBIL.txt
[2026-02-10T20:28:19.547225] [INFO ] [sig       ] [2225/3417] Completed OBIL in 0.3s | 2.80 sym/s | Total: 13.2m | ETA: 7.1m
[2026-02-10T20:28:19.547267] [INFO ] [sig       ] [2226/3417] Forecasting OBIO...
[2026-02-10T20:28:19.547298] [INFO ] [sig       ] Generating forecast for: OBIO
[2026-02-10T20:28:19.547335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2026-02-10T20:28:19.559998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2026-02-10T20:28:19.560414] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2026-02-10T20:28:19.561275] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2026-02-10T20:28:19.561331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:19.561367] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:19.561399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:19.561479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:19.625791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:19.626807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:19.626900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:19.626934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:19.754196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:19.754367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:19.754412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:19.754444] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:19.758598] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2026-02-10T20:28:19.758971] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2026-02-10T20:28:19.759137] [INFO ] [sig       ] OBIO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:19.990039] [INFO ] [LOCAL     ] Saved forecast: OBIO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OBIO.txt
[2026-02-10T20:28:19.990221] [INFO ] [sig       ] [2226/3417] Completed OBIO in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:19.990275] [INFO ] [sig       ] [2227/3417] Forecasting OBK...
[2026-02-10T20:28:19.990318] [INFO ] [sig       ] Generating forecast for: OBK
[2026-02-10T20:28:19.990354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2026-02-10T20:28:20.002246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2026-02-10T20:28:20.002643] [INFO ] [FORECASTER] Starting predict_future for OBK
[2026-02-10T20:28:20.003448] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2026-02-10T20:28:20.003502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:20.003535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:20.003563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:20.003643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:20.067221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:20.068369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:20.068671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:20.068706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:20.195562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:20.195742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:20.195786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:20.195816] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:20.199471] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2026-02-10T20:28:20.199780] [INFO ] [FORECASTER] Completed predict_future for OBK
[2026-02-10T20:28:20.199920] [INFO ] [sig       ] OBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:20.350671] [INFO ] [LOCAL     ] Saved forecast: OBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OBK.txt
[2026-02-10T20:28:20.350838] [INFO ] [sig       ] [2227/3417] Completed OBK in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:20.350880] [INFO ] [sig       ] [2228/3417] Forecasting OC...
[2026-02-10T20:28:20.350911] [INFO ] [sig       ] Generating forecast for: OC
[2026-02-10T20:28:20.350943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2026-02-10T20:28:20.363183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2026-02-10T20:28:20.363524] [INFO ] [FORECASTER] Starting predict_future for OC
[2026-02-10T20:28:20.364393] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2026-02-10T20:28:20.364450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:20.364483] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:20.364511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:20.364602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:20.424391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:20.425229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:20.425317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:20.425351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:20.550274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:20.550440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:20.550482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:20.550511] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:20.554304] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=39.14%)
[2026-02-10T20:28:20.554632] [INFO ] [FORECASTER] Completed predict_future for OC
[2026-02-10T20:28:20.554790] [INFO ] [sig       ] OC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:20.701410] [INFO ] [LOCAL     ] Saved forecast: OC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OC.txt
[2026-02-10T20:28:20.701587] [INFO ] [sig       ] [2228/3417] Completed OC in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:20.701633] [INFO ] [sig       ] [2229/3417] Forecasting OCCI...
[2026-02-10T20:28:20.701665] [INFO ] [sig       ] Generating forecast for: OCCI
[2026-02-10T20:28:20.701697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2026-02-10T20:28:20.713824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2026-02-10T20:28:20.714142] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2026-02-10T20:28:20.715090] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2026-02-10T20:28:20.715144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:20.715180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:20.715224] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:20.715299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:20.773631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:20.774337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:20.774444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:20.774479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:20.894944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:20.895107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:20.895147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:20.895177] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:20.899262] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2026-02-10T20:28:20.899760] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2026-02-10T20:28:20.899895] [INFO ] [sig       ] OCCI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:21.041173] [INFO ] [LOCAL     ] Saved forecast: OCCI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OCCI.txt
[2026-02-10T20:28:21.041321] [INFO ] [sig       ] [2229/3417] Completed OCCI in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:21.041363] [INFO ] [sig       ] [2230/3417] Forecasting OCFC...
[2026-02-10T20:28:21.041393] [INFO ] [sig       ] Generating forecast for: OCFC
[2026-02-10T20:28:21.041425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2026-02-10T20:28:21.053619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2026-02-10T20:28:21.053942] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2026-02-10T20:28:21.054727] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2026-02-10T20:28:21.054791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:21.054825] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:21.054853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:21.054910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:21.111662] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:21.112386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:21.112470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:21.112504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:21.236456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:21.236639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:21.236682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:21.236711] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:21.240098] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2026-02-10T20:28:21.240408] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2026-02-10T20:28:21.240537] [INFO ] [sig       ] OCFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:21.387114] [INFO ] [LOCAL     ] Saved forecast: OCFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OCFC.txt
[2026-02-10T20:28:21.387255] [INFO ] [sig       ] [2230/3417] Completed OCFC in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:21.387294] [INFO ] [sig       ] [2231/3417] Forecasting OCGN...
[2026-02-10T20:28:21.387325] [INFO ] [sig       ] Generating forecast for: OCGN
[2026-02-10T20:28:21.387356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2026-02-10T20:28:21.400971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2026-02-10T20:28:21.401293] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2026-02-10T20:28:21.402124] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2026-02-10T20:28:21.402191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:21.402230] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:21.402266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:21.402334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:21.464718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:21.465769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:21.465859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:21.465895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:21.597384] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:21.597568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:21.597635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:21.597666] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:21.601380] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2026-02-10T20:28:21.601783] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2026-02-10T20:28:21.601986] [INFO ] [sig       ] OCGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:21.746250] [INFO ] [LOCAL     ] Saved forecast: OCGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OCGN.txt
[2026-02-10T20:28:21.746412] [INFO ] [sig       ] [2231/3417] Completed OCGN in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:21.746453] [INFO ] [sig       ] [2232/3417] Forecasting OCSL...
[2026-02-10T20:28:21.746484] [INFO ] [sig       ] Generating forecast for: OCSL
[2026-02-10T20:28:21.746515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2026-02-10T20:28:21.760197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2026-02-10T20:28:21.760541] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2026-02-10T20:28:21.761388] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2026-02-10T20:28:21.761444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:21.761478] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:21.761508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:21.761586] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:21.821932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:21.822870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:21.822958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:21.822993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:21.961544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:21.961728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:21.961784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:21.961829] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:21.966129] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2026-02-10T20:28:21.966502] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2026-02-10T20:28:21.966686] [INFO ] [sig       ] OCSL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:22.112821] [INFO ] [LOCAL     ] Saved forecast: OCSL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OCSL.txt
[2026-02-10T20:28:22.113024] [INFO ] [sig       ] [2232/3417] Completed OCSL in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.1m
[2026-02-10T20:28:22.113067] [INFO ] [sig       ] [2233/3417] Forecasting OCUL...
[2026-02-10T20:28:22.113099] [INFO ] [sig       ] Generating forecast for: OCUL
[2026-02-10T20:28:22.113130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2026-02-10T20:28:22.126223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2026-02-10T20:28:22.126605] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2026-02-10T20:28:22.127411] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2026-02-10T20:28:22.127464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:22.127497] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:22.127524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:22.127599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:22.185985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:22.186903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:22.187026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:22.187063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:22.310557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:22.310733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:22.310776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:22.310807] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:22.314800] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2026-02-10T20:28:22.315093] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2026-02-10T20:28:22.315229] [INFO ] [sig       ] OCUL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:22.459231] [INFO ] [LOCAL     ] Saved forecast: OCUL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OCUL.txt
[2026-02-10T20:28:22.459394] [INFO ] [sig       ] [2233/3417] Completed OCUL in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:22.459457] [INFO ] [sig       ] [2234/3417] Forecasting ODC...
[2026-02-10T20:28:22.459488] [INFO ] [sig       ] Generating forecast for: ODC
[2026-02-10T20:28:22.459521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2026-02-10T20:28:22.470724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2026-02-10T20:28:22.471030] [INFO ] [FORECASTER] Starting predict_future for ODC
[2026-02-10T20:28:22.471850] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2026-02-10T20:28:22.471903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:22.471935] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:22.471962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:22.472018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:22.529961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:22.530735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:22.530816] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:22.530848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:22.644755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:22.644920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:22.644963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:22.644993] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:22.648807] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2026-02-10T20:28:22.649194] [INFO ] [FORECASTER] Completed predict_future for ODC
[2026-02-10T20:28:22.649365] [INFO ] [sig       ] ODC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:22.793410] [INFO ] [LOCAL     ] Saved forecast: ODC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ODC.txt
[2026-02-10T20:28:22.793567] [INFO ] [sig       ] [2234/3417] Completed ODC in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:22.793629] [INFO ] [sig       ] [2235/3417] Forecasting ODD...
[2026-02-10T20:28:22.793661] [INFO ] [sig       ] Generating forecast for: ODD
[2026-02-10T20:28:22.793695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2026-02-10T20:28:22.805284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2026-02-10T20:28:22.805630] [INFO ] [FORECASTER] Starting predict_future for ODD
[2026-02-10T20:28:22.806591] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2026-02-10T20:28:22.806645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:22.806680] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:22.806708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:22.806765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:22.865880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:22.866873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:22.866959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:22.866993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:22.992941] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:22.993105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:22.993147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:22.993179] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:22.997308] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2026-02-10T20:28:22.997649] [INFO ] [FORECASTER] Completed predict_future for ODD
[2026-02-10T20:28:22.997788] [INFO ] [sig       ] ODD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:23.144336] [INFO ] [LOCAL     ] Saved forecast: ODD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ODD.txt
[2026-02-10T20:28:23.144529] [INFO ] [sig       ] [2235/3417] Completed ODD in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:23.144600] [INFO ] [sig       ] [2236/3417] Forecasting ODFL...
[2026-02-10T20:28:23.144638] [INFO ] [sig       ] Generating forecast for: ODFL
[2026-02-10T20:28:23.144669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2026-02-10T20:28:23.157256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2026-02-10T20:28:23.157693] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2026-02-10T20:28:23.158564] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2026-02-10T20:28:23.158636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:23.158697] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:23.158725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:23.158783] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:23.219232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:23.220190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:23.220291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:23.220332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:23.343514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:23.343897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:23.343938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:23.343970] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:23.347987] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2026-02-10T20:28:23.348300] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2026-02-10T20:28:23.348438] [INFO ] [sig       ] ODFL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:23.515530] [INFO ] [LOCAL     ] Saved forecast: ODFL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ODFL.txt
[2026-02-10T20:28:23.515791] [INFO ] [sig       ] [2236/3417] Completed ODFL in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:23.515857] [INFO ] [sig       ] [2237/3417] Forecasting OEC...
[2026-02-10T20:28:23.515900] [INFO ] [sig       ] Generating forecast for: OEC
[2026-02-10T20:28:23.515938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2026-02-10T20:28:23.530076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2026-02-10T20:28:23.530679] [INFO ] [FORECASTER] Starting predict_future for OEC
[2026-02-10T20:28:23.531860] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2026-02-10T20:28:23.531917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:23.531950] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:23.531988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:23.532049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:23.606640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:23.607824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:23.608273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:23.608487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:23.746971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:23.747135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:23.747194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:23.747224] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:23.750742] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=66.20%)
[2026-02-10T20:28:23.751022] [INFO ] [FORECASTER] Completed predict_future for OEC
[2026-02-10T20:28:23.751153] [INFO ] [sig       ] OEC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:23.896082] [INFO ] [LOCAL     ] Saved forecast: OEC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OEC.txt
[2026-02-10T20:28:23.896255] [INFO ] [sig       ] [2237/3417] Completed OEC in 0.4s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:23.896305] [INFO ] [sig       ] [2238/3417] Forecasting OESX...
[2026-02-10T20:28:23.896341] [INFO ] [sig       ] Generating forecast for: OESX
[2026-02-10T20:28:23.896379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2026-02-10T20:28:23.907777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2026-02-10T20:28:23.908131] [INFO ] [FORECASTER] Starting predict_future for OESX
[2026-02-10T20:28:23.908910] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2026-02-10T20:28:23.908963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:23.908994] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:23.909021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:23.909077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:23.966517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:23.967377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:23.967460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:23.967493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:24.079529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:24.079708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:24.079750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:24.079778] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:24.083214] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2026-02-10T20:28:24.083485] [INFO ] [FORECASTER] Completed predict_future for OESX
[2026-02-10T20:28:24.083630] [INFO ] [sig       ] OESX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:24.226257] [INFO ] [LOCAL     ] Saved forecast: OESX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OESX.txt
[2026-02-10T20:28:24.226422] [INFO ] [sig       ] [2238/3417] Completed OESX in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:24.226462] [INFO ] [sig       ] [2239/3417] Forecasting OFG...
[2026-02-10T20:28:24.226492] [INFO ] [sig       ] Generating forecast for: OFG
[2026-02-10T20:28:24.226525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2026-02-10T20:28:24.237992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2026-02-10T20:28:24.238368] [INFO ] [FORECASTER] Starting predict_future for OFG
[2026-02-10T20:28:24.239154] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2026-02-10T20:28:24.239207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:24.239239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:24.239266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:24.239322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:24.297697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:24.298704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:24.298797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:24.298830] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:24.417260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:24.417424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:24.417465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:24.417525] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:24.421098] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2026-02-10T20:28:24.421384] [INFO ] [FORECASTER] Completed predict_future for OFG
[2026-02-10T20:28:24.421525] [INFO ] [sig       ] OFG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:24.562375] [INFO ] [LOCAL     ] Saved forecast: OFG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OFG.txt
[2026-02-10T20:28:24.562516] [INFO ] [sig       ] [2239/3417] Completed OFG in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:24.562556] [INFO ] [sig       ] [2240/3417] Forecasting OFIX...
[2026-02-10T20:28:24.562606] [INFO ] [sig       ] Generating forecast for: OFIX
[2026-02-10T20:28:24.562639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2026-02-10T20:28:24.575289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2026-02-10T20:28:24.575669] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2026-02-10T20:28:24.576439] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2026-02-10T20:28:24.576493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:24.576525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:24.576552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:24.576631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:24.634690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:24.635430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:24.635522] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:24.635559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:24.757997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:24.758179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:24.758230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:24.758266] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:24.762266] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-10T20:28:24.762763] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2026-02-10T20:28:24.762897] [INFO ] [sig       ] OFIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:24.906513] [INFO ] [LOCAL     ] Saved forecast: OFIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OFIX.txt
[2026-02-10T20:28:24.906665] [INFO ] [sig       ] [2240/3417] Completed OFIX in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:24.906707] [INFO ] [sig       ] [2241/3417] Forecasting OFLX...
[2026-02-10T20:28:24.906737] [INFO ] [sig       ] Generating forecast for: OFLX
[2026-02-10T20:28:24.906768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2026-02-10T20:28:24.919307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2026-02-10T20:28:24.919838] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2026-02-10T20:28:24.920848] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2026-02-10T20:28:24.920901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:24.920946] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:24.920974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:24.921031] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:24.981381] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:24.982231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:24.982316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:24.982349] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:25.098383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:25.098534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:25.098591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:25.098624] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:25.102262] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2026-02-10T20:28:25.102553] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2026-02-10T20:28:25.102707] [INFO ] [sig       ] OFLX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:25.254986] [INFO ] [LOCAL     ] Saved forecast: OFLX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OFLX.txt
[2026-02-10T20:28:25.255149] [INFO ] [sig       ] [2241/3417] Completed OFLX in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:25.255191] [INFO ] [sig       ] [2242/3417] Forecasting OFS...
[2026-02-10T20:28:25.255223] [INFO ] [sig       ] Generating forecast for: OFS
[2026-02-10T20:28:25.255257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2026-02-10T20:28:25.267329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2026-02-10T20:28:25.267662] [INFO ] [FORECASTER] Starting predict_future for OFS
[2026-02-10T20:28:25.268478] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2026-02-10T20:28:25.268531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:25.268563] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:25.268619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:25.268677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:25.327970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:25.329150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:25.329238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:25.329271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:25.453275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:25.453441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:25.453482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:25.453510] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:25.456999] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2026-02-10T20:28:25.457284] [INFO ] [FORECASTER] Completed predict_future for OFS
[2026-02-10T20:28:25.457419] [INFO ] [sig       ] OFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:25.603498] [INFO ] [LOCAL     ] Saved forecast: OFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OFS.txt
[2026-02-10T20:28:25.603667] [INFO ] [sig       ] [2242/3417] Completed OFS in 0.3s | 2.80 sym/s | Total: 13.3m | ETA: 7.0m
[2026-02-10T20:28:25.603710] [INFO ] [sig       ] [2243/3417] Forecasting OGE...
[2026-02-10T20:28:25.603740] [INFO ] [sig       ] Generating forecast for: OGE
[2026-02-10T20:28:25.603771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2026-02-10T20:28:25.615060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2026-02-10T20:28:25.615446] [INFO ] [FORECASTER] Starting predict_future for OGE
[2026-02-10T20:28:25.616248] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2026-02-10T20:28:25.616301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:25.616334] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:25.616361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:25.616417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:25.674082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:25.674950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:25.675036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:25.675069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:25.798907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:25.799075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:25.799118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:25.799148] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:25.802820] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2026-02-10T20:28:25.803135] [INFO ] [FORECASTER] Completed predict_future for OGE
[2026-02-10T20:28:25.803277] [INFO ] [sig       ] OGE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:25.944697] [INFO ] [LOCAL     ] Saved forecast: OGE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OGE.txt
[2026-02-10T20:28:25.944847] [INFO ] [sig       ] [2243/3417] Completed OGE in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:25.944888] [INFO ] [sig       ] [2244/3417] Forecasting OGI...
[2026-02-10T20:28:25.944918] [INFO ] [sig       ] Generating forecast for: OGI
[2026-02-10T20:28:25.944949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2026-02-10T20:28:25.957167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2026-02-10T20:28:25.957484] [INFO ] [FORECASTER] Starting predict_future for OGI
[2026-02-10T20:28:25.958312] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2026-02-10T20:28:25.958379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:25.958420] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:25.958447] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:25.958505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:26.016555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:26.017341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:26.017428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:26.017462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:26.144024] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:26.144188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:26.144228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:26.144256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:26.147738] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2026-02-10T20:28:26.148011] [INFO ] [FORECASTER] Completed predict_future for OGI
[2026-02-10T20:28:26.148171] [INFO ] [sig       ] OGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:26.289643] [INFO ] [LOCAL     ] Saved forecast: OGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OGI.txt
[2026-02-10T20:28:26.289784] [INFO ] [sig       ] [2244/3417] Completed OGI in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:26.289824] [INFO ] [sig       ] [2245/3417] Forecasting OGN...
[2026-02-10T20:28:26.289862] [INFO ] [sig       ] Generating forecast for: OGN
[2026-02-10T20:28:26.289893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2026-02-10T20:28:26.301258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2026-02-10T20:28:26.301603] [INFO ] [FORECASTER] Starting predict_future for OGN
[2026-02-10T20:28:26.302415] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2026-02-10T20:28:26.302478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:26.302511] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:26.302537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:26.302613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:26.360044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:26.360948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:26.361035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:26.361068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:26.485958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:26.486116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:26.486158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:26.486187] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:26.489687] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2026-02-10T20:28:26.489971] [INFO ] [FORECASTER] Completed predict_future for OGN
[2026-02-10T20:28:26.490104] [INFO ] [sig       ] OGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:26.631316] [INFO ] [LOCAL     ] Saved forecast: OGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OGN.txt
[2026-02-10T20:28:26.631476] [INFO ] [sig       ] [2245/3417] Completed OGN in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:26.631515] [INFO ] [sig       ] [2246/3417] Forecasting OHI...
[2026-02-10T20:28:26.631545] [INFO ] [sig       ] Generating forecast for: OHI
[2026-02-10T20:28:26.631592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2026-02-10T20:28:26.643129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2026-02-10T20:28:26.643454] [INFO ] [FORECASTER] Starting predict_future for OHI
[2026-02-10T20:28:26.644242] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2026-02-10T20:28:26.644295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:26.644326] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:26.644353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:26.644408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:26.702593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:26.703428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:26.703541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:26.703592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:26.827530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:26.827716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:26.827758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:26.827787] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:26.831282] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2026-02-10T20:28:26.831606] [INFO ] [FORECASTER] Completed predict_future for OHI
[2026-02-10T20:28:26.831738] [INFO ] [sig       ] OHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:26.975089] [INFO ] [LOCAL     ] Saved forecast: OHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OHI.txt
[2026-02-10T20:28:26.975227] [INFO ] [sig       ] [2246/3417] Completed OHI in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:26.975276] [INFO ] [sig       ] [2247/3417] Forecasting OI...
[2026-02-10T20:28:26.975308] [INFO ] [sig       ] Generating forecast for: OI
[2026-02-10T20:28:26.975339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2026-02-10T20:28:26.987289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2026-02-10T20:28:26.987598] [INFO ] [FORECASTER] Starting predict_future for OI
[2026-02-10T20:28:26.988440] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2026-02-10T20:28:26.988496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:26.988530] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:26.988557] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:26.988641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:27.047417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:27.048237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:27.048327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:27.048370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:27.172990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:27.173110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:27.173148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:27.173177] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:27.176709] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2026-02-10T20:28:27.176989] [INFO ] [FORECASTER] Completed predict_future for OI
[2026-02-10T20:28:27.177121] [INFO ] [sig       ] OI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:27.319109] [INFO ] [LOCAL     ] Saved forecast: OI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OI.txt
[2026-02-10T20:28:27.319228] [INFO ] [sig       ] [2247/3417] Completed OI in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:27.319267] [INFO ] [sig       ] [2248/3417] Forecasting OIA...
[2026-02-10T20:28:27.319297] [INFO ] [sig       ] Generating forecast for: OIA
[2026-02-10T20:28:27.319330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2026-02-10T20:28:27.330788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2026-02-10T20:28:27.331087] [INFO ] [FORECASTER] Starting predict_future for OIA
[2026-02-10T20:28:27.331875] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2026-02-10T20:28:27.331928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:27.331960] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:27.331987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:27.332043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:27.389315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:27.389968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:27.390046] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:27.390080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:27.510218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:27.510360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:27.510406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:27.510458] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:27.513792] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2026-02-10T20:28:27.514068] [INFO ] [FORECASTER] Completed predict_future for OIA
[2026-02-10T20:28:27.514194] [INFO ] [sig       ] OIA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:27.653975] [INFO ] [LOCAL     ] Saved forecast: OIA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OIA.txt
[2026-02-10T20:28:27.654115] [INFO ] [sig       ] [2248/3417] Completed OIA in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:27.654156] [INFO ] [sig       ] [2249/3417] Forecasting OII...
[2026-02-10T20:28:27.654186] [INFO ] [sig       ] Generating forecast for: OII
[2026-02-10T20:28:27.654216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2026-02-10T20:28:27.666335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2026-02-10T20:28:27.666649] [INFO ] [FORECASTER] Starting predict_future for OII
[2026-02-10T20:28:27.667450] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2026-02-10T20:28:27.667514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:27.667546] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:27.667593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:27.667654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:27.724636] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:27.725247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:27.725331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:27.725370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:27.846676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:27.846817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:27.846857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:27.846886] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:27.850265] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2026-02-10T20:28:27.850541] [INFO ] [FORECASTER] Completed predict_future for OII
[2026-02-10T20:28:27.850687] [INFO ] [sig       ] OII: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:27.991681] [INFO ] [LOCAL     ] Saved forecast: OII	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OII.txt
[2026-02-10T20:28:27.991826] [INFO ] [sig       ] [2249/3417] Completed OII in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 7.0m
[2026-02-10T20:28:27.991866] [INFO ] [sig       ] [2250/3417] Forecasting OIS...
[2026-02-10T20:28:27.991896] [INFO ] [sig       ] Generating forecast for: OIS
[2026-02-10T20:28:27.991927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2026-02-10T20:28:28.002794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2026-02-10T20:28:28.003080] [INFO ] [FORECASTER] Starting predict_future for OIS
[2026-02-10T20:28:28.003866] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2026-02-10T20:28:28.003920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:28.003951] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:28.003977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:28.004033] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:28.061016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:28.061896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:28.061982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:28.062015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:28.188276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:28.188434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:28.188474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:28.188502] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:28.191901] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=82.16%)
[2026-02-10T20:28:28.192169] [INFO ] [FORECASTER] Completed predict_future for OIS
[2026-02-10T20:28:28.192294] [INFO ] [sig       ] OIS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:28.335962] [INFO ] [LOCAL     ] Saved forecast: OIS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OIS.txt
[2026-02-10T20:28:28.336086] [INFO ] [sig       ] [2250/3417] Completed OIS in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:28.336124] [INFO ] [sig       ] [2251/3417] Forecasting OKE...
[2026-02-10T20:28:28.336154] [INFO ] [sig       ] Generating forecast for: OKE
[2026-02-10T20:28:28.336185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2026-02-10T20:28:28.346994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2026-02-10T20:28:28.347284] [INFO ] [FORECASTER] Starting predict_future for OKE
[2026-02-10T20:28:28.348118] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2026-02-10T20:28:28.348170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:28.348201] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:28.348229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:28.348284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:28.405669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:28.406283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:28.406360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:28.406392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:28.527838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:28.527994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:28.528049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:28.528080] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:28.531551] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2026-02-10T20:28:28.531844] [INFO ] [FORECASTER] Completed predict_future for OKE
[2026-02-10T20:28:28.531971] [INFO ] [sig       ] OKE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:28.673146] [INFO ] [LOCAL     ] Saved forecast: OKE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OKE.txt
[2026-02-10T20:28:28.673298] [INFO ] [sig       ] [2251/3417] Completed OKE in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:28.673339] [INFO ] [sig       ] [2252/3417] Forecasting OKTA...
[2026-02-10T20:28:28.673375] [INFO ] [sig       ] Generating forecast for: OKTA
[2026-02-10T20:28:28.673413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2026-02-10T20:28:28.684636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2026-02-10T20:28:28.684927] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2026-02-10T20:28:28.685722] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2026-02-10T20:28:28.685774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:28.685806] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:28.685833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:28.685906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:28.743804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:28.744407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:28.744484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:28.744517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:28.866359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:28.866514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:28.866552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:28.866604] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:28.870004] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2026-02-10T20:28:28.870277] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2026-02-10T20:28:28.870421] [INFO ] [sig       ] OKTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:29.012439] [INFO ] [LOCAL     ] Saved forecast: OKTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OKTA.txt
[2026-02-10T20:28:29.012556] [INFO ] [sig       ] [2252/3417] Completed OKTA in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:29.012794] [INFO ] [sig       ] [2253/3417] Forecasting OKYO...
[2026-02-10T20:28:29.012826] [INFO ] [sig       ] Generating forecast for: OKYO
[2026-02-10T20:28:29.012856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2026-02-10T20:28:29.024216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2026-02-10T20:28:29.024595] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2026-02-10T20:28:29.025363] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2026-02-10T20:28:29.025416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:29.025475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:29.025505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:29.025561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:29.083676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:29.084351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:29.084433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:29.084466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:29.204219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:29.204367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:29.204407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:29.204436] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:29.207806] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2026-02-10T20:28:29.208098] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2026-02-10T20:28:29.208226] [INFO ] [sig       ] OKYO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:29.350268] [INFO ] [LOCAL     ] Saved forecast: OKYO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OKYO.txt
[2026-02-10T20:28:29.350406] [INFO ] [sig       ] [2253/3417] Completed OKYO in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:29.350454] [INFO ] [sig       ] [2254/3417] Forecasting OLED...
[2026-02-10T20:28:29.350491] [INFO ] [sig       ] Generating forecast for: OLED
[2026-02-10T20:28:29.350526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2026-02-10T20:28:29.362136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2026-02-10T20:28:29.362446] [INFO ] [FORECASTER] Starting predict_future for OLED
[2026-02-10T20:28:29.363251] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2026-02-10T20:28:29.363315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:29.363348] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:29.363376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:29.363432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:29.424173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:29.424819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:29.424899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:29.424931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:29.545127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:29.545261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:29.545300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:29.545329] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:29.548707] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=47.11%)
[2026-02-10T20:28:29.548978] [INFO ] [FORECASTER] Completed predict_future for OLED
[2026-02-10T20:28:29.549105] [INFO ] [sig       ] OLED: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:29.690018] [INFO ] [LOCAL     ] Saved forecast: OLED	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OLED.txt
[2026-02-10T20:28:29.690160] [INFO ] [sig       ] [2254/3417] Completed OLED in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:29.690200] [INFO ] [sig       ] [2255/3417] Forecasting OLLI...
[2026-02-10T20:28:29.690231] [INFO ] [sig       ] Generating forecast for: OLLI
[2026-02-10T20:28:29.690262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2026-02-10T20:28:29.702511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2026-02-10T20:28:29.702844] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2026-02-10T20:28:29.703747] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2026-02-10T20:28:29.703802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:29.703836] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:29.703865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:29.703924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:29.764469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:29.765163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:29.765247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:29.765281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:29.887810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:29.887955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:29.887995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:29.888039] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:29.891543] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2026-02-10T20:28:29.891843] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2026-02-10T20:28:29.891972] [INFO ] [sig       ] OLLI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:30.034971] [INFO ] [LOCAL     ] Saved forecast: OLLI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OLLI.txt
[2026-02-10T20:28:30.035130] [INFO ] [sig       ] [2255/3417] Completed OLLI in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:30.035172] [INFO ] [sig       ] [2256/3417] Forecasting OLMA...
[2026-02-10T20:28:30.035205] [INFO ] [sig       ] Generating forecast for: OLMA
[2026-02-10T20:28:30.035235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2026-02-10T20:28:30.046812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2026-02-10T20:28:30.047151] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2026-02-10T20:28:30.047965] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2026-02-10T20:28:30.048023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:30.048083] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:30.048111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:30.048170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:30.105644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:30.106360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:30.106446] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:30.106479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:30.233244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:30.233409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:30.233449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:30.233515] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:30.236975] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2026-02-10T20:28:30.237274] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2026-02-10T20:28:30.237426] [INFO ] [sig       ] OLMA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:30.379725] [INFO ] [LOCAL     ] Saved forecast: OLMA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OLMA.txt
[2026-02-10T20:28:30.379892] [INFO ] [sig       ] [2256/3417] Completed OLMA in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:30.379932] [INFO ] [sig       ] [2257/3417] Forecasting OLN...
[2026-02-10T20:28:30.379963] [INFO ] [sig       ] Generating forecast for: OLN
[2026-02-10T20:28:30.379996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2026-02-10T20:28:30.392116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2026-02-10T20:28:30.392494] [INFO ] [FORECASTER] Starting predict_future for OLN
[2026-02-10T20:28:30.393352] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2026-02-10T20:28:30.393407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:30.393440] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:30.393467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:30.393525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:30.452827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:30.453763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:30.453849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:30.453883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:30.580909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:30.581072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:30.581113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:30.581142] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:30.585035] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2026-02-10T20:28:30.585325] [INFO ] [FORECASTER] Completed predict_future for OLN
[2026-02-10T20:28:30.585465] [INFO ] [sig       ] OLN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:30.729992] [INFO ] [LOCAL     ] Saved forecast: OLN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OLN.txt
[2026-02-10T20:28:30.730157] [INFO ] [sig       ] [2257/3417] Completed OLN in 0.4s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:30.730198] [INFO ] [sig       ] [2258/3417] Forecasting OLP...
[2026-02-10T20:28:30.730229] [INFO ] [sig       ] Generating forecast for: OLP
[2026-02-10T20:28:30.730259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2026-02-10T20:28:30.742274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2026-02-10T20:28:30.742664] [INFO ] [FORECASTER] Starting predict_future for OLP
[2026-02-10T20:28:30.743519] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2026-02-10T20:28:30.743604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:30.743648] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:30.743676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:30.743736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:30.801813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:30.802718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:30.802802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:30.802835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:30.926456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:30.926631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:30.926672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:30.926702] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:30.930205] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2026-02-10T20:28:30.930509] [INFO ] [FORECASTER] Completed predict_future for OLP
[2026-02-10T20:28:30.930672] [INFO ] [sig       ] OLP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:31.072561] [INFO ] [LOCAL     ] Saved forecast: OLP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OLP.txt
[2026-02-10T20:28:31.072742] [INFO ] [sig       ] [2258/3417] Completed OLP in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:31.072782] [INFO ] [sig       ] [2259/3417] Forecasting OLPX...
[2026-02-10T20:28:31.072813] [INFO ] [sig       ] Generating forecast for: OLPX
[2026-02-10T20:28:31.072845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2026-02-10T20:28:31.084785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2026-02-10T20:28:31.085151] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2026-02-10T20:28:31.086031] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2026-02-10T20:28:31.086086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:31.086120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:31.086148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:31.086205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:31.143672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:31.144556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:31.144661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:31.144694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:31.265967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:31.266125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:31.266165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:31.266194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:31.269776] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2026-02-10T20:28:31.270074] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2026-02-10T20:28:31.270206] [INFO ] [sig       ] OLPX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:31.412207] [INFO ] [LOCAL     ] Saved forecast: OLPX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OLPX.txt
[2026-02-10T20:28:31.412371] [INFO ] [sig       ] [2259/3417] Completed OLPX in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:31.412412] [INFO ] [sig       ] [2260/3417] Forecasting OM...
[2026-02-10T20:28:31.412442] [INFO ] [sig       ] Generating forecast for: OM
[2026-02-10T20:28:31.412473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2026-02-10T20:28:31.424379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2026-02-10T20:28:31.424777] [INFO ] [FORECASTER] Starting predict_future for OM
[2026-02-10T20:28:31.425663] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2026-02-10T20:28:31.425719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:31.425761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:31.425789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:31.425848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:31.483953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:31.484850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:31.484935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:31.484968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:31.603879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:31.604035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:31.604078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:31.604107] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:31.607532] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2026-02-10T20:28:31.607842] [INFO ] [FORECASTER] Completed predict_future for OM
[2026-02-10T20:28:31.607974] [INFO ] [sig       ] OM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:31.751031] [INFO ] [LOCAL     ] Saved forecast: OM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OM.txt
[2026-02-10T20:28:31.751197] [INFO ] [sig       ] [2260/3417] Completed OM in 0.3s | 2.80 sym/s | Total: 13.4m | ETA: 6.9m
[2026-02-10T20:28:31.751239] [INFO ] [sig       ] [2261/3417] Forecasting OMAB...
[2026-02-10T20:28:31.751269] [INFO ] [sig       ] Generating forecast for: OMAB
[2026-02-10T20:28:31.751301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2026-02-10T20:28:31.764060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2026-02-10T20:28:31.764418] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2026-02-10T20:28:31.765218] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2026-02-10T20:28:31.765271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:31.765302] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:31.765329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:31.765385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:31.823723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:31.824569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:31.824674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:31.824707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:31.945452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:31.945644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:31.945705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:31.945735] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:31.949249] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2026-02-10T20:28:31.949530] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2026-02-10T20:28:31.949675] [INFO ] [sig       ] OMAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:32.090694] [INFO ] [LOCAL     ] Saved forecast: OMAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OMAB.txt
[2026-02-10T20:28:32.090851] [INFO ] [sig       ] [2261/3417] Completed OMAB in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-10T20:28:32.090891] [INFO ] [sig       ] [2262/3417] Forecasting OMC...
[2026-02-10T20:28:32.090921] [INFO ] [sig       ] Generating forecast for: OMC
[2026-02-10T20:28:32.090952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2026-02-10T20:28:32.102346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2026-02-10T20:28:32.102719] [INFO ] [FORECASTER] Starting predict_future for OMC
[2026-02-10T20:28:32.103485] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2026-02-10T20:28:32.103538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:32.103569] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:32.103620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:32.103679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:32.160833] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:32.161711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:32.161796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:32.161828] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:32.306818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:32.306977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:32.307017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:32.307045] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:32.310735] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2026-02-10T20:28:32.311026] [INFO ] [FORECASTER] Completed predict_future for OMC
[2026-02-10T20:28:32.311161] [INFO ] [sig       ] OMC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:32.460313] [INFO ] [LOCAL     ] Saved forecast: OMC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OMC.txt
[2026-02-10T20:28:32.460473] [INFO ] [sig       ] [2262/3417] Completed OMC in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-10T20:28:32.460513] [INFO ] [sig       ] [2263/3417] Forecasting OMCL...
[2026-02-10T20:28:32.460542] [INFO ] [sig       ] Generating forecast for: OMCL
[2026-02-10T20:28:32.460594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2026-02-10T20:28:32.474871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2026-02-10T20:28:32.475295] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2026-02-10T20:28:32.476136] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2026-02-10T20:28:32.476191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:32.476225] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:32.476253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:32.476310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:32.536385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:32.537394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:32.537541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:32.537603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:32.660364] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:32.660536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:32.660607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:32.660640] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:32.664123] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=38.71%)
[2026-02-10T20:28:32.664397] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2026-02-10T20:28:32.664527] [INFO ] [sig       ] OMCL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:32.808862] [INFO ] [LOCAL     ] Saved forecast: OMCL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OMCL.txt
[2026-02-10T20:28:32.809019] [INFO ] [sig       ] [2263/3417] Completed OMCL in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-10T20:28:32.809061] [INFO ] [sig       ] [2264/3417] Forecasting OMEX...
[2026-02-10T20:28:32.809092] [INFO ] [sig       ] Generating forecast for: OMEX
[2026-02-10T20:28:32.809124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2026-02-10T20:28:32.822083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2026-02-10T20:28:32.822455] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2026-02-10T20:28:32.823461] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2026-02-10T20:28:32.823516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:32.823548] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:32.823595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:32.823657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:32.884062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:32.885004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:32.885095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:32.885130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:33.027194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:33.027361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:33.027403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:33.027432] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:33.031123] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2026-02-10T20:28:33.031457] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2026-02-10T20:28:33.031660] [INFO ] [sig       ] OMEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:33.179055] [INFO ] [LOCAL     ] Saved forecast: OMEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OMEX.txt
[2026-02-10T20:28:33.179222] [INFO ] [sig       ] [2264/3417] Completed OMEX in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-10T20:28:33.179265] [INFO ] [sig       ] [2265/3417] Forecasting OMF...
[2026-02-10T20:28:33.179296] [INFO ] [sig       ] Generating forecast for: OMF
[2026-02-10T20:28:33.179328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2026-02-10T20:28:33.191395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2026-02-10T20:28:33.191832] [INFO ] [FORECASTER] Starting predict_future for OMF
[2026-02-10T20:28:33.192664] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2026-02-10T20:28:33.192719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:33.192765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:33.192794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:33.192851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:33.252217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:33.253197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:33.253286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:33.253321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:33.386661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:33.386836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:33.386883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:33.386912] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:33.391279] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=71.48%)
[2026-02-10T20:28:33.391750] [INFO ] [FORECASTER] Completed predict_future for OMF
[2026-02-10T20:28:33.391956] [INFO ] [sig       ] OMF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:33.542977] [INFO ] [LOCAL     ] Saved forecast: OMF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OMF.txt
[2026-02-10T20:28:33.543139] [INFO ] [sig       ] [2265/3417] Completed OMF in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.9m
[2026-02-10T20:28:33.543183] [INFO ] [sig       ] [2266/3417] Forecasting ON...
[2026-02-10T20:28:33.543213] [INFO ] [sig       ] Generating forecast for: ON
[2026-02-10T20:28:33.543247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2026-02-10T20:28:33.555149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2026-02-10T20:28:33.555520] [INFO ] [FORECASTER] Starting predict_future for ON
[2026-02-10T20:28:33.556352] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2026-02-10T20:28:33.556407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:33.556440] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:33.556469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:33.556537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:33.622398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:33.623310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:33.623401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:33.623436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:33.762662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:33.762851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:33.762902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:33.762937] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:33.767891] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2026-02-10T20:28:33.768462] [INFO ] [FORECASTER] Completed predict_future for ON
[2026-02-10T20:28:33.768630] [INFO ] [sig       ] ON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:33.913349] [INFO ] [LOCAL     ] Saved forecast: ON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ON.txt
[2026-02-10T20:28:33.913544] [INFO ] [sig       ] [2266/3417] Completed ON in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:33.913607] [INFO ] [sig       ] [2267/3417] Forecasting ONB...
[2026-02-10T20:28:33.913640] [INFO ] [sig       ] Generating forecast for: ONB
[2026-02-10T20:28:33.913674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2026-02-10T20:28:33.925598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2026-02-10T20:28:33.925961] [INFO ] [FORECASTER] Starting predict_future for ONB
[2026-02-10T20:28:33.926803] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2026-02-10T20:28:33.926857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:33.926890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:33.926916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:33.926973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:33.985017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:33.985942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:33.986028] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:33.986061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:34.114970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:34.115137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:34.115177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:34.115206] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:34.118759] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2026-02-10T20:28:34.119052] [INFO ] [FORECASTER] Completed predict_future for ONB
[2026-02-10T20:28:34.119189] [INFO ] [sig       ] ONB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:34.264825] [INFO ] [LOCAL     ] Saved forecast: ONB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ONB.txt
[2026-02-10T20:28:34.264972] [INFO ] [sig       ] [2267/3417] Completed ONB in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:34.265012] [INFO ] [sig       ] [2268/3417] Forecasting ONCO...
[2026-02-10T20:28:34.265042] [INFO ] [sig       ] Generating forecast for: ONCO
[2026-02-10T20:28:34.265074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2026-02-10T20:28:34.277071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2026-02-10T20:28:34.277352] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2026-02-10T20:28:34.278224] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2026-02-10T20:28:34.278279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:34.278312] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:34.278340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:34.278399] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:34.337812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:34.338757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:34.338848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:34.338883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:34.469003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:34.469170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:34.469211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:34.469241] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:34.472909] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2026-02-10T20:28:34.473195] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2026-02-10T20:28:34.473327] [INFO ] [sig       ] ONCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:34.626599] [INFO ] [LOCAL     ] Saved forecast: ONCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ONCO.txt
[2026-02-10T20:28:34.626746] [INFO ] [sig       ] [2268/3417] Completed ONCO in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:34.626786] [INFO ] [sig       ] [2269/3417] Forecasting ONDS...
[2026-02-10T20:28:34.626823] [INFO ] [sig       ] Generating forecast for: ONDS
[2026-02-10T20:28:34.626855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2026-02-10T20:28:34.638920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2026-02-10T20:28:34.639237] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2026-02-10T20:28:34.640036] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2026-02-10T20:28:34.640089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:34.640122] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:34.640149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:34.640206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:34.701521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:34.702476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:34.702558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:34.702609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:34.824691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:34.824855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:34.824895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:34.824925] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:34.828438] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2026-02-10T20:28:34.828765] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2026-02-10T20:28:34.828896] [INFO ] [sig       ] ONDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:34.975381] [INFO ] [LOCAL     ] Saved forecast: ONDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ONDS.txt
[2026-02-10T20:28:34.975543] [INFO ] [sig       ] [2269/3417] Completed ONDS in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:34.975607] [INFO ] [sig       ] [2270/3417] Forecasting ONEQ...
[2026-02-10T20:28:34.975641] [INFO ] [sig       ] Generating forecast for: ONEQ
[2026-02-10T20:28:34.975674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2026-02-10T20:28:34.988221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2026-02-10T20:28:34.988669] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2026-02-10T20:28:34.989451] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2026-02-10T20:28:34.989515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:34.989607] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:34.989641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:34.989697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:35.046788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:35.047685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:35.047771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:35.047804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:35.171344] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:35.171501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:35.171541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:35.171591] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:35.175552] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=69.94%)
[2026-02-10T20:28:35.176043] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2026-02-10T20:28:35.176175] [INFO ] [sig       ] ONEQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:35.316976] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ONEQ.txt
[2026-02-10T20:28:35.317140] [INFO ] [sig       ] [2270/3417] Completed ONEQ in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:35.317193] [INFO ] [sig       ] [2271/3417] Forecasting ONL...
[2026-02-10T20:28:35.317226] [INFO ] [sig       ] Generating forecast for: ONL
[2026-02-10T20:28:35.317258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2026-02-10T20:28:35.328619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2026-02-10T20:28:35.328907] [INFO ] [FORECASTER] Starting predict_future for ONL
[2026-02-10T20:28:35.329718] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2026-02-10T20:28:35.329772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:35.329805] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:35.329834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:35.329892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:35.387871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:35.388724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:35.388804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:35.388837] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:35.512482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:35.512655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:35.512698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:35.512731] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:35.516185] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2026-02-10T20:28:35.516455] [INFO ] [FORECASTER] Completed predict_future for ONL
[2026-02-10T20:28:35.516603] [INFO ] [sig       ] ONL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:35.661309] [INFO ] [LOCAL     ] Saved forecast: ONL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ONL.txt
[2026-02-10T20:28:35.661452] [INFO ] [sig       ] [2271/3417] Completed ONL in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:35.661492] [INFO ] [sig       ] [2272/3417] Forecasting ONON...
[2026-02-10T20:28:35.661522] [INFO ] [sig       ] Generating forecast for: ONON
[2026-02-10T20:28:35.661555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2026-02-10T20:28:35.673341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2026-02-10T20:28:35.673656] [INFO ] [FORECASTER] Starting predict_future for ONON
[2026-02-10T20:28:35.674428] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2026-02-10T20:28:35.674480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:35.674511] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:35.674537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:35.674620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:35.732430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:35.733116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:35.733195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:35.733226] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:35.855141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:35.855299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:35.855339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:35.855385] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:35.858910] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2026-02-10T20:28:35.859185] [INFO ] [FORECASTER] Completed predict_future for ONON
[2026-02-10T20:28:35.859314] [INFO ] [sig       ] ONON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:36.025309] [INFO ] [LOCAL     ] Saved forecast: ONON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ONON.txt
[2026-02-10T20:28:36.025481] [INFO ] [sig       ] [2272/3417] Completed ONON in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:36.025527] [INFO ] [sig       ] [2273/3417] Forecasting ONTF...
[2026-02-10T20:28:36.025556] [INFO ] [sig       ] Generating forecast for: ONTF
[2026-02-10T20:28:36.025610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2026-02-10T20:28:36.037629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2026-02-10T20:28:36.037958] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2026-02-10T20:28:36.038868] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2026-02-10T20:28:36.038923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:36.038955] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:36.038982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:36.039039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:36.099745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:36.100604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:36.100694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:36.100728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:36.230866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:36.231023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:36.231071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:36.231156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:36.234966] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2026-02-10T20:28:36.235254] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2026-02-10T20:28:36.235395] [INFO ] [sig       ] ONTF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:36.386221] [INFO ] [LOCAL     ] Saved forecast: ONTF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ONTF.txt
[2026-02-10T20:28:36.386365] [INFO ] [sig       ] [2273/3417] Completed ONTF in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:36.386405] [INFO ] [sig       ] [2274/3417] Forecasting ONTO...
[2026-02-10T20:28:36.386435] [INFO ] [sig       ] Generating forecast for: ONTO
[2026-02-10T20:28:36.386466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2026-02-10T20:28:36.399369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2026-02-10T20:28:36.399766] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2026-02-10T20:28:36.400553] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2026-02-10T20:28:36.400625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:36.400667] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:36.400697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:36.400754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:36.460672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:36.461337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:36.461430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:36.461494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:36.588904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:36.589058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:36.589100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:36.589130] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:36.592678] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2026-02-10T20:28:36.592965] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2026-02-10T20:28:36.593115] [INFO ] [sig       ] ONTO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:36.737291] [INFO ] [LOCAL     ] Saved forecast: ONTO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ONTO.txt
[2026-02-10T20:28:36.737428] [INFO ] [sig       ] [2274/3417] Completed ONTO in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:36.737467] [INFO ] [sig       ] [2275/3417] Forecasting OOMA...
[2026-02-10T20:28:36.737497] [INFO ] [sig       ] Generating forecast for: OOMA
[2026-02-10T20:28:36.737527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2026-02-10T20:28:36.751203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2026-02-10T20:28:36.751552] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2026-02-10T20:28:36.752386] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2026-02-10T20:28:36.752441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:36.752475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:36.752503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:36.752601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:36.815081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:36.816199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:36.816306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:36.816351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:36.941260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:36.941427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:36.941469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:36.941500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:36.945013] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2026-02-10T20:28:36.945308] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2026-02-10T20:28:36.945445] [INFO ] [sig       ] OOMA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:37.089923] [INFO ] [LOCAL     ] Saved forecast: OOMA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OOMA.txt
[2026-02-10T20:28:37.090086] [INFO ] [sig       ] [2275/3417] Completed OOMA in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:37.090128] [INFO ] [sig       ] [2276/3417] Forecasting OPAL...
[2026-02-10T20:28:37.090158] [INFO ] [sig       ] Generating forecast for: OPAL
[2026-02-10T20:28:37.090193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2026-02-10T20:28:37.101955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2026-02-10T20:28:37.102279] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2026-02-10T20:28:37.103068] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2026-02-10T20:28:37.103121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:37.103154] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:37.103192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:37.103250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:37.161762] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:37.162594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:37.162681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:37.162716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:37.286528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:37.286712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:37.286755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:37.286784] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:37.290266] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2026-02-10T20:28:37.290542] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2026-02-10T20:28:37.290698] [INFO ] [sig       ] OPAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:37.435390] [INFO ] [LOCAL     ] Saved forecast: OPAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OPAL.txt
[2026-02-10T20:28:37.435658] [INFO ] [sig       ] [2276/3417] Completed OPAL in 0.3s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:37.435719] [INFO ] [sig       ] [2277/3417] Forecasting OPBK...
[2026-02-10T20:28:37.435761] [INFO ] [sig       ] Generating forecast for: OPBK
[2026-02-10T20:28:37.435805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2026-02-10T20:28:37.448680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2026-02-10T20:28:37.449124] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2026-02-10T20:28:37.449998] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2026-02-10T20:28:37.450053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:37.450086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:37.450113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:37.450171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:37.510274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:37.511206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:37.511294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:37.511328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:37.636538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:37.636727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:37.636769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:37.636798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:37.640722] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2026-02-10T20:28:37.641035] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2026-02-10T20:28:37.641177] [INFO ] [sig       ] OPBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:37.805412] [INFO ] [LOCAL     ] Saved forecast: OPBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OPBK.txt
[2026-02-10T20:28:37.805612] [INFO ] [sig       ] [2277/3417] Completed OPBK in 0.4s | 2.80 sym/s | Total: 13.5m | ETA: 6.8m
[2026-02-10T20:28:37.805656] [INFO ] [sig       ] [2278/3417] Forecasting OPCH...
[2026-02-10T20:28:37.805687] [INFO ] [sig       ] Generating forecast for: OPCH
[2026-02-10T20:28:37.805721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2026-02-10T20:28:37.819405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2026-02-10T20:28:37.819841] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2026-02-10T20:28:37.820735] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2026-02-10T20:28:37.820789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:37.820822] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:37.820856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:37.820920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:37.884166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:37.885389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:37.885478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:37.885513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:38.013098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:38.013254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:38.013302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:38.013333] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:38.016854] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2026-02-10T20:28:38.017131] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2026-02-10T20:28:38.017261] [INFO ] [sig       ] OPCH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:38.160384] [INFO ] [LOCAL     ] Saved forecast: OPCH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OPCH.txt
[2026-02-10T20:28:38.160534] [INFO ] [sig       ] [2278/3417] Completed OPCH in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-10T20:28:38.160591] [INFO ] [sig       ] [2279/3417] Forecasting OPEN...
[2026-02-10T20:28:38.160625] [INFO ] [sig       ] Generating forecast for: OPEN
[2026-02-10T20:28:38.160657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2026-02-10T20:28:38.173024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2026-02-10T20:28:38.173420] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2026-02-10T20:28:38.174272] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2026-02-10T20:28:38.174326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:38.174359] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:38.174388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:38.174446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:38.237291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:38.238234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:38.238323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:38.238359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:38.363847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:38.364015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:38.364055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:38.364084] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:38.367597] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2026-02-10T20:28:38.367882] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2026-02-10T20:28:38.368014] [INFO ] [sig       ] OPEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:38.514973] [INFO ] [LOCAL     ] Saved forecast: OPEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OPEN.txt
[2026-02-10T20:28:38.515134] [INFO ] [sig       ] [2279/3417] Completed OPEN in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-10T20:28:38.515174] [INFO ] [sig       ] [2280/3417] Forecasting OPFI...
[2026-02-10T20:28:38.515204] [INFO ] [sig       ] Generating forecast for: OPFI
[2026-02-10T20:28:38.515242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2026-02-10T20:28:38.527226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2026-02-10T20:28:38.527532] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2026-02-10T20:28:38.528352] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2026-02-10T20:28:38.528406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:38.528437] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:38.528464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:38.528519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:38.594096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:38.595237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:38.595359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:38.595395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:38.733219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:38.733387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:38.733430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:38.733462] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:38.737616] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2026-02-10T20:28:38.737922] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2026-02-10T20:28:38.738086] [INFO ] [sig       ] OPFI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:38.881087] [INFO ] [LOCAL     ] Saved forecast: OPFI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OPFI.txt
[2026-02-10T20:28:38.881235] [INFO ] [sig       ] [2280/3417] Completed OPFI in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-10T20:28:38.881289] [INFO ] [sig       ] [2281/3417] Forecasting OPK...
[2026-02-10T20:28:38.881323] [INFO ] [sig       ] Generating forecast for: OPK
[2026-02-10T20:28:38.881354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2026-02-10T20:28:38.893789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2026-02-10T20:28:38.894082] [INFO ] [FORECASTER] Starting predict_future for OPK
[2026-02-10T20:28:38.894864] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2026-02-10T20:28:38.894916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:38.894949] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:38.894976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:38.895032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:38.957425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:38.958310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:38.958395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:38.958430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:39.085664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:39.085824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:39.085864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:39.085893] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:39.089369] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2026-02-10T20:28:39.089673] [INFO ] [FORECASTER] Completed predict_future for OPK
[2026-02-10T20:28:39.089806] [INFO ] [sig       ] OPK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:39.234532] [INFO ] [LOCAL     ] Saved forecast: OPK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OPK.txt
[2026-02-10T20:28:39.234721] [INFO ] [sig       ] [2281/3417] Completed OPK in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-10T20:28:39.234765] [INFO ] [sig       ] [2282/3417] Forecasting OPP...
[2026-02-10T20:28:39.234794] [INFO ] [sig       ] Generating forecast for: OPP
[2026-02-10T20:28:39.234826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2026-02-10T20:28:39.247826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2026-02-10T20:28:39.248153] [INFO ] [FORECASTER] Starting predict_future for OPP
[2026-02-10T20:28:39.248954] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2026-02-10T20:28:39.249006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:39.249038] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:39.249065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:39.249121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:39.308736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:39.309656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:39.309768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:39.309805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:39.445389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:39.445562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:39.445623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:39.445653] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:39.449558] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2026-02-10T20:28:39.449890] [INFO ] [FORECASTER] Completed predict_future for OPP
[2026-02-10T20:28:39.450031] [INFO ] [sig       ] OPP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:39.600407] [INFO ] [LOCAL     ] Saved forecast: OPP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OPP.txt
[2026-02-10T20:28:39.600567] [INFO ] [sig       ] [2282/3417] Completed OPP in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.8m
[2026-02-10T20:28:39.600639] [INFO ] [sig       ] [2283/3417] Forecasting OPRA...
[2026-02-10T20:28:39.600673] [INFO ] [sig       ] Generating forecast for: OPRA
[2026-02-10T20:28:39.600709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2026-02-10T20:28:39.613867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2026-02-10T20:28:39.614200] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2026-02-10T20:28:39.614989] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2026-02-10T20:28:39.615042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:39.615075] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:39.615103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:39.615159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:39.675155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:39.676132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:39.676235] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:39.676271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:39.804933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:39.805095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:39.805135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:39.805165] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:39.808699] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2026-02-10T20:28:39.808998] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2026-02-10T20:28:39.809130] [INFO ] [sig       ] OPRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:39.953818] [INFO ] [LOCAL     ] Saved forecast: OPRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OPRA.txt
[2026-02-10T20:28:39.953991] [INFO ] [sig       ] [2283/3417] Completed OPRA in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:39.954032] [INFO ] [sig       ] [2284/3417] Forecasting OPTX...
[2026-02-10T20:28:39.954062] [INFO ] [sig       ] Generating forecast for: OPTX
[2026-02-10T20:28:39.954094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2026-02-10T20:28:39.965348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2026-02-10T20:28:39.965662] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2026-02-10T20:28:39.966457] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2026-02-10T20:28:39.966511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:39.966545] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:39.966601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:39.966678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:40.027676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:40.028610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:40.028715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:40.028755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:40.157537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:40.157727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:40.157770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:40.157798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:40.161422] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2026-02-10T20:28:40.161741] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2026-02-10T20:28:40.161886] [INFO ] [sig       ] OPTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:40.308901] [INFO ] [LOCAL     ] Saved forecast: OPTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OPTX.txt
[2026-02-10T20:28:40.309069] [INFO ] [sig       ] [2284/3417] Completed OPTX in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:40.309110] [INFO ] [sig       ] [2285/3417] Forecasting OPXS...
[2026-02-10T20:28:40.309140] [INFO ] [sig       ] Generating forecast for: OPXS
[2026-02-10T20:28:40.309173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2026-02-10T20:28:40.322005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2026-02-10T20:28:40.322389] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2026-02-10T20:28:40.323192] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2026-02-10T20:28:40.323245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:40.323277] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:40.323304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:40.323359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:40.384670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:40.385555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:40.385667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:40.385705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:40.527070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:40.527254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:40.527306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:40.527343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:40.531990] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=87.49%)
[2026-02-10T20:28:40.532350] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2026-02-10T20:28:40.532518] [INFO ] [sig       ] OPXS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:40.678492] [INFO ] [LOCAL     ] Saved forecast: OPXS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OPXS.txt
[2026-02-10T20:28:40.678701] [INFO ] [sig       ] [2285/3417] Completed OPXS in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:40.678753] [INFO ] [sig       ] [2286/3417] Forecasting ORA...
[2026-02-10T20:28:40.678787] [INFO ] [sig       ] Generating forecast for: ORA
[2026-02-10T20:28:40.678823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2026-02-10T20:28:40.691914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2026-02-10T20:28:40.692341] [INFO ] [FORECASTER] Starting predict_future for ORA
[2026-02-10T20:28:40.693213] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2026-02-10T20:28:40.693267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:40.693300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:40.693329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:40.693388] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:40.753950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:40.755083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:40.755172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:40.755204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:40.886106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:40.886288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:40.886341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:40.886374] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:40.890244] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2026-02-10T20:28:40.890558] [INFO ] [FORECASTER] Completed predict_future for ORA
[2026-02-10T20:28:40.890725] [INFO ] [sig       ] ORA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:41.035663] [INFO ] [LOCAL     ] Saved forecast: ORA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ORA.txt
[2026-02-10T20:28:41.035825] [INFO ] [sig       ] [2286/3417] Completed ORA in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:41.035866] [INFO ] [sig       ] [2287/3417] Forecasting ORC...
[2026-02-10T20:28:41.035896] [INFO ] [sig       ] Generating forecast for: ORC
[2026-02-10T20:28:41.035928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2026-02-10T20:28:41.048209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2026-02-10T20:28:41.048567] [INFO ] [FORECASTER] Starting predict_future for ORC
[2026-02-10T20:28:41.049399] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2026-02-10T20:28:41.049453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:41.049518] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:41.049549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:41.049646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:41.121336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:41.122300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:41.122399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:41.122436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:41.253183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:41.253348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:41.253390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:41.253421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:41.257220] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2026-02-10T20:28:41.257512] [INFO ] [FORECASTER] Completed predict_future for ORC
[2026-02-10T20:28:41.257682] [INFO ] [sig       ] ORC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:41.408911] [INFO ] [LOCAL     ] Saved forecast: ORC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ORC.txt
[2026-02-10T20:28:41.409054] [INFO ] [sig       ] [2287/3417] Completed ORC in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:41.409096] [INFO ] [sig       ] [2288/3417] Forecasting ORGO...
[2026-02-10T20:28:41.409127] [INFO ] [sig       ] Generating forecast for: ORGO
[2026-02-10T20:28:41.409160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2026-02-10T20:28:41.421831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2026-02-10T20:28:41.422172] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2026-02-10T20:28:41.423032] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2026-02-10T20:28:41.423089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:41.423121] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:41.423153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:41.423224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:41.484019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:41.484957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:41.485045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:41.485080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:41.613041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:41.613218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:41.613265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:41.613296] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:41.616899] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2026-02-10T20:28:41.617193] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2026-02-10T20:28:41.617335] [INFO ] [sig       ] ORGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:41.769035] [INFO ] [LOCAL     ] Saved forecast: ORGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ORGO.txt
[2026-02-10T20:28:41.769209] [INFO ] [sig       ] [2288/3417] Completed ORGO in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:41.769250] [INFO ] [sig       ] [2289/3417] Forecasting ORIC...
[2026-02-10T20:28:41.769281] [INFO ] [sig       ] Generating forecast for: ORIC
[2026-02-10T20:28:41.769313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2026-02-10T20:28:41.782222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2026-02-10T20:28:41.782562] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2026-02-10T20:28:41.783393] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2026-02-10T20:28:41.783459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:41.783494] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:41.783522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:41.783598] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:41.844700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:41.845588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:41.845689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:41.845731] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:41.974803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:41.975154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:41.975196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:41.975225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:41.979130] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2026-02-10T20:28:41.979414] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2026-02-10T20:28:41.979546] [INFO ] [sig       ] ORIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:42.133686] [INFO ] [LOCAL     ] Saved forecast: ORIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ORIC.txt
[2026-02-10T20:28:42.133859] [INFO ] [sig       ] [2289/3417] Completed ORIC in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:42.133900] [INFO ] [sig       ] [2290/3417] Forecasting ORKA...
[2026-02-10T20:28:42.133930] [INFO ] [sig       ] Generating forecast for: ORKA
[2026-02-10T20:28:42.133964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2026-02-10T20:28:42.145410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2026-02-10T20:28:42.145760] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2026-02-10T20:28:42.146561] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2026-02-10T20:28:42.146634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:42.146668] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:42.146696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:42.146752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:42.208075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:42.208840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:42.208925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:42.209161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:42.338522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:42.338707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:42.338757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:42.338847] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:42.342737] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2026-02-10T20:28:42.343021] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2026-02-10T20:28:42.343156] [INFO ] [sig       ] ORKA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:42.499567] [INFO ] [LOCAL     ] Saved forecast: ORKA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ORKA.txt
[2026-02-10T20:28:42.499757] [INFO ] [sig       ] [2290/3417] Completed ORKA in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:42.499799] [INFO ] [sig       ] [2291/3417] Forecasting ORLY...
[2026-02-10T20:28:42.499830] [INFO ] [sig       ] Generating forecast for: ORLY
[2026-02-10T20:28:42.499863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2026-02-10T20:28:42.512063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2026-02-10T20:28:42.512397] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2026-02-10T20:28:42.513309] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2026-02-10T20:28:42.513364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:42.513397] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:42.513425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:42.513482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:42.575778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:42.576683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:42.576768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:42.576802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:42.702118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:42.702281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:42.702323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:42.702353] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:42.706281] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2026-02-10T20:28:42.706556] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2026-02-10T20:28:42.706735] [INFO ] [sig       ] ORLY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:42.857001] [INFO ] [LOCAL     ] Saved forecast: ORLY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ORLY.txt
[2026-02-10T20:28:42.857153] [INFO ] [sig       ] [2291/3417] Completed ORLY in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:42.857194] [INFO ] [sig       ] [2292/3417] Forecasting ORMP...
[2026-02-10T20:28:42.857224] [INFO ] [sig       ] Generating forecast for: ORMP
[2026-02-10T20:28:42.857255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2026-02-10T20:28:42.869828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2026-02-10T20:28:42.870190] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2026-02-10T20:28:42.871018] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2026-02-10T20:28:42.871073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:42.871107] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:42.871135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:42.871193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:42.936078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:42.936987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:42.937071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:42.937106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:43.061355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:43.061517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:43.061558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:43.061610] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:43.065300] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2026-02-10T20:28:43.065600] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2026-02-10T20:28:43.065734] [INFO ] [sig       ] ORMP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:43.211088] [INFO ] [LOCAL     ] Saved forecast: ORMP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ORMP.txt
[2026-02-10T20:28:43.211222] [INFO ] [sig       ] [2292/3417] Completed ORMP in 0.4s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:43.211271] [INFO ] [sig       ] [2293/3417] Forecasting ORN...
[2026-02-10T20:28:43.211308] [INFO ] [sig       ] Generating forecast for: ORN
[2026-02-10T20:28:43.211341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2026-02-10T20:28:43.222670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2026-02-10T20:28:43.222964] [INFO ] [FORECASTER] Starting predict_future for ORN
[2026-02-10T20:28:43.223791] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2026-02-10T20:28:43.223845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:43.223877] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:43.223904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:43.223961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:43.281838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:43.282459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:43.282593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:43.282630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:43.402554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:43.402700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:43.402739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:43.402768] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:43.406065] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2026-02-10T20:28:43.406342] [INFO ] [FORECASTER] Completed predict_future for ORN
[2026-02-10T20:28:43.406469] [INFO ] [sig       ] ORN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:43.547006] [INFO ] [LOCAL     ] Saved forecast: ORN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ORN.txt
[2026-02-10T20:28:43.547141] [INFO ] [sig       ] [2293/3417] Completed ORN in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:43.547179] [INFO ] [sig       ] [2294/3417] Forecasting ORRF...
[2026-02-10T20:28:43.547208] [INFO ] [sig       ] Generating forecast for: ORRF
[2026-02-10T20:28:43.547239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2026-02-10T20:28:43.558312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2026-02-10T20:28:43.558607] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2026-02-10T20:28:43.559433] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2026-02-10T20:28:43.559488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:43.559522] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:43.559551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:43.559634] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:43.617712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:43.618325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:43.618402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:43.618434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:43.741662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:43.741833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:43.741874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:43.741903] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:43.745489] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2026-02-10T20:28:43.745860] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2026-02-10T20:28:43.746001] [INFO ] [sig       ] ORRF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:43.896184] [INFO ] [LOCAL     ] Saved forecast: ORRF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ORRF.txt
[2026-02-10T20:28:43.896361] [INFO ] [sig       ] [2294/3417] Completed ORRF in 0.3s | 2.80 sym/s | Total: 13.6m | ETA: 6.7m
[2026-02-10T20:28:43.896411] [INFO ] [sig       ] [2295/3417] Forecasting OS...
[2026-02-10T20:28:43.896448] [INFO ] [sig       ] Generating forecast for: OS
[2026-02-10T20:28:43.896488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2026-02-10T20:28:43.909427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2026-02-10T20:28:43.909889] [INFO ] [FORECASTER] Starting predict_future for OS
[2026-02-10T20:28:43.910889] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2026-02-10T20:28:43.910950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:43.910984] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:43.911013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:43.911071] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:43.971296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:43.972344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:43.972460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:43.972495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:44.104046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:44.104229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:44.104272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:44.104301] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:44.108185] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2026-02-10T20:28:44.108553] [INFO ] [FORECASTER] Completed predict_future for OS
[2026-02-10T20:28:44.108725] [INFO ] [sig       ] OS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:44.259362] [INFO ] [LOCAL     ] Saved forecast: OS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OS.txt
[2026-02-10T20:28:44.259550] [INFO ] [sig       ] [2295/3417] Completed OS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-10T20:28:44.259613] [INFO ] [sig       ] [2296/3417] Forecasting OSBC...
[2026-02-10T20:28:44.259646] [INFO ] [sig       ] Generating forecast for: OSBC
[2026-02-10T20:28:44.259677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2026-02-10T20:28:44.272932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2026-02-10T20:28:44.273360] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2026-02-10T20:28:44.274225] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2026-02-10T20:28:44.274284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:44.274317] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:44.274344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:44.274402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:44.333565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:44.334535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:44.334661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:44.334702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:44.460158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:44.460323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:44.460385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:44.460414] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:44.464357] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2026-02-10T20:28:44.464720] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2026-02-10T20:28:44.464865] [INFO ] [sig       ] OSBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:44.613653] [INFO ] [LOCAL     ] Saved forecast: OSBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OSBC.txt
[2026-02-10T20:28:44.613823] [INFO ] [sig       ] [2296/3417] Completed OSBC in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-10T20:28:44.613864] [INFO ] [sig       ] [2297/3417] Forecasting OSIS...
[2026-02-10T20:28:44.613896] [INFO ] [sig       ] Generating forecast for: OSIS
[2026-02-10T20:28:44.613926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2026-02-10T20:28:44.626341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2026-02-10T20:28:44.626773] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2026-02-10T20:28:44.627642] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2026-02-10T20:28:44.627700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:44.627734] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:44.627767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:44.627826] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:44.689305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:44.690258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:44.690425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:44.690474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:44.816033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:44.816203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:44.816244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:44.816273] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:44.820029] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2026-02-10T20:28:44.820411] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2026-02-10T20:28:44.820566] [INFO ] [sig       ] OSIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:44.968909] [INFO ] [LOCAL     ] Saved forecast: OSIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OSIS.txt
[2026-02-10T20:28:44.969079] [INFO ] [sig       ] [2297/3417] Completed OSIS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-10T20:28:44.969119] [INFO ] [sig       ] [2298/3417] Forecasting OSPN...
[2026-02-10T20:28:44.969151] [INFO ] [sig       ] Generating forecast for: OSPN
[2026-02-10T20:28:44.969183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2026-02-10T20:28:44.981486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2026-02-10T20:28:44.981950] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2026-02-10T20:28:44.982828] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2026-02-10T20:28:44.982894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:44.982931] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:44.982958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:44.983014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:45.041753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:45.042683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:45.042785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:45.042819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:45.169103] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:45.169274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:45.169315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:45.169344] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:45.172892] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=62.60%)
[2026-02-10T20:28:45.173184] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2026-02-10T20:28:45.173319] [INFO ] [sig       ] OSPN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:45.315623] [INFO ] [LOCAL     ] Saved forecast: OSPN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OSPN.txt
[2026-02-10T20:28:45.315827] [INFO ] [sig       ] [2298/3417] Completed OSPN in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-10T20:28:45.315883] [INFO ] [sig       ] [2299/3417] Forecasting OSS...
[2026-02-10T20:28:45.315923] [INFO ] [sig       ] Generating forecast for: OSS
[2026-02-10T20:28:45.315965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2026-02-10T20:28:45.330057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2026-02-10T20:28:45.330554] [INFO ] [FORECASTER] Starting predict_future for OSS
[2026-02-10T20:28:45.331711] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2026-02-10T20:28:45.331786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:45.331833] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:45.331873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:45.331957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:45.396376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:45.397313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:45.397399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:45.397433] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:45.521387] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:45.521546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:45.521606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:45.521638] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:45.525042] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2026-02-10T20:28:45.525317] [INFO ] [FORECASTER] Completed predict_future for OSS
[2026-02-10T20:28:45.525446] [INFO ] [sig       ] OSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:45.668286] [INFO ] [LOCAL     ] Saved forecast: OSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OSS.txt
[2026-02-10T20:28:45.668457] [INFO ] [sig       ] [2299/3417] Completed OSS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.7m
[2026-02-10T20:28:45.668505] [INFO ] [sig       ] [2300/3417] Forecasting OTEX...
[2026-02-10T20:28:45.668536] [INFO ] [sig       ] Generating forecast for: OTEX
[2026-02-10T20:28:45.668567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2026-02-10T20:28:45.681280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2026-02-10T20:28:45.681617] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2026-02-10T20:28:45.682405] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2026-02-10T20:28:45.682459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:45.682506] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:45.682536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:45.682620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:45.741788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:45.742683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:45.742764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:45.742797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:45.871925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:45.872083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:45.872124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:45.872154] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:45.875672] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=79.32%)
[2026-02-10T20:28:45.875959] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2026-02-10T20:28:45.876094] [INFO ] [sig       ] OTEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:46.026756] [INFO ] [LOCAL     ] Saved forecast: OTEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OTEX.txt
[2026-02-10T20:28:46.027040] [INFO ] [sig       ] [2300/3417] Completed OTEX in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:46.027101] [INFO ] [sig       ] [2301/3417] Forecasting OTIS...
[2026-02-10T20:28:46.027152] [INFO ] [sig       ] Generating forecast for: OTIS
[2026-02-10T20:28:46.027205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2026-02-10T20:28:46.042728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2026-02-10T20:28:46.043151] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2026-02-10T20:28:46.044052] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2026-02-10T20:28:46.044108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:46.044143] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:46.044171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:46.044229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:46.106228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:46.107165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:46.107260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:46.107296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:46.231992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:46.232155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:46.232196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:46.232224] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:46.235753] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2026-02-10T20:28:46.236043] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2026-02-10T20:28:46.236173] [INFO ] [sig       ] OTIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:46.381179] [INFO ] [LOCAL     ] Saved forecast: OTIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OTIS.txt
[2026-02-10T20:28:46.381347] [INFO ] [sig       ] [2301/3417] Completed OTIS in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:46.381389] [INFO ] [sig       ] [2302/3417] Forecasting OTLY...
[2026-02-10T20:28:46.381420] [INFO ] [sig       ] Generating forecast for: OTLY
[2026-02-10T20:28:46.381454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2026-02-10T20:28:46.393819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2026-02-10T20:28:46.394249] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2026-02-10T20:28:46.395118] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2026-02-10T20:28:46.395174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:46.395208] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:46.395237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:46.395296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:46.454666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:46.455598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:46.455688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:46.455726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:46.584565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:46.584755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:46.584796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:46.584828] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:46.588927] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2026-02-10T20:28:46.589450] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2026-02-10T20:28:46.589616] [INFO ] [sig       ] OTLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:46.759220] [INFO ] [LOCAL     ] Saved forecast: OTLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OTLY.txt
[2026-02-10T20:28:46.759400] [INFO ] [sig       ] [2302/3417] Completed OTLY in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:46.759441] [INFO ] [sig       ] [2303/3417] Forecasting OVID...
[2026-02-10T20:28:46.759469] [INFO ] [sig       ] Generating forecast for: OVID
[2026-02-10T20:28:46.759502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2026-02-10T20:28:46.771268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2026-02-10T20:28:46.771731] [INFO ] [FORECASTER] Starting predict_future for OVID
[2026-02-10T20:28:46.772758] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2026-02-10T20:28:46.772819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:46.772852] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:46.772880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:46.772938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:46.834282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:46.835181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:46.835271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:46.835306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:46.952492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:46.952686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:46.952731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:46.952763] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:46.956355] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2026-02-10T20:28:46.956668] [INFO ] [FORECASTER] Completed predict_future for OVID
[2026-02-10T20:28:46.956807] [INFO ] [sig       ] OVID: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:47.126760] [INFO ] [LOCAL     ] Saved forecast: OVID	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OVID.txt
[2026-02-10T20:28:47.126972] [INFO ] [sig       ] [2303/3417] Completed OVID in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:47.127234] [INFO ] [sig       ] [2304/3417] Forecasting OVLY...
[2026-02-10T20:28:47.127278] [INFO ] [sig       ] Generating forecast for: OVLY
[2026-02-10T20:28:47.127326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2026-02-10T20:28:47.140755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2026-02-10T20:28:47.141376] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2026-02-10T20:28:47.142489] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2026-02-10T20:28:47.142548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:47.142655] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:47.142700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:47.142778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:47.203812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:47.204933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:47.205023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:47.205056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:47.315905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:47.316065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:47.316109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:47.316138] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:47.319670] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2026-02-10T20:28:47.319987] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2026-02-10T20:28:47.320116] [INFO ] [sig       ] OVLY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:47.470265] [INFO ] [LOCAL     ] Saved forecast: OVLY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OVLY.txt
[2026-02-10T20:28:47.470500] [INFO ] [sig       ] [2304/3417] Completed OVLY in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:47.470544] [INFO ] [sig       ] [2305/3417] Forecasting OWL...
[2026-02-10T20:28:47.470592] [INFO ] [sig       ] Generating forecast for: OWL
[2026-02-10T20:28:47.470642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2026-02-10T20:28:47.485036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2026-02-10T20:28:47.485467] [INFO ] [FORECASTER] Starting predict_future for OWL
[2026-02-10T20:28:47.486557] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2026-02-10T20:28:47.486648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:47.486691] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:47.486720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:47.486786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:47.545806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:47.546784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:47.546896] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:47.546938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:47.672924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:47.673115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:47.673160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:47.673190] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:47.676789] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=46.61%)
[2026-02-10T20:28:47.677103] [INFO ] [FORECASTER] Completed predict_future for OWL
[2026-02-10T20:28:47.677258] [INFO ] [sig       ] OWL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:47.828939] [INFO ] [LOCAL     ] Saved forecast: OWL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OWL.txt
[2026-02-10T20:28:47.829099] [INFO ] [sig       ] [2305/3417] Completed OWL in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:47.829139] [INFO ] [sig       ] [2306/3417] Forecasting OXLC...
[2026-02-10T20:28:47.829169] [INFO ] [sig       ] Generating forecast for: OXLC
[2026-02-10T20:28:47.829200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2026-02-10T20:28:47.842754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2026-02-10T20:28:47.843167] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2026-02-10T20:28:47.844004] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2026-02-10T20:28:47.844058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:47.844093] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:47.844120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:47.844177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:47.907850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:47.908776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:47.908867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:47.908904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:48.039566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:48.039745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:48.039791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:48.039825] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:48.043390] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2026-02-10T20:28:48.043688] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2026-02-10T20:28:48.043820] [INFO ] [sig       ] OXLC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:48.190595] [INFO ] [LOCAL     ] Saved forecast: OXLC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OXLC.txt
[2026-02-10T20:28:48.190826] [INFO ] [sig       ] [2306/3417] Completed OXLC in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:48.190896] [INFO ] [sig       ] [2307/3417] Forecasting OXM...
[2026-02-10T20:28:48.190940] [INFO ] [sig       ] Generating forecast for: OXM
[2026-02-10T20:28:48.191001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2026-02-10T20:28:48.205740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2026-02-10T20:28:48.206075] [INFO ] [FORECASTER] Starting predict_future for OXM
[2026-02-10T20:28:48.206856] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2026-02-10T20:28:48.206909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:48.206941] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:48.206968] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:48.207024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:48.266018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:48.266939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:48.267030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:48.267064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:48.392970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:48.393328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:48.393372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:48.393452] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:48.397157] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2026-02-10T20:28:48.397440] [INFO ] [FORECASTER] Completed predict_future for OXM
[2026-02-10T20:28:48.397594] [INFO ] [sig       ] OXM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:48.542457] [INFO ] [LOCAL     ] Saved forecast: OXM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OXM.txt
[2026-02-10T20:28:48.542638] [INFO ] [sig       ] [2307/3417] Completed OXM in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:48.542681] [INFO ] [sig       ] [2308/3417] Forecasting OXSQ...
[2026-02-10T20:28:48.542712] [INFO ] [sig       ] Generating forecast for: OXSQ
[2026-02-10T20:28:48.542745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2026-02-10T20:28:48.556194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2026-02-10T20:28:48.556863] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2026-02-10T20:28:48.557897] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2026-02-10T20:28:48.557952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:48.557984] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:48.558011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:48.558093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:48.617586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:48.618492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:48.618600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:48.618636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:48.744845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:48.745010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:48.745077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:48.745115] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:48.748691] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2026-02-10T20:28:48.749007] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2026-02-10T20:28:48.749141] [INFO ] [sig       ] OXSQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:48.899319] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/OXSQ.txt
[2026-02-10T20:28:48.899490] [INFO ] [sig       ] [2308/3417] Completed OXSQ in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:48.899554] [INFO ] [sig       ] [2309/3417] Forecasting OZEM...
[2026-02-10T20:28:48.899625] [INFO ] [sig       ] Generating forecast for: OZEM
[2026-02-10T20:28:48.899669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2026-02-10T20:28:48.911251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2026-02-10T20:28:48.911563] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2026-02-10T20:28:48.912371] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2026-02-10T20:28:48.912425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:48.912457] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:48.912483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:48.912540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:48.972205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:48.973083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:48.973188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:48.973223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:49.093743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:49.093926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:49.093969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:49.094000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:49.097724] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2026-02-10T20:28:49.098052] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2026-02-10T20:28:49.098191] [INFO ] [sig       ] OZEM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:49.241078] [INFO ] [LOCAL     ] Saved forecast: OZEM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OZEM.txt
[2026-02-10T20:28:49.241227] [INFO ] [sig       ] [2309/3417] Completed OZEM in 0.3s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:49.241275] [INFO ] [sig       ] [2310/3417] Forecasting OZK...
[2026-02-10T20:28:49.241307] [INFO ] [sig       ] Generating forecast for: OZK
[2026-02-10T20:28:49.241347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2026-02-10T20:28:49.254094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2026-02-10T20:28:49.254442] [INFO ] [FORECASTER] Starting predict_future for OZK
[2026-02-10T20:28:49.255491] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2026-02-10T20:28:49.255545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:49.255599] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:49.255649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:49.255709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:49.314565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:49.315386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:49.315482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:49.315518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:49.441942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:49.442104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:49.442144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:49.442174] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:49.446229] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=70.05%)
[2026-02-10T20:28:49.446510] [INFO ] [FORECASTER] Completed predict_future for OZK
[2026-02-10T20:28:49.446661] [INFO ] [sig       ] OZK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:49.592443] [INFO ] [LOCAL     ] Saved forecast: OZK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OZK.txt
[2026-02-10T20:28:49.592617] [INFO ] [sig       ] [2310/3417] Completed OZK in 0.4s | 2.80 sym/s | Total: 13.7m | ETA: 6.6m
[2026-02-10T20:28:49.592662] [INFO ] [sig       ] [2311/3417] Forecasting OZKAP...
[2026-02-10T20:28:49.592693] [INFO ] [sig       ] Generating forecast for: OZKAP
[2026-02-10T20:28:49.592724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2026-02-10T20:28:49.604325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2026-02-10T20:28:49.604648] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2026-02-10T20:28:49.605434] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2026-02-10T20:28:49.605488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:49.605533] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:49.605562] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:49.605650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:49.667353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:49.668227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:49.668313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:49.668347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:49.790611] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:49.790773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:49.790817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:49.790847] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:49.794387] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=72.24%)
[2026-02-10T20:28:49.794749] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2026-02-10T20:28:49.794896] [INFO ] [sig       ] OZKAP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:49.939002] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/OZKAP.txt
[2026-02-10T20:28:49.939153] [INFO ] [sig       ] [2311/3417] Completed OZKAP in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-10T20:28:49.939195] [INFO ] [sig       ] [2312/3417] Forecasting PAA...
[2026-02-10T20:28:49.939226] [INFO ] [sig       ] Generating forecast for: PAA
[2026-02-10T20:28:49.939256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2026-02-10T20:28:49.951875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2026-02-10T20:28:49.952254] [INFO ] [FORECASTER] Starting predict_future for PAA
[2026-02-10T20:28:49.953077] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2026-02-10T20:28:49.953131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:49.953164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:49.953193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:49.953250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:50.011473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:50.012362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:50.012448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:50.012480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:50.141943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:50.142107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:50.142148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:50.142177] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:50.145647] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2026-02-10T20:28:50.145926] [INFO ] [FORECASTER] Completed predict_future for PAA
[2026-02-10T20:28:50.146054] [INFO ] [sig       ] PAA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:50.290040] [INFO ] [LOCAL     ] Saved forecast: PAA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAA.txt
[2026-02-10T20:28:50.290221] [INFO ] [sig       ] [2312/3417] Completed PAA in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-10T20:28:50.290266] [INFO ] [sig       ] [2313/3417] Forecasting PAAS...
[2026-02-10T20:28:50.290311] [INFO ] [sig       ] Generating forecast for: PAAS
[2026-02-10T20:28:50.290351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2026-02-10T20:28:50.302857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2026-02-10T20:28:50.303208] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2026-02-10T20:28:50.304021] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2026-02-10T20:28:50.304076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:50.304109] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:50.304138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:50.304194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:50.364564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:50.365406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:50.365493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:50.365527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:50.502299] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:50.502466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:50.502508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:50.502539] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:50.506228] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2026-02-10T20:28:50.506531] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2026-02-10T20:28:50.506697] [INFO ] [sig       ] PAAS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:50.658531] [INFO ] [LOCAL     ] Saved forecast: PAAS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PAAS.txt
[2026-02-10T20:28:50.658719] [INFO ] [sig       ] [2313/3417] Completed PAAS in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-10T20:28:50.658766] [INFO ] [sig       ] [2314/3417] Forecasting PAC...
[2026-02-10T20:28:50.658804] [INFO ] [sig       ] Generating forecast for: PAC
[2026-02-10T20:28:50.658844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2026-02-10T20:28:50.671375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2026-02-10T20:28:50.671707] [INFO ] [FORECASTER] Starting predict_future for PAC
[2026-02-10T20:28:50.672740] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2026-02-10T20:28:50.672801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:50.672845] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:50.672877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:50.672942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:50.733954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:50.734814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:50.734934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:50.734969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:50.858001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:50.858205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:50.858248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:50.858278] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:50.862049] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2026-02-10T20:28:50.862347] [INFO ] [FORECASTER] Completed predict_future for PAC
[2026-02-10T20:28:50.862483] [INFO ] [sig       ] PAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:51.008954] [INFO ] [LOCAL     ] Saved forecast: PAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PAC.txt
[2026-02-10T20:28:51.009348] [INFO ] [sig       ] [2314/3417] Completed PAC in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-10T20:28:51.009398] [INFO ] [sig       ] [2315/3417] Forecasting PACB...
[2026-02-10T20:28:51.009432] [INFO ] [sig       ] Generating forecast for: PACB
[2026-02-10T20:28:51.009471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2026-02-10T20:28:51.022693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2026-02-10T20:28:51.023037] [INFO ] [FORECASTER] Starting predict_future for PACB
[2026-02-10T20:28:51.023857] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2026-02-10T20:28:51.023911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:51.023944] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:51.023972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:51.024029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:51.084022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:51.084904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:51.085003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:51.085045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:51.211025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:51.211189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:51.211230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:51.211260] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:51.214887] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2026-02-10T20:28:51.215378] [INFO ] [FORECASTER] Completed predict_future for PACB
[2026-02-10T20:28:51.215511] [INFO ] [sig       ] PACB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:51.363290] [INFO ] [LOCAL     ] Saved forecast: PACB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PACB.txt
[2026-02-10T20:28:51.363451] [INFO ] [sig       ] [2315/3417] Completed PACB in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-10T20:28:51.363503] [INFO ] [sig       ] [2316/3417] Forecasting PACK...
[2026-02-10T20:28:51.363547] [INFO ] [sig       ] Generating forecast for: PACK
[2026-02-10T20:28:51.363615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2026-02-10T20:28:51.375476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2026-02-10T20:28:51.375848] [INFO ] [FORECASTER] Starting predict_future for PACK
[2026-02-10T20:28:51.376642] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2026-02-10T20:28:51.376696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:51.376728] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:51.376754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:51.376810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:51.434474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:51.435411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:51.435499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:51.435534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:51.559607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:51.559775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:51.559817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:51.559849] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:51.563381] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=50.91%)
[2026-02-10T20:28:51.563698] [INFO ] [FORECASTER] Completed predict_future for PACK
[2026-02-10T20:28:51.563834] [INFO ] [sig       ] PACK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:51.708533] [INFO ] [LOCAL     ] Saved forecast: PACK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PACK.txt
[2026-02-10T20:28:51.708724] [INFO ] [sig       ] [2316/3417] Completed PACK in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.6m
[2026-02-10T20:28:51.708766] [INFO ] [sig       ] [2317/3417] Forecasting PAGP...
[2026-02-10T20:28:51.708798] [INFO ] [sig       ] Generating forecast for: PAGP
[2026-02-10T20:28:51.708829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2026-02-10T20:28:51.722088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2026-02-10T20:28:51.722642] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2026-02-10T20:28:51.723445] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2026-02-10T20:28:51.723501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:51.723535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:51.723563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:51.723647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:51.782017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:51.782937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:51.783029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:51.783063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:51.907991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:51.908182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:51.908223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:51.908253] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:51.912385] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2026-02-10T20:28:51.912698] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2026-02-10T20:28:51.912837] [INFO ] [sig       ] PAGP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:52.064117] [INFO ] [LOCAL     ] Saved forecast: PAGP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAGP.txt
[2026-02-10T20:28:52.064341] [INFO ] [sig       ] [2317/3417] Completed PAGP in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:52.064385] [INFO ] [sig       ] [2318/3417] Forecasting PAGS...
[2026-02-10T20:28:52.064415] [INFO ] [sig       ] Generating forecast for: PAGS
[2026-02-10T20:28:52.064447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2026-02-10T20:28:52.076684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2026-02-10T20:28:52.077069] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2026-02-10T20:28:52.077958] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2026-02-10T20:28:52.078011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:52.078072] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:52.078102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:52.078160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:52.138614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:52.139567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:52.139676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:52.139711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:52.265906] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:52.266073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:52.266113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:52.266178] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:52.269850] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2026-02-10T20:28:52.270178] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2026-02-10T20:28:52.270325] [INFO ] [sig       ] PAGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:52.420804] [INFO ] [LOCAL     ] Saved forecast: PAGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAGS.txt
[2026-02-10T20:28:52.420982] [INFO ] [sig       ] [2318/3417] Completed PAGS in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:52.421031] [INFO ] [sig       ] [2319/3417] Forecasting PAHC...
[2026-02-10T20:28:52.421067] [INFO ] [sig       ] Generating forecast for: PAHC
[2026-02-10T20:28:52.421098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2026-02-10T20:28:52.433218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2026-02-10T20:28:52.433591] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2026-02-10T20:28:52.434362] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2026-02-10T20:28:52.434415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:52.434447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:52.434473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:52.434529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:52.497107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:52.498489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:52.498613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:52.498650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:52.628532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:52.628714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:52.628754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:52.628783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:52.632154] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2026-02-10T20:28:52.632442] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2026-02-10T20:28:52.632590] [INFO ] [sig       ] PAHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:52.780139] [INFO ] [LOCAL     ] Saved forecast: PAHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAHC.txt
[2026-02-10T20:28:52.780280] [INFO ] [sig       ] [2319/3417] Completed PAHC in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:52.780319] [INFO ] [sig       ] [2320/3417] Forecasting PAL...
[2026-02-10T20:28:52.780349] [INFO ] [sig       ] Generating forecast for: PAL
[2026-02-10T20:28:52.780380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2026-02-10T20:28:52.791906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2026-02-10T20:28:52.792254] [INFO ] [FORECASTER] Starting predict_future for PAL
[2026-02-10T20:28:52.793066] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2026-02-10T20:28:52.793120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:52.793155] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:52.793183] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:52.793242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:52.854055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:52.855101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:52.855185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:52.855234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:52.981051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:52.981211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:52.981253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:52.981284] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:52.984892] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2026-02-10T20:28:52.985179] [INFO ] [FORECASTER] Completed predict_future for PAL
[2026-02-10T20:28:52.985312] [INFO ] [sig       ] PAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:53.127930] [INFO ] [LOCAL     ] Saved forecast: PAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAL.txt
[2026-02-10T20:28:53.128086] [INFO ] [sig       ] [2320/3417] Completed PAL in 0.3s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:53.128127] [INFO ] [sig       ] [2321/3417] Forecasting PAM...
[2026-02-10T20:28:53.128156] [INFO ] [sig       ] Generating forecast for: PAM
[2026-02-10T20:28:53.128189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2026-02-10T20:28:53.140770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2026-02-10T20:28:53.141085] [INFO ] [FORECASTER] Starting predict_future for PAM
[2026-02-10T20:28:53.141913] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2026-02-10T20:28:53.141977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:53.142044] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:53.142077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:53.142133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:53.202286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:53.203030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:53.203113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:53.203146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:53.332054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:53.332221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:53.332265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:53.332295] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:53.336226] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2026-02-10T20:28:53.336526] [INFO ] [FORECASTER] Completed predict_future for PAM
[2026-02-10T20:28:53.336684] [INFO ] [sig       ] PAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:53.484103] [INFO ] [LOCAL     ] Saved forecast: PAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAM.txt
[2026-02-10T20:28:53.484252] [INFO ] [sig       ] [2321/3417] Completed PAM in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:53.484293] [INFO ] [sig       ] [2322/3417] Forecasting PANL...
[2026-02-10T20:28:53.484323] [INFO ] [sig       ] Generating forecast for: PANL
[2026-02-10T20:28:53.484355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2026-02-10T20:28:53.496287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2026-02-10T20:28:53.496620] [INFO ] [FORECASTER] Starting predict_future for PANL
[2026-02-10T20:28:53.497385] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2026-02-10T20:28:53.497439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:53.497471] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:53.497499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:53.497588] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:53.554908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:53.555704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:53.555788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:53.555821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:53.681352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:53.681682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:53.681726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:53.681755] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:53.685249] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=50.81%)
[2026-02-10T20:28:53.685545] [INFO ] [FORECASTER] Completed predict_future for PANL
[2026-02-10T20:28:53.685706] [INFO ] [sig       ] PANL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:53.834483] [INFO ] [LOCAL     ] Saved forecast: PANL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PANL.txt
[2026-02-10T20:28:53.834647] [INFO ] [sig       ] [2322/3417] Completed PANL in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:53.834689] [INFO ] [sig       ] [2323/3417] Forecasting PASG...
[2026-02-10T20:28:53.834720] [INFO ] [sig       ] Generating forecast for: PASG
[2026-02-10T20:28:53.834750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2026-02-10T20:28:53.848105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2026-02-10T20:28:53.848661] [INFO ] [FORECASTER] Starting predict_future for PASG
[2026-02-10T20:28:53.849503] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2026-02-10T20:28:53.849557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:53.849612] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:53.849641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:53.849698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:53.911794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:53.912524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:53.912626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:53.912662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:54.035872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:54.036032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:54.036073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:54.036103] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:54.040380] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2026-02-10T20:28:54.040678] [INFO ] [FORECASTER] Completed predict_future for PASG
[2026-02-10T20:28:54.040809] [INFO ] [sig       ] PASG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:54.187900] [INFO ] [LOCAL     ] Saved forecast: PASG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PASG.txt
[2026-02-10T20:28:54.188100] [INFO ] [sig       ] [2323/3417] Completed PASG in 0.4s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:54.188144] [INFO ] [sig       ] [2324/3417] Forecasting PATH...
[2026-02-10T20:28:54.188177] [INFO ] [sig       ] Generating forecast for: PATH
[2026-02-10T20:28:54.188208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2026-02-10T20:28:54.200752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2026-02-10T20:28:54.201152] [INFO ] [FORECASTER] Starting predict_future for PATH
[2026-02-10T20:28:54.202057] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2026-02-10T20:28:54.202127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:54.202161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:54.202187] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:54.202245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:54.263116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:54.264452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:54.264546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:54.264600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:54.437383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:54.437617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:54.437689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:54.437797] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:54.443285] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2026-02-10T20:28:54.443766] [INFO ] [FORECASTER] Completed predict_future for PATH
[2026-02-10T20:28:54.443975] [INFO ] [sig       ] PATH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:54.655961] [INFO ] [LOCAL     ] Saved forecast: PATH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PATH.txt
[2026-02-10T20:28:54.656233] [INFO ] [sig       ] [2324/3417] Completed PATH in 0.5s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:54.656303] [INFO ] [sig       ] [2325/3417] Forecasting PATK...
[2026-02-10T20:28:54.656357] [INFO ] [sig       ] Generating forecast for: PATK
[2026-02-10T20:28:54.656412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2026-02-10T20:28:54.679408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2026-02-10T20:28:54.679961] [INFO ] [FORECASTER] Starting predict_future for PATK
[2026-02-10T20:28:54.681082] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2026-02-10T20:28:54.681149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:54.681190] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:54.681228] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:54.681307] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:54.781100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:54.782509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:54.782734] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:54.782801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:54.962425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:54.962660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:54.962731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:54.962783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:54.968843] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2026-02-10T20:28:54.969435] [INFO ] [FORECASTER] Completed predict_future for PATK
[2026-02-10T20:28:54.969690] [INFO ] [sig       ] PATK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:55.209823] [INFO ] [LOCAL     ] Saved forecast: PATK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PATK.txt
[2026-02-10T20:28:55.210093] [INFO ] [sig       ] [2325/3417] Completed PATK in 0.6s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:55.210165] [INFO ] [sig       ] [2326/3417] Forecasting PAX...
[2026-02-10T20:28:55.210212] [INFO ] [sig       ] Generating forecast for: PAX
[2026-02-10T20:28:55.210255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2026-02-10T20:28:55.233652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2026-02-10T20:28:55.234278] [INFO ] [FORECASTER] Starting predict_future for PAX
[2026-02-10T20:28:55.235523] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2026-02-10T20:28:55.235619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:55.235662] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:55.235696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:55.235772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:55.320461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:55.321723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:55.321857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:55.321899] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:55.477483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:55.477703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:55.477759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:55.477798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:55.482847] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2026-02-10T20:28:55.483292] [INFO ] [FORECASTER] Completed predict_future for PAX
[2026-02-10T20:28:55.483487] [INFO ] [sig       ] PAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:55.712753] [INFO ] [LOCAL     ] Saved forecast: PAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAX.txt
[2026-02-10T20:28:55.712993] [INFO ] [sig       ] [2326/3417] Completed PAX in 0.5s | 2.80 sym/s | Total: 13.8m | ETA: 6.5m
[2026-02-10T20:28:55.713061] [INFO ] [sig       ] [2327/3417] Forecasting PAXS...
[2026-02-10T20:28:55.713116] [INFO ] [sig       ] Generating forecast for: PAXS
[2026-02-10T20:28:55.713172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2026-02-10T20:28:55.726970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2026-02-10T20:28:55.727393] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2026-02-10T20:28:55.728328] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2026-02-10T20:28:55.728399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:55.728444] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:55.728474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:55.728533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:55.790123] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:55.791060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:55.791151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:55.791186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:55.918443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:55.918624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:55.918670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:55.918699] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:55.922994] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2026-02-10T20:28:55.923282] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2026-02-10T20:28:55.923632] [INFO ] [sig       ] PAXS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:56.070739] [INFO ] [LOCAL     ] Saved forecast: PAXS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAXS.txt
[2026-02-10T20:28:56.070895] [INFO ] [sig       ] [2327/3417] Completed PAXS in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:56.070936] [INFO ] [sig       ] [2328/3417] Forecasting PAY...
[2026-02-10T20:28:56.070966] [INFO ] [sig       ] Generating forecast for: PAY
[2026-02-10T20:28:56.070996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2026-02-10T20:28:56.082676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2026-02-10T20:28:56.083000] [INFO ] [FORECASTER] Starting predict_future for PAY
[2026-02-10T20:28:56.083997] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2026-02-10T20:28:56.084050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:56.084083] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:56.084109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:56.084166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:56.145949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:56.146878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:56.146967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:56.147001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:56.277741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:56.277915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:56.277970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:56.278008] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:56.281776] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=49.47%)
[2026-02-10T20:28:56.282085] [INFO ] [FORECASTER] Completed predict_future for PAY
[2026-02-10T20:28:56.282232] [INFO ] [sig       ] PAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:56.432122] [INFO ] [LOCAL     ] Saved forecast: PAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAY.txt
[2026-02-10T20:28:56.432301] [INFO ] [sig       ] [2328/3417] Completed PAY in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:56.432354] [INFO ] [sig       ] [2329/3417] Forecasting PAYC...
[2026-02-10T20:28:56.432387] [INFO ] [sig       ] Generating forecast for: PAYC
[2026-02-10T20:28:56.432420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2026-02-10T20:28:56.445471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2026-02-10T20:28:56.445829] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2026-02-10T20:28:56.446725] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2026-02-10T20:28:56.446781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:56.446813] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:56.446839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:56.446897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:56.510039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:56.510897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:56.510990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:56.511031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:56.639485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:56.639677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:56.639739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:56.639769] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:56.643318] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2026-02-10T20:28:56.643653] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2026-02-10T20:28:56.643791] [INFO ] [sig       ] PAYC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:56.790686] [INFO ] [LOCAL     ] Saved forecast: PAYC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PAYC.txt
[2026-02-10T20:28:56.790854] [INFO ] [sig       ] [2329/3417] Completed PAYC in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:56.790897] [INFO ] [sig       ] [2330/3417] Forecasting PAYO...
[2026-02-10T20:28:56.790930] [INFO ] [sig       ] Generating forecast for: PAYO
[2026-02-10T20:28:56.790961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2026-02-10T20:28:56.803947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2026-02-10T20:28:56.804346] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2026-02-10T20:28:56.805204] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2026-02-10T20:28:56.805268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:56.805303] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:56.805330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:56.805388] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:56.871645] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:56.872742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:56.872847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:56.872895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:57.013711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:57.013878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:57.013926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:57.013957] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:57.018196] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2026-02-10T20:28:57.018518] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2026-02-10T20:28:57.018694] [INFO ] [sig       ] PAYO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:57.173418] [INFO ] [LOCAL     ] Saved forecast: PAYO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PAYO.txt
[2026-02-10T20:28:57.173600] [INFO ] [sig       ] [2330/3417] Completed PAYO in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:57.173645] [INFO ] [sig       ] [2331/3417] Forecasting PAYS...
[2026-02-10T20:28:57.173676] [INFO ] [sig       ] Generating forecast for: PAYS
[2026-02-10T20:28:57.173709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2026-02-10T20:28:57.188601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2026-02-10T20:28:57.188965] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2026-02-10T20:28:57.189851] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2026-02-10T20:28:57.189914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:57.189948] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:57.189977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:57.190035] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:57.251984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:57.252859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:57.252977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:57.253013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:57.381897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:57.382080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:57.382123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:57.382153] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:57.385752] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2026-02-10T20:28:57.386037] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2026-02-10T20:28:57.386169] [INFO ] [sig       ] PAYS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:57.534721] [INFO ] [LOCAL     ] Saved forecast: PAYS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAYS.txt
[2026-02-10T20:28:57.534870] [INFO ] [sig       ] [2331/3417] Completed PAYS in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:57.534921] [INFO ] [sig       ] [2332/3417] Forecasting PAYX...
[2026-02-10T20:28:57.534953] [INFO ] [sig       ] Generating forecast for: PAYX
[2026-02-10T20:28:57.534984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2026-02-10T20:28:57.546760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2026-02-10T20:28:57.547099] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2026-02-10T20:28:57.547971] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2026-02-10T20:28:57.548053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:57.548092] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:57.548121] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:57.548181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:57.609949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:57.610788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:57.610874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:57.610908] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:57.735407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:57.735588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:57.735633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:57.735663] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:57.739275] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=28.23%)
[2026-02-10T20:28:57.739565] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2026-02-10T20:28:57.739720] [INFO ] [sig       ] PAYX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:57.892355] [INFO ] [LOCAL     ] Saved forecast: PAYX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PAYX.txt
[2026-02-10T20:28:57.892523] [INFO ] [sig       ] [2332/3417] Completed PAYX in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:57.892590] [INFO ] [sig       ] [2333/3417] Forecasting PB...
[2026-02-10T20:28:57.892628] [INFO ] [sig       ] Generating forecast for: PB
[2026-02-10T20:28:57.892661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2026-02-10T20:28:57.904759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2026-02-10T20:28:57.905103] [INFO ] [FORECASTER] Starting predict_future for PB
[2026-02-10T20:28:57.905984] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2026-02-10T20:28:57.906040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:57.906072] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:57.906100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:57.906157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:57.969507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:57.970466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:57.970559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:57.970615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:58.098877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:58.099044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:58.099092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:58.099127] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:58.102629] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2026-02-10T20:28:58.102912] [INFO ] [FORECASTER] Completed predict_future for PB
[2026-02-10T20:28:58.103042] [INFO ] [sig       ] PB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:58.255023] [INFO ] [LOCAL     ] Saved forecast: PB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PB.txt
[2026-02-10T20:28:58.255177] [INFO ] [sig       ] [2333/3417] Completed PB in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.5m
[2026-02-10T20:28:58.255218] [INFO ] [sig       ] [2334/3417] Forecasting PBA...
[2026-02-10T20:28:58.255247] [INFO ] [sig       ] Generating forecast for: PBA
[2026-02-10T20:28:58.255279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2026-02-10T20:28:58.278744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2026-02-10T20:28:58.279099] [INFO ] [FORECASTER] Starting predict_future for PBA
[2026-02-10T20:28:58.280060] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2026-02-10T20:28:58.280127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:58.280167] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:58.280199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:58.280256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:58.342746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:58.343605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:58.343694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:58.343729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:58.477331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:58.477503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:58.477548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:58.477598] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:58.481415] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2026-02-10T20:28:58.481760] [INFO ] [FORECASTER] Completed predict_future for PBA
[2026-02-10T20:28:58.481906] [INFO ] [sig       ] PBA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:58.638851] [INFO ] [LOCAL     ] Saved forecast: PBA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PBA.txt
[2026-02-10T20:28:58.639073] [INFO ] [sig       ] [2334/3417] Completed PBA in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:28:58.639140] [INFO ] [sig       ] [2335/3417] Forecasting PBF...
[2026-02-10T20:28:58.639181] [INFO ] [sig       ] Generating forecast for: PBF
[2026-02-10T20:28:58.639220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2026-02-10T20:28:58.651946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2026-02-10T20:28:58.652350] [INFO ] [FORECASTER] Starting predict_future for PBF
[2026-02-10T20:28:58.653268] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2026-02-10T20:28:58.653326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:58.653384] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:58.653416] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:58.653474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:58.717498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:58.718741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:58.718837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:58.718871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:58.853077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:58.853241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:58.853284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:58.853315] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:58.857288] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2026-02-10T20:28:58.857601] [INFO ] [FORECASTER] Completed predict_future for PBF
[2026-02-10T20:28:58.857742] [INFO ] [sig       ] PBF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:28:58.999983] [INFO ] [LOCAL     ] Saved forecast: PBF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PBF.txt
[2026-02-10T20:28:59.000133] [INFO ] [sig       ] [2335/3417] Completed PBF in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:28:59.000175] [INFO ] [sig       ] [2336/3417] Forecasting PBFS...
[2026-02-10T20:28:59.000205] [INFO ] [sig       ] Generating forecast for: PBFS
[2026-02-10T20:28:59.000237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2026-02-10T20:28:59.011948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2026-02-10T20:28:59.012278] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2026-02-10T20:28:59.013124] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2026-02-10T20:28:59.013180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:59.013213] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:59.013241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:59.013298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:59.077616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:59.078499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:59.078607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:59.078645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:59.199013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:59.199190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:59.199242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:59.199275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:59.203593] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=69.94%)
[2026-02-10T20:28:59.203907] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2026-02-10T20:28:59.204052] [INFO ] [sig       ] PBFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:59.364393] [INFO ] [LOCAL     ] Saved forecast: PBFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PBFS.txt
[2026-02-10T20:28:59.364558] [INFO ] [sig       ] [2336/3417] Completed PBFS in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:28:59.364619] [INFO ] [sig       ] [2337/3417] Forecasting PBH...
[2026-02-10T20:28:59.364653] [INFO ] [sig       ] Generating forecast for: PBH
[2026-02-10T20:28:59.364686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2026-02-10T20:28:59.377015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2026-02-10T20:28:59.377379] [INFO ] [FORECASTER] Starting predict_future for PBH
[2026-02-10T20:28:59.378321] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2026-02-10T20:28:59.378377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:59.378412] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:59.378439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:59.378506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:59.443842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:59.444786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:59.444890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:59.444930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:59.571676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:59.571850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:59.571906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:59.571940] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:59.576016] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=93.11%)
[2026-02-10T20:28:59.576327] [INFO ] [FORECASTER] Completed predict_future for PBH
[2026-02-10T20:28:59.576467] [INFO ] [sig       ] PBH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:28:59.728645] [INFO ] [LOCAL     ] Saved forecast: PBH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PBH.txt
[2026-02-10T20:28:59.728839] [INFO ] [sig       ] [2337/3417] Completed PBH in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:28:59.728887] [INFO ] [sig       ] [2338/3417] Forecasting PBI...
[2026-02-10T20:28:59.728920] [INFO ] [sig       ] Generating forecast for: PBI
[2026-02-10T20:28:59.728960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2026-02-10T20:28:59.741000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2026-02-10T20:28:59.741306] [INFO ] [FORECASTER] Starting predict_future for PBI
[2026-02-10T20:28:59.742180] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2026-02-10T20:28:59.742255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:28:59.742331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:28:59.742369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:28:59.742430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:28:59.807208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:28:59.808188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:28:59.808276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:28:59.808310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:28:59.941704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:28:59.941876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:28:59.941920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:28:59.941950] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:28:59.945519] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2026-02-10T20:28:59.945831] [INFO ] [FORECASTER] Completed predict_future for PBI
[2026-02-10T20:28:59.945969] [INFO ] [sig       ] PBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:00.095782] [INFO ] [LOCAL     ] Saved forecast: PBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PBI.txt
[2026-02-10T20:29:00.095962] [INFO ] [sig       ] [2338/3417] Completed PBI in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:29:00.096012] [INFO ] [sig       ] [2339/3417] Forecasting PBYI...
[2026-02-10T20:29:00.096047] [INFO ] [sig       ] Generating forecast for: PBYI
[2026-02-10T20:29:00.096079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2026-02-10T20:29:00.108557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2026-02-10T20:29:00.108971] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2026-02-10T20:29:00.109792] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2026-02-10T20:29:00.109846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:00.109880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:00.109907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:00.109965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:00.173266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:00.174258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:00.174352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:00.174387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:00.304608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:00.304805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:00.304895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:00.304929] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:00.308966] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2026-02-10T20:29:00.309267] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2026-02-10T20:29:00.309621] [INFO ] [sig       ] PBYI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:00.461048] [INFO ] [LOCAL     ] Saved forecast: PBYI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PBYI.txt
[2026-02-10T20:29:00.461242] [INFO ] [sig       ] [2339/3417] Completed PBYI in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:29:00.461287] [INFO ] [sig       ] [2340/3417] Forecasting PCB...
[2026-02-10T20:29:00.461320] [INFO ] [sig       ] Generating forecast for: PCB
[2026-02-10T20:29:00.461350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2026-02-10T20:29:00.475393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2026-02-10T20:29:00.475795] [INFO ] [FORECASTER] Starting predict_future for PCB
[2026-02-10T20:29:00.476630] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2026-02-10T20:29:00.476959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:00.477000] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:00.477028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:00.477085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:00.539378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:00.540275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:00.540362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:00.540395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:00.665945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:00.666115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:00.666158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:00.666187] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:00.669846] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2026-02-10T20:29:00.670160] [INFO ] [FORECASTER] Completed predict_future for PCB
[2026-02-10T20:29:00.670318] [INFO ] [sig       ] PCB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:00.828367] [INFO ] [LOCAL     ] Saved forecast: PCB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PCB.txt
[2026-02-10T20:29:00.828558] [INFO ] [sig       ] [2340/3417] Completed PCB in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:29:00.828812] [INFO ] [sig       ] [2341/3417] Forecasting PCF...
[2026-02-10T20:29:00.828845] [INFO ] [sig       ] Generating forecast for: PCF
[2026-02-10T20:29:00.828877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2026-02-10T20:29:00.841550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2026-02-10T20:29:00.842085] [INFO ] [FORECASTER] Starting predict_future for PCF
[2026-02-10T20:29:00.842995] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2026-02-10T20:29:00.843050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:00.843082] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:00.843109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:00.843165] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:00.902383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:00.903330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:00.903422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:00.903455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:01.030214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:01.030391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:01.030434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:01.030499] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:01.034007] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2026-02-10T20:29:01.034299] [INFO ] [FORECASTER] Completed predict_future for PCF
[2026-02-10T20:29:01.034434] [INFO ] [sig       ] PCF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:01.175303] [INFO ] [LOCAL     ] Saved forecast: PCF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PCF.txt
[2026-02-10T20:29:01.175445] [INFO ] [sig       ] [2341/3417] Completed PCF in 0.3s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:29:01.175485] [INFO ] [sig       ] [2342/3417] Forecasting PCG...
[2026-02-10T20:29:01.175516] [INFO ] [sig       ] Generating forecast for: PCG
[2026-02-10T20:29:01.175546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2026-02-10T20:29:01.187347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2026-02-10T20:29:01.187713] [INFO ] [FORECASTER] Starting predict_future for PCG
[2026-02-10T20:29:01.188524] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2026-02-10T20:29:01.188601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:01.188636] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:01.188662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:01.188718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:01.245604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:01.246527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:01.246646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:01.246683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:01.373192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:01.373367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:01.373417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:01.373480] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:01.377474] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2026-02-10T20:29:01.377908] [INFO ] [FORECASTER] Completed predict_future for PCG
[2026-02-10T20:29:01.378103] [INFO ] [sig       ] PCG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:01.534363] [INFO ] [LOCAL     ] Saved forecast: PCG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PCG.txt
[2026-02-10T20:29:01.534540] [INFO ] [sig       ] [2342/3417] Completed PCG in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:29:01.534600] [INFO ] [sig       ] [2343/3417] Forecasting PCM...
[2026-02-10T20:29:01.534633] [INFO ] [sig       ] Generating forecast for: PCM
[2026-02-10T20:29:01.534665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2026-02-10T20:29:01.550895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2026-02-10T20:29:01.551413] [INFO ] [FORECASTER] Starting predict_future for PCM
[2026-02-10T20:29:01.552720] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2026-02-10T20:29:01.552817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:01.552880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:01.552929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:01.553021] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:01.617070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:01.617975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:01.618099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:01.618148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:01.743034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:01.743223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:01.743264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:01.743294] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:01.747851] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2026-02-10T20:29:01.748316] [INFO ] [FORECASTER] Completed predict_future for PCM
[2026-02-10T20:29:01.748494] [INFO ] [sig       ] PCM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:01.897628] [INFO ] [LOCAL     ] Saved forecast: PCM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PCM.txt
[2026-02-10T20:29:01.897795] [INFO ] [sig       ] [2343/3417] Completed PCM in 0.4s | 2.80 sym/s | Total: 13.9m | ETA: 6.4m
[2026-02-10T20:29:01.897838] [INFO ] [sig       ] [2344/3417] Forecasting PCN...
[2026-02-10T20:29:01.897869] [INFO ] [sig       ] Generating forecast for: PCN
[2026-02-10T20:29:01.897902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2026-02-10T20:29:01.910426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2026-02-10T20:29:01.910816] [INFO ] [FORECASTER] Starting predict_future for PCN
[2026-02-10T20:29:01.911650] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2026-02-10T20:29:01.911716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:01.911755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:01.911788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:01.911858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:01.971642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:01.972546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:01.972659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:01.972712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:02.106848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:02.107022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:02.107063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:02.107092] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:02.110704] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2026-02-10T20:29:02.111028] [INFO ] [FORECASTER] Completed predict_future for PCN
[2026-02-10T20:29:02.111167] [INFO ] [sig       ] PCN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:02.274904] [INFO ] [LOCAL     ] Saved forecast: PCN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PCN.txt
[2026-02-10T20:29:02.275107] [INFO ] [sig       ] [2344/3417] Completed PCN in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:02.275159] [INFO ] [sig       ] [2345/3417] Forecasting PCQ...
[2026-02-10T20:29:02.275198] [INFO ] [sig       ] Generating forecast for: PCQ
[2026-02-10T20:29:02.275238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2026-02-10T20:29:02.290892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2026-02-10T20:29:02.291332] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2026-02-10T20:29:02.292223] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2026-02-10T20:29:02.292292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:02.292330] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:02.292359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:02.292417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:02.355386] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:02.356319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:02.356407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:02.356442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:02.475240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:02.475409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:02.475451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:02.475689] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:02.479588] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2026-02-10T20:29:02.479902] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2026-02-10T20:29:02.480056] [INFO ] [sig       ] PCQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:02.629015] [INFO ] [LOCAL     ] Saved forecast: PCQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PCQ.txt
[2026-02-10T20:29:02.629159] [INFO ] [sig       ] [2345/3417] Completed PCQ in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:02.629199] [INFO ] [sig       ] [2346/3417] Forecasting PCRX...
[2026-02-10T20:29:02.629229] [INFO ] [sig       ] Generating forecast for: PCRX
[2026-02-10T20:29:02.629259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2026-02-10T20:29:02.641618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2026-02-10T20:29:02.641926] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2026-02-10T20:29:02.642710] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2026-02-10T20:29:02.642764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:02.642795] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:02.642834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:02.642892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:02.702199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:02.702964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:02.703047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:02.703079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:02.826249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:02.826413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:02.826454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:02.826483] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:02.829953] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2026-02-10T20:29:02.830236] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2026-02-10T20:29:02.830366] [INFO ] [sig       ] PCRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:02.970393] [INFO ] [LOCAL     ] Saved forecast: PCRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PCRX.txt
[2026-02-10T20:29:02.970539] [INFO ] [sig       ] [2346/3417] Completed PCRX in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:02.970597] [INFO ] [sig       ] [2347/3417] Forecasting PCTY...
[2026-02-10T20:29:02.970630] [INFO ] [sig       ] Generating forecast for: PCTY
[2026-02-10T20:29:02.970660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2026-02-10T20:29:02.982232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2026-02-10T20:29:02.982560] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2026-02-10T20:29:02.983402] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2026-02-10T20:29:02.983456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:02.983491] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:02.983519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:02.983605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:03.045549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:03.046454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:03.046541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:03.046595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:03.169970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:03.170131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:03.170175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:03.170204] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:03.173735] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2026-02-10T20:29:03.174026] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2026-02-10T20:29:03.174159] [INFO ] [sig       ] PCTY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:03.315438] [INFO ] [LOCAL     ] Saved forecast: PCTY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PCTY.txt
[2026-02-10T20:29:03.315606] [INFO ] [sig       ] [2347/3417] Completed PCTY in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:03.315649] [INFO ] [sig       ] [2348/3417] Forecasting PCVX...
[2026-02-10T20:29:03.315680] [INFO ] [sig       ] Generating forecast for: PCVX
[2026-02-10T20:29:03.315712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2026-02-10T20:29:03.327541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2026-02-10T20:29:03.327906] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2026-02-10T20:29:03.328849] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2026-02-10T20:29:03.328905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:03.328937] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:03.328965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:03.329023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:03.386390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:03.387174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:03.387286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:03.387320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:03.512227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:03.512390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:03.512431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:03.512462] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:03.516098] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2026-02-10T20:29:03.516421] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2026-02-10T20:29:03.516558] [INFO ] [sig       ] PCVX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:03.669340] [INFO ] [LOCAL     ] Saved forecast: PCVX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PCVX.txt
[2026-02-10T20:29:03.669504] [INFO ] [sig       ] [2348/3417] Completed PCVX in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:03.669546] [INFO ] [sig       ] [2349/3417] Forecasting PCYO...
[2026-02-10T20:29:03.669597] [INFO ] [sig       ] Generating forecast for: PCYO
[2026-02-10T20:29:03.669634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2026-02-10T20:29:03.681463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2026-02-10T20:29:03.681839] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2026-02-10T20:29:03.682669] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2026-02-10T20:29:03.682723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:03.682757] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:03.682786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:03.682844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:03.744198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:03.745073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:03.745158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:03.745196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:03.866762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:03.866921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:03.866964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:03.866994] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:03.871085] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2026-02-10T20:29:03.871374] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2026-02-10T20:29:03.871505] [INFO ] [sig       ] PCYO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:04.013647] [INFO ] [LOCAL     ] Saved forecast: PCYO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PCYO.txt
[2026-02-10T20:29:04.013809] [INFO ] [sig       ] [2349/3417] Completed PCYO in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:04.013849] [INFO ] [sig       ] [2350/3417] Forecasting PD...
[2026-02-10T20:29:04.013879] [INFO ] [sig       ] Generating forecast for: PD
[2026-02-10T20:29:04.013918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2026-02-10T20:29:04.026243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2026-02-10T20:29:04.026601] [INFO ] [FORECASTER] Starting predict_future for PD
[2026-02-10T20:29:04.027446] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2026-02-10T20:29:04.027502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:04.027535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:04.027563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:04.027647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:04.088866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:04.089835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:04.089920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:04.089952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:04.215777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:04.215931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:04.215972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:04.216000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:04.219463] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2026-02-10T20:29:04.219761] [INFO ] [FORECASTER] Completed predict_future for PD
[2026-02-10T20:29:04.220078] [INFO ] [sig       ] PD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:04.362611] [INFO ] [LOCAL     ] Saved forecast: PD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PD.txt
[2026-02-10T20:29:04.362747] [INFO ] [sig       ] [2350/3417] Completed PD in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.4m
[2026-02-10T20:29:04.362786] [INFO ] [sig       ] [2351/3417] Forecasting PDBC...
[2026-02-10T20:29:04.362816] [INFO ] [sig       ] Generating forecast for: PDBC
[2026-02-10T20:29:04.362846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2026-02-10T20:29:04.374967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2026-02-10T20:29:04.375279] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2026-02-10T20:29:04.376274] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2026-02-10T20:29:04.376340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:04.376376] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:04.376404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:04.376462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:04.436004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:04.436672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:04.436754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:04.436788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:04.557652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:04.557798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:04.557838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:04.557866] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:04.561437] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2026-02-10T20:29:04.561738] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2026-02-10T20:29:04.561870] [INFO ] [sig       ] PDBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:04.706201] [INFO ] [LOCAL     ] Saved forecast: PDBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDBC.txt
[2026-02-10T20:29:04.706368] [INFO ] [sig       ] [2351/3417] Completed PDBC in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:04.706409] [INFO ] [sig       ] [2352/3417] Forecasting PDD...
[2026-02-10T20:29:04.706439] [INFO ] [sig       ] Generating forecast for: PDD
[2026-02-10T20:29:04.706470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2026-02-10T20:29:04.717900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2026-02-10T20:29:04.718227] [INFO ] [FORECASTER] Starting predict_future for PDD
[2026-02-10T20:29:04.719034] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2026-02-10T20:29:04.719087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:04.719120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:04.719148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:04.719219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:04.779366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:04.780083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:04.780166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:04.780201] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:04.911183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:04.911346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:04.911389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:04.911420] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:04.915015] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2026-02-10T20:29:04.915325] [INFO ] [FORECASTER] Completed predict_future for PDD
[2026-02-10T20:29:04.915469] [INFO ] [sig       ] PDD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:05.059107] [INFO ] [LOCAL     ] Saved forecast: PDD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDD.txt
[2026-02-10T20:29:05.059254] [INFO ] [sig       ] [2352/3417] Completed PDD in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:05.059295] [INFO ] [sig       ] [2353/3417] Forecasting PDEX...
[2026-02-10T20:29:05.059326] [INFO ] [sig       ] Generating forecast for: PDEX
[2026-02-10T20:29:05.059360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2026-02-10T20:29:05.070555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2026-02-10T20:29:05.070869] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2026-02-10T20:29:05.071662] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2026-02-10T20:29:05.071716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:05.071748] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:05.071776] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:05.071832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:05.130887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:05.131554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:05.131653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:05.131687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:05.258442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:05.258621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:05.258664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:05.258693] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:05.262497] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2026-02-10T20:29:05.262797] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2026-02-10T20:29:05.262926] [INFO ] [sig       ] PDEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:05.405051] [INFO ] [LOCAL     ] Saved forecast: PDEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PDEX.txt
[2026-02-10T20:29:05.405185] [INFO ] [sig       ] [2353/3417] Completed PDEX in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:05.405226] [INFO ] [sig       ] [2354/3417] Forecasting PDFS...
[2026-02-10T20:29:05.405255] [INFO ] [sig       ] Generating forecast for: PDFS
[2026-02-10T20:29:05.405286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2026-02-10T20:29:05.417546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2026-02-10T20:29:05.417877] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2026-02-10T20:29:05.418691] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2026-02-10T20:29:05.418744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:05.418776] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:05.418802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:05.418863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:05.477705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:05.478521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:05.478630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:05.478666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:05.607751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:05.607908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:05.607947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:05.607976] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:05.611884] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2026-02-10T20:29:05.612173] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2026-02-10T20:29:05.612308] [INFO ] [sig       ] PDFS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:05.756485] [INFO ] [LOCAL     ] Saved forecast: PDFS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDFS.txt
[2026-02-10T20:29:05.756840] [INFO ] [sig       ] [2354/3417] Completed PDFS in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:05.756882] [INFO ] [sig       ] [2355/3417] Forecasting PDI...
[2026-02-10T20:29:05.756911] [INFO ] [sig       ] Generating forecast for: PDI
[2026-02-10T20:29:05.756942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2026-02-10T20:29:05.769373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2026-02-10T20:29:05.769977] [INFO ] [FORECASTER] Starting predict_future for PDI
[2026-02-10T20:29:05.771014] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2026-02-10T20:29:05.771067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:05.771137] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:05.771176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:05.771271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:05.832435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:05.833244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:05.833332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:05.833367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:05.952085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:05.952251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:05.952292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:05.952320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:05.956327] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2026-02-10T20:29:05.956800] [INFO ] [FORECASTER] Completed predict_future for PDI
[2026-02-10T20:29:05.956937] [INFO ] [sig       ] PDI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:06.103085] [INFO ] [LOCAL     ] Saved forecast: PDI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PDI.txt
[2026-02-10T20:29:06.103236] [INFO ] [sig       ] [2355/3417] Completed PDI in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:06.103278] [INFO ] [sig       ] [2356/3417] Forecasting PDLB...
[2026-02-10T20:29:06.103309] [INFO ] [sig       ] Generating forecast for: PDLB
[2026-02-10T20:29:06.103339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2026-02-10T20:29:06.116175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2026-02-10T20:29:06.116562] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2026-02-10T20:29:06.117441] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2026-02-10T20:29:06.117495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:06.117528] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:06.117555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:06.117640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:06.175072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:06.175919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:06.176004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:06.176038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:06.307341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:06.307501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:06.307541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:06.307588] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:06.311735] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2026-02-10T20:29:06.312047] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2026-02-10T20:29:06.312185] [INFO ] [sig       ] PDLB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:06.453338] [INFO ] [LOCAL     ] Saved forecast: PDLB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDLB.txt
[2026-02-10T20:29:06.453695] [INFO ] [sig       ] [2356/3417] Completed PDLB in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:06.453737] [INFO ] [sig       ] [2357/3417] Forecasting PDM...
[2026-02-10T20:29:06.453767] [INFO ] [sig       ] Generating forecast for: PDM
[2026-02-10T20:29:06.453798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2026-02-10T20:29:06.466284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2026-02-10T20:29:06.466699] [INFO ] [FORECASTER] Starting predict_future for PDM
[2026-02-10T20:29:06.467545] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2026-02-10T20:29:06.467623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:06.467662] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:06.467690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:06.467750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:06.528720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:06.529635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:06.529723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:06.529756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:06.655232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:06.655407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:06.655447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:06.655474] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:06.658949] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2026-02-10T20:29:06.659239] [INFO ] [FORECASTER] Completed predict_future for PDM
[2026-02-10T20:29:06.659375] [INFO ] [sig       ] PDM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:06.876647] [INFO ] [LOCAL     ] Saved forecast: PDM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDM.txt
[2026-02-10T20:29:06.876812] [INFO ] [sig       ] [2357/3417] Completed PDM in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:06.876860] [INFO ] [sig       ] [2358/3417] Forecasting PDO...
[2026-02-10T20:29:06.876897] [INFO ] [sig       ] Generating forecast for: PDO
[2026-02-10T20:29:06.876937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2026-02-10T20:29:06.889403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2026-02-10T20:29:06.889769] [INFO ] [FORECASTER] Starting predict_future for PDO
[2026-02-10T20:29:06.890648] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2026-02-10T20:29:06.890703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:06.890735] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:06.890762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:06.890819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:06.953874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:06.954770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:06.954860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:06.954894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:07.083949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:07.084140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:07.084201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:07.084299] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:07.090396] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2026-02-10T20:29:07.090876] [INFO ] [FORECASTER] Completed predict_future for PDO
[2026-02-10T20:29:07.091083] [INFO ] [sig       ] PDO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:07.252828] [INFO ] [LOCAL     ] Saved forecast: PDO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PDO.txt
[2026-02-10T20:29:07.252988] [INFO ] [sig       ] [2358/3417] Completed PDO in 0.4s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:07.253028] [INFO ] [sig       ] [2359/3417] Forecasting PDP...
[2026-02-10T20:29:07.253057] [INFO ] [sig       ] Generating forecast for: PDP
[2026-02-10T20:29:07.253099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2026-02-10T20:29:07.264590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2026-02-10T20:29:07.264933] [INFO ] [FORECASTER] Starting predict_future for PDP
[2026-02-10T20:29:07.265763] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2026-02-10T20:29:07.265831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:07.265864] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:07.265892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:07.265950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:07.324836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:07.325873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:07.325963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:07.325996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:07.455683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:07.455874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:07.455917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:07.455946] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:07.459468] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2026-02-10T20:29:07.459774] [INFO ] [FORECASTER] Completed predict_future for PDP
[2026-02-10T20:29:07.459909] [INFO ] [sig       ] PDP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:07.600503] [INFO ] [LOCAL     ] Saved forecast: PDP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDP.txt
[2026-02-10T20:29:07.600663] [INFO ] [sig       ] [2359/3417] Completed PDP in 0.3s | 2.80 sym/s | Total: 14.0m | ETA: 6.3m
[2026-02-10T20:29:07.600705] [INFO ] [sig       ] [2360/3417] Forecasting PDS...
[2026-02-10T20:29:07.600735] [INFO ] [sig       ] Generating forecast for: PDS
[2026-02-10T20:29:07.600767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2026-02-10T20:29:07.611833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2026-02-10T20:29:07.612158] [INFO ] [FORECASTER] Starting predict_future for PDS
[2026-02-10T20:29:07.612965] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2026-02-10T20:29:07.613017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:07.613050] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:07.613077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:07.613134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:07.673993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:07.674962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:07.675113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:07.675150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:07.799265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:07.799434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:07.799475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:07.799512] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:07.803397] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2026-02-10T20:29:07.803885] [INFO ] [FORECASTER] Completed predict_future for PDS
[2026-02-10T20:29:07.804018] [INFO ] [sig       ] PDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:07.949280] [INFO ] [LOCAL     ] Saved forecast: PDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDS.txt
[2026-02-10T20:29:07.949457] [INFO ] [sig       ] [2360/3417] Completed PDS in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:07.949702] [INFO ] [sig       ] [2361/3417] Forecasting PDX...
[2026-02-10T20:29:07.949734] [INFO ] [sig       ] Generating forecast for: PDX
[2026-02-10T20:29:07.949783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2026-02-10T20:29:07.964360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2026-02-10T20:29:07.964941] [INFO ] [FORECASTER] Starting predict_future for PDX
[2026-02-10T20:29:07.965821] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2026-02-10T20:29:07.965877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:07.965910] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:07.965938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:07.965997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:08.027665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:08.028569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:08.028677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:08.028711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:08.158892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:08.159050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:08.159092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:08.159123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:08.162702] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2026-02-10T20:29:08.162991] [INFO ] [FORECASTER] Completed predict_future for PDX
[2026-02-10T20:29:08.163127] [INFO ] [sig       ] PDX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:08.315749] [INFO ] [LOCAL     ] Saved forecast: PDX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PDX.txt
[2026-02-10T20:29:08.315899] [INFO ] [sig       ] [2361/3417] Completed PDX in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:08.315943] [INFO ] [sig       ] [2362/3417] Forecasting PDYN...
[2026-02-10T20:29:08.315974] [INFO ] [sig       ] Generating forecast for: PDYN
[2026-02-10T20:29:08.316008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2026-02-10T20:29:08.328558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2026-02-10T20:29:08.328920] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2026-02-10T20:29:08.329793] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2026-02-10T20:29:08.329846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:08.329879] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:08.329907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:08.329965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:08.395649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:08.396835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:08.396937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:08.396990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:08.530927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:08.531089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:08.531131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:08.531168] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:08.535409] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2026-02-10T20:29:08.535731] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2026-02-10T20:29:08.535867] [INFO ] [sig       ] PDYN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:08.688092] [INFO ] [LOCAL     ] Saved forecast: PDYN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PDYN.txt
[2026-02-10T20:29:08.688255] [INFO ] [sig       ] [2362/3417] Completed PDYN in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:08.688306] [INFO ] [sig       ] [2363/3417] Forecasting PEB...
[2026-02-10T20:29:08.688338] [INFO ] [sig       ] Generating forecast for: PEB
[2026-02-10T20:29:08.688371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2026-02-10T20:29:08.701060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2026-02-10T20:29:08.701412] [INFO ] [FORECASTER] Starting predict_future for PEB
[2026-02-10T20:29:08.702317] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2026-02-10T20:29:08.702383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:08.702426] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:08.702463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:08.702542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:08.764470] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:08.765449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:08.765539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:08.765592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:08.903059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:08.903252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:08.903313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:08.903355] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:08.907669] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=39.27%)
[2026-02-10T20:29:08.908129] [INFO ] [FORECASTER] Completed predict_future for PEB
[2026-02-10T20:29:08.908297] [INFO ] [sig       ] PEB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:09.060498] [INFO ] [LOCAL     ] Saved forecast: PEB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PEB.txt
[2026-02-10T20:29:09.060698] [INFO ] [sig       ] [2363/3417] Completed PEB in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:09.060762] [INFO ] [sig       ] [2364/3417] Forecasting PEBK...
[2026-02-10T20:29:09.060812] [INFO ] [sig       ] Generating forecast for: PEBK
[2026-02-10T20:29:09.060863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2026-02-10T20:29:09.071192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2026-02-10T20:29:09.071530] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2026-02-10T20:29:09.072397] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2026-02-10T20:29:09.072453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:09.072485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:09.072515] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:09.072619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:09.136563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:09.137446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:09.137590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:09.137630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:09.242948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:09.243108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:09.243150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:09.243180] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:09.247065] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2026-02-10T20:29:09.247369] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2026-02-10T20:29:09.247538] [INFO ] [sig       ] PEBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:09.399918] [INFO ] [LOCAL     ] Saved forecast: PEBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PEBK.txt
[2026-02-10T20:29:09.400088] [INFO ] [sig       ] [2364/3417] Completed PEBK in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:09.400133] [INFO ] [sig       ] [2365/3417] Forecasting PEBO...
[2026-02-10T20:29:09.400164] [INFO ] [sig       ] Generating forecast for: PEBO
[2026-02-10T20:29:09.400196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2026-02-10T20:29:09.413192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2026-02-10T20:29:09.413558] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2026-02-10T20:29:09.414468] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2026-02-10T20:29:09.414523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:09.414555] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:09.414605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:09.414665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:09.476772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:09.477779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:09.477915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:09.477949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:09.612808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:09.612969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:09.613011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:09.613042] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:09.617039] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2026-02-10T20:29:09.617326] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2026-02-10T20:29:09.617463] [INFO ] [sig       ] PEBO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:09.773304] [INFO ] [LOCAL     ] Saved forecast: PEBO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PEBO.txt
[2026-02-10T20:29:09.773471] [INFO ] [sig       ] [2365/3417] Completed PEBO in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:09.773516] [INFO ] [sig       ] [2366/3417] Forecasting PECO...
[2026-02-10T20:29:09.773547] [INFO ] [sig       ] Generating forecast for: PECO
[2026-02-10T20:29:09.773597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2026-02-10T20:29:09.786764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2026-02-10T20:29:09.787085] [INFO ] [FORECASTER] Starting predict_future for PECO
[2026-02-10T20:29:09.788167] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2026-02-10T20:29:09.788233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:09.788268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:09.788297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:09.788376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:09.850593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:09.851326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:09.851411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:09.851446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:09.981371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:09.981530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:09.981618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:09.981657] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:09.985249] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2026-02-10T20:29:09.985531] [INFO ] [FORECASTER] Completed predict_future for PECO
[2026-02-10T20:29:09.985685] [INFO ] [sig       ] PECO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:10.139420] [INFO ] [LOCAL     ] Saved forecast: PECO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PECO.txt
[2026-02-10T20:29:10.139593] [INFO ] [sig       ] [2366/3417] Completed PECO in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:10.139820] [INFO ] [sig       ] [2367/3417] Forecasting PEG...
[2026-02-10T20:29:10.139851] [INFO ] [sig       ] Generating forecast for: PEG
[2026-02-10T20:29:10.139883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2026-02-10T20:29:10.152384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2026-02-10T20:29:10.152902] [INFO ] [FORECASTER] Starting predict_future for PEG
[2026-02-10T20:29:10.153827] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2026-02-10T20:29:10.153881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:10.153914] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:10.153941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:10.154000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:10.219851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:10.220690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:10.220784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:10.220822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:10.355375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:10.355540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:10.355601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:10.355633] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:10.359817] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2026-02-10T20:29:10.360158] [INFO ] [FORECASTER] Completed predict_future for PEG
[2026-02-10T20:29:10.360311] [INFO ] [sig       ] PEG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:10.511130] [INFO ] [LOCAL     ] Saved forecast: PEG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PEG.txt
[2026-02-10T20:29:10.511299] [INFO ] [sig       ] [2367/3417] Completed PEG in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.3m
[2026-02-10T20:29:10.511341] [INFO ] [sig       ] [2368/3417] Forecasting PEGA...
[2026-02-10T20:29:10.511372] [INFO ] [sig       ] Generating forecast for: PEGA
[2026-02-10T20:29:10.511402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2026-02-10T20:29:10.524044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2026-02-10T20:29:10.524397] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2026-02-10T20:29:10.525193] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2026-02-10T20:29:10.525246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:10.525278] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:10.525305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:10.525361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:10.586781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:10.587690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:10.587793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:10.587827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:10.718120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:10.718281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:10.718321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:10.718350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:10.722226] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2026-02-10T20:29:10.722507] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2026-02-10T20:29:10.722657] [INFO ] [sig       ] PEGA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:10.864043] [INFO ] [LOCAL     ] Saved forecast: PEGA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PEGA.txt
[2026-02-10T20:29:10.864207] [INFO ] [sig       ] [2368/3417] Completed PEGA in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:10.864248] [INFO ] [sig       ] [2369/3417] Forecasting PEN...
[2026-02-10T20:29:10.864279] [INFO ] [sig       ] Generating forecast for: PEN
[2026-02-10T20:29:10.864309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2026-02-10T20:29:10.875473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2026-02-10T20:29:10.875802] [INFO ] [FORECASTER] Starting predict_future for PEN
[2026-02-10T20:29:10.876588] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2026-02-10T20:29:10.876641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:10.876674] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:10.876701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:10.876758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:10.933394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:10.934104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:10.934185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:10.934218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:11.058865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:11.059027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:11.059069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:11.059098] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:11.063030] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=78.80%)
[2026-02-10T20:29:11.063304] [INFO ] [FORECASTER] Completed predict_future for PEN
[2026-02-10T20:29:11.063433] [INFO ] [sig       ] PEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:11.207534] [INFO ] [LOCAL     ] Saved forecast: PEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PEN.txt
[2026-02-10T20:29:11.207718] [INFO ] [sig       ] [2369/3417] Completed PEN in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:11.207758] [INFO ] [sig       ] [2370/3417] Forecasting PENN...
[2026-02-10T20:29:11.207788] [INFO ] [sig       ] Generating forecast for: PENN
[2026-02-10T20:29:11.207819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2026-02-10T20:29:11.221076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2026-02-10T20:29:11.221453] [INFO ] [FORECASTER] Starting predict_future for PENN
[2026-02-10T20:29:11.222262] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2026-02-10T20:29:11.222316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:11.222360] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:11.222392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:11.222450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:11.280748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:11.281822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:11.281911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:11.281944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:11.407510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:11.407734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:11.407776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:11.407804] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:11.411302] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2026-02-10T20:29:11.411645] [INFO ] [FORECASTER] Completed predict_future for PENN
[2026-02-10T20:29:11.411786] [INFO ] [sig       ] PENN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:11.552521] [INFO ] [LOCAL     ] Saved forecast: PENN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PENN.txt
[2026-02-10T20:29:11.552693] [INFO ] [sig       ] [2370/3417] Completed PENN in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:11.552734] [INFO ] [sig       ] [2371/3417] Forecasting PEO...
[2026-02-10T20:29:11.552763] [INFO ] [sig       ] Generating forecast for: PEO
[2026-02-10T20:29:11.552794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2026-02-10T20:29:11.564693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2026-02-10T20:29:11.565020] [INFO ] [FORECASTER] Starting predict_future for PEO
[2026-02-10T20:29:11.565846] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2026-02-10T20:29:11.565899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:11.565932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:11.565958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:11.566014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:11.627033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:11.627899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:11.628007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:11.628071] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:11.758381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:11.758542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:11.758603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:11.758638] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:11.762325] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2026-02-10T20:29:11.762665] [INFO ] [FORECASTER] Completed predict_future for PEO
[2026-02-10T20:29:11.762801] [INFO ] [sig       ] PEO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:11.910277] [INFO ] [LOCAL     ] Saved forecast: PEO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PEO.txt
[2026-02-10T20:29:11.910474] [INFO ] [sig       ] [2371/3417] Completed PEO in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:11.910531] [INFO ] [sig       ] [2372/3417] Forecasting PEP...
[2026-02-10T20:29:11.910564] [INFO ] [sig       ] Generating forecast for: PEP
[2026-02-10T20:29:11.910652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2026-02-10T20:29:11.922428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2026-02-10T20:29:11.922828] [INFO ] [FORECASTER] Starting predict_future for PEP
[2026-02-10T20:29:11.923688] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2026-02-10T20:29:11.923742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:11.923804] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:11.923833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:11.923893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:11.982379] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:11.983208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:11.983295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:11.983332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:12.103481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:12.103644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:12.103685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:12.103714] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:12.107185] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2026-02-10T20:29:12.107482] [INFO ] [FORECASTER] Completed predict_future for PEP
[2026-02-10T20:29:12.107645] [INFO ] [sig       ] PEP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:12.248662] [INFO ] [LOCAL     ] Saved forecast: PEP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PEP.txt
[2026-02-10T20:29:12.248811] [INFO ] [sig       ] [2372/3417] Completed PEP in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:12.248853] [INFO ] [sig       ] [2373/3417] Forecasting PEPG...
[2026-02-10T20:29:12.248886] [INFO ] [sig       ] Generating forecast for: PEPG
[2026-02-10T20:29:12.248917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2026-02-10T20:29:12.261568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2026-02-10T20:29:12.261922] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2026-02-10T20:29:12.262771] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2026-02-10T20:29:12.262826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:12.262860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:12.262888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:12.262947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:12.326290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:12.327138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:12.327225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:12.327259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:12.447515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:12.447727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:12.447770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:12.447799] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:12.451569] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2026-02-10T20:29:12.451877] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2026-02-10T20:29:12.452012] [INFO ] [sig       ] PEPG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:12.598187] [INFO ] [LOCAL     ] Saved forecast: PEPG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PEPG.txt
[2026-02-10T20:29:12.598332] [INFO ] [sig       ] [2373/3417] Completed PEPG in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:12.598380] [INFO ] [sig       ] [2374/3417] Forecasting PERF...
[2026-02-10T20:29:12.598426] [INFO ] [sig       ] Generating forecast for: PERF
[2026-02-10T20:29:12.598463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2026-02-10T20:29:12.609481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2026-02-10T20:29:12.609836] [INFO ] [FORECASTER] Starting predict_future for PERF
[2026-02-10T20:29:12.610658] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2026-02-10T20:29:12.610711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:12.610743] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:12.610769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:12.610825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:12.667567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:12.668321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:12.668404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:12.668436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:12.783746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:12.783904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:12.783944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:12.783971] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:12.787435] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2026-02-10T20:29:12.787740] [INFO ] [FORECASTER] Completed predict_future for PERF
[2026-02-10T20:29:12.787871] [INFO ] [sig       ] PERF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:12.933320] [INFO ] [LOCAL     ] Saved forecast: PERF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PERF.txt
[2026-02-10T20:29:12.933466] [INFO ] [sig       ] [2374/3417] Completed PERF in 0.3s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:12.933506] [INFO ] [sig       ] [2375/3417] Forecasting PERI...
[2026-02-10T20:29:12.933535] [INFO ] [sig       ] Generating forecast for: PERI
[2026-02-10T20:29:12.933565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2026-02-10T20:29:12.945157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2026-02-10T20:29:12.945480] [INFO ] [FORECASTER] Starting predict_future for PERI
[2026-02-10T20:29:12.946477] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2026-02-10T20:29:12.946541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:12.946590] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:12.946619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:12.946675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:13.005536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:13.006852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:13.006940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:13.006972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:13.126913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:13.127078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:13.127119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:13.127186] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:13.130857] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2026-02-10T20:29:13.131170] [INFO ] [FORECASTER] Completed predict_future for PERI
[2026-02-10T20:29:13.131312] [INFO ] [sig       ] PERI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:13.283627] [INFO ] [LOCAL     ] Saved forecast: PERI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PERI.txt
[2026-02-10T20:29:13.283832] [INFO ] [sig       ] [2375/3417] Completed PERI in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:13.283885] [INFO ] [sig       ] [2376/3417] Forecasting PESI...
[2026-02-10T20:29:13.283919] [INFO ] [sig       ] Generating forecast for: PESI
[2026-02-10T20:29:13.283950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2026-02-10T20:29:13.296610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2026-02-10T20:29:13.297005] [INFO ] [FORECASTER] Starting predict_future for PESI
[2026-02-10T20:29:13.297931] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2026-02-10T20:29:13.297988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:13.298020] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:13.298075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:13.298135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:13.359649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:13.360558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:13.360669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:13.360704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:13.487617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:13.487795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:13.487836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:13.487864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:13.492052] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2026-02-10T20:29:13.492325] [INFO ] [FORECASTER] Completed predict_future for PESI
[2026-02-10T20:29:13.492465] [INFO ] [sig       ] PESI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:13.638987] [INFO ] [LOCAL     ] Saved forecast: PESI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PESI.txt
[2026-02-10T20:29:13.639142] [INFO ] [sig       ] [2376/3417] Completed PESI in 0.4s | 2.80 sym/s | Total: 14.1m | ETA: 6.2m
[2026-02-10T20:29:13.639185] [INFO ] [sig       ] [2377/3417] Forecasting PETS...
[2026-02-10T20:29:13.639215] [INFO ] [sig       ] Generating forecast for: PETS
[2026-02-10T20:29:13.639245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2026-02-10T20:29:13.650926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2026-02-10T20:29:13.651278] [INFO ] [FORECASTER] Starting predict_future for PETS
[2026-02-10T20:29:13.652118] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2026-02-10T20:29:13.652173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:13.652205] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:13.652233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:13.652291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:13.716514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:13.717848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:13.718066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:13.718107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:13.851909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:13.852081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:13.852129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:13.852178] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:13.856074] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2026-02-10T20:29:13.856399] [INFO ] [FORECASTER] Completed predict_future for PETS
[2026-02-10T20:29:13.856567] [INFO ] [sig       ] PETS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:14.004870] [INFO ] [LOCAL     ] Saved forecast: PETS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PETS.txt
[2026-02-10T20:29:14.005034] [INFO ] [sig       ] [2377/3417] Completed PETS in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:14.005083] [INFO ] [sig       ] [2378/3417] Forecasting PEY...
[2026-02-10T20:29:14.005117] [INFO ] [sig       ] Generating forecast for: PEY
[2026-02-10T20:29:14.005148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2026-02-10T20:29:14.017894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2026-02-10T20:29:14.018242] [INFO ] [FORECASTER] Starting predict_future for PEY
[2026-02-10T20:29:14.019119] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2026-02-10T20:29:14.019173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:14.019204] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:14.019231] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:14.019292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:14.076467] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:14.077321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:14.077408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:14.077441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:14.193121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:14.193284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:14.193325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:14.193354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:14.196788] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-10T20:29:14.197067] [INFO ] [FORECASTER] Completed predict_future for PEY
[2026-02-10T20:29:14.197196] [INFO ] [sig       ] PEY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:14.338944] [INFO ] [LOCAL     ] Saved forecast: PEY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PEY.txt
[2026-02-10T20:29:14.339090] [INFO ] [sig       ] [2378/3417] Completed PEY in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:14.339137] [INFO ] [sig       ] [2379/3417] Forecasting PFBC...
[2026-02-10T20:29:14.339168] [INFO ] [sig       ] Generating forecast for: PFBC
[2026-02-10T20:29:14.339199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2026-02-10T20:29:14.350508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2026-02-10T20:29:14.350797] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2026-02-10T20:29:14.351618] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2026-02-10T20:29:14.351670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:14.351703] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:14.351729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:14.351786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:14.408816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:14.409516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:14.409615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:14.409666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:14.525999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:14.526162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:14.526204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:14.526233] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:14.529713] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2026-02-10T20:29:14.529992] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2026-02-10T20:29:14.530121] [INFO ] [sig       ] PFBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:14.672996] [INFO ] [LOCAL     ] Saved forecast: PFBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PFBC.txt
[2026-02-10T20:29:14.673131] [INFO ] [sig       ] [2379/3417] Completed PFBC in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:14.673171] [INFO ] [sig       ] [2380/3417] Forecasting PFD...
[2026-02-10T20:29:14.673201] [INFO ] [sig       ] Generating forecast for: PFD
[2026-02-10T20:29:14.673232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2026-02-10T20:29:14.689062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2026-02-10T20:29:14.689471] [INFO ] [FORECASTER] Starting predict_future for PFD
[2026-02-10T20:29:14.690287] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2026-02-10T20:29:14.690342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:14.690374] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:14.690401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:14.690463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:14.748142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:14.748881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:14.748972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:14.749007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:14.865057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:14.865217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:14.865258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:14.865287] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:14.868823] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2026-02-10T20:29:14.869106] [INFO ] [FORECASTER] Completed predict_future for PFD
[2026-02-10T20:29:14.869235] [INFO ] [sig       ] PFD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:15.012436] [INFO ] [LOCAL     ] Saved forecast: PFD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFD.txt
[2026-02-10T20:29:15.012819] [INFO ] [sig       ] [2380/3417] Completed PFD in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:15.012862] [INFO ] [sig       ] [2381/3417] Forecasting PFF...
[2026-02-10T20:29:15.012894] [INFO ] [sig       ] Generating forecast for: PFF
[2026-02-10T20:29:15.012924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2026-02-10T20:29:15.025768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2026-02-10T20:29:15.026120] [INFO ] [FORECASTER] Starting predict_future for PFF
[2026-02-10T20:29:15.026975] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2026-02-10T20:29:15.027028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:15.027059] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:15.027085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:15.027154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:15.084439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:15.085323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:15.085408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:15.085442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:15.207921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:15.208096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:15.208143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:15.208174] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:15.211668] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2026-02-10T20:29:15.211951] [INFO ] [FORECASTER] Completed predict_future for PFF
[2026-02-10T20:29:15.212081] [INFO ] [sig       ] PFF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:15.360714] [INFO ] [LOCAL     ] Saved forecast: PFF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFF.txt
[2026-02-10T20:29:15.360885] [INFO ] [sig       ] [2381/3417] Completed PFF in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:15.360926] [INFO ] [sig       ] [2382/3417] Forecasting PFG...
[2026-02-10T20:29:15.360957] [INFO ] [sig       ] Generating forecast for: PFG
[2026-02-10T20:29:15.360986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2026-02-10T20:29:15.373613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2026-02-10T20:29:15.373953] [INFO ] [FORECASTER] Starting predict_future for PFG
[2026-02-10T20:29:15.374786] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2026-02-10T20:29:15.374839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:15.374870] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:15.374898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:15.374954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:15.436325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:15.437258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:15.437390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:15.437427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:15.557487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:15.557668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:15.557711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:15.557740] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:15.561209] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=95.24%)
[2026-02-10T20:29:15.561488] [INFO ] [FORECASTER] Completed predict_future for PFG
[2026-02-10T20:29:15.561642] [INFO ] [sig       ] PFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:15.704070] [INFO ] [LOCAL     ] Saved forecast: PFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PFG.txt
[2026-02-10T20:29:15.704222] [INFO ] [sig       ] [2382/3417] Completed PFG in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:15.704261] [INFO ] [sig       ] [2383/3417] Forecasting PFGC...
[2026-02-10T20:29:15.704293] [INFO ] [sig       ] Generating forecast for: PFGC
[2026-02-10T20:29:15.704323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2026-02-10T20:29:15.715875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2026-02-10T20:29:15.716186] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2026-02-10T20:29:15.716975] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2026-02-10T20:29:15.717040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:15.717074] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:15.717100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:15.717157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:15.774740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:15.775511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:15.775624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:15.775661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:15.902713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:15.902873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:15.902913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:15.902942] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:15.906361] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=0.06%)
[2026-02-10T20:29:15.906687] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2026-02-10T20:29:15.906815] [INFO ] [sig       ] PFGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:16.050129] [INFO ] [LOCAL     ] Saved forecast: PFGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFGC.txt
[2026-02-10T20:29:16.050277] [INFO ] [sig       ] [2383/3417] Completed PFGC in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.2m
[2026-02-10T20:29:16.050317] [INFO ] [sig       ] [2384/3417] Forecasting PFH...
[2026-02-10T20:29:16.050349] [INFO ] [sig       ] Generating forecast for: PFH
[2026-02-10T20:29:16.050379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2026-02-10T20:29:16.062227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2026-02-10T20:29:16.062563] [INFO ] [FORECASTER] Starting predict_future for PFH
[2026-02-10T20:29:16.063349] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2026-02-10T20:29:16.063402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:16.063434] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:16.063461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:16.063518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:16.121538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:16.122316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:16.122402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:16.122437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:16.244333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:16.244499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:16.244542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:16.244591] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:16.248125] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2026-02-10T20:29:16.248416] [INFO ] [FORECASTER] Completed predict_future for PFH
[2026-02-10T20:29:16.248556] [INFO ] [sig       ] PFH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:16.391157] [INFO ] [LOCAL     ] Saved forecast: PFH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFH.txt
[2026-02-10T20:29:16.391309] [INFO ] [sig       ] [2384/3417] Completed PFH in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:16.391348] [INFO ] [sig       ] [2385/3417] Forecasting PFIS...
[2026-02-10T20:29:16.391379] [INFO ] [sig       ] Generating forecast for: PFIS
[2026-02-10T20:29:16.391410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2026-02-10T20:29:16.402393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2026-02-10T20:29:16.402727] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2026-02-10T20:29:16.403487] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2026-02-10T20:29:16.403539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:16.403591] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:16.403622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:16.403679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:16.463707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:16.464704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:16.464794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:16.464829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:16.590613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:16.590771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:16.590812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:16.590842] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:16.594403] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2026-02-10T20:29:16.594732] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2026-02-10T20:29:16.594871] [INFO ] [sig       ] PFIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:16.742895] [INFO ] [LOCAL     ] Saved forecast: PFIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFIS.txt
[2026-02-10T20:29:16.743103] [INFO ] [sig       ] [2385/3417] Completed PFIS in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:16.743148] [INFO ] [sig       ] [2386/3417] Forecasting PFL...
[2026-02-10T20:29:16.743181] [INFO ] [sig       ] Generating forecast for: PFL
[2026-02-10T20:29:16.743213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2026-02-10T20:29:16.754412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2026-02-10T20:29:16.754799] [INFO ] [FORECASTER] Starting predict_future for PFL
[2026-02-10T20:29:16.755704] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2026-02-10T20:29:16.755759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:16.755793] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:16.755821] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:16.755891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:16.817308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:16.818184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:16.818273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:16.818316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:16.941798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:16.941959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:16.942000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:16.942031] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:16.946037] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2026-02-10T20:29:16.946325] [INFO ] [FORECASTER] Completed predict_future for PFL
[2026-02-10T20:29:16.946458] [INFO ] [sig       ] PFL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:17.094740] [INFO ] [LOCAL     ] Saved forecast: PFL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFL.txt
[2026-02-10T20:29:17.094894] [INFO ] [sig       ] [2386/3417] Completed PFL in 0.4s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:17.094935] [INFO ] [sig       ] [2387/3417] Forecasting PFM...
[2026-02-10T20:29:17.094966] [INFO ] [sig       ] Generating forecast for: PFM
[2026-02-10T20:29:17.094996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2026-02-10T20:29:17.106539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2026-02-10T20:29:17.106872] [INFO ] [FORECASTER] Starting predict_future for PFM
[2026-02-10T20:29:17.107670] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2026-02-10T20:29:17.107722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:17.107754] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:17.107781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:17.107837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:17.165391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:17.166087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:17.166167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:17.166200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:17.288624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:17.288789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:17.288829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:17.288858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:17.292385] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=26.60%)
[2026-02-10T20:29:17.292682] [INFO ] [FORECASTER] Completed predict_future for PFM
[2026-02-10T20:29:17.292811] [INFO ] [sig       ] PFM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:17.433419] [INFO ] [LOCAL     ] Saved forecast: PFM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFM.txt
[2026-02-10T20:29:17.433553] [INFO ] [sig       ] [2387/3417] Completed PFM in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:17.433612] [INFO ] [sig       ] [2388/3417] Forecasting PFN...
[2026-02-10T20:29:17.433643] [INFO ] [sig       ] Generating forecast for: PFN
[2026-02-10T20:29:17.433673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2026-02-10T20:29:17.445377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2026-02-10T20:29:17.445695] [INFO ] [FORECASTER] Starting predict_future for PFN
[2026-02-10T20:29:17.446456] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2026-02-10T20:29:17.446508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:17.446542] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:17.446595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:17.446657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:17.505523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:17.506304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:17.506388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:17.506422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:17.627220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:17.627376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:17.627418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:17.627447] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:17.630971] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2026-02-10T20:29:17.631272] [INFO ] [FORECASTER] Completed predict_future for PFN
[2026-02-10T20:29:17.631404] [INFO ] [sig       ] PFN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:17.778350] [INFO ] [LOCAL     ] Saved forecast: PFN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PFN.txt
[2026-02-10T20:29:17.778488] [INFO ] [sig       ] [2388/3417] Completed PFN in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:17.778529] [INFO ] [sig       ] [2389/3417] Forecasting PFO...
[2026-02-10T20:29:17.778560] [INFO ] [sig       ] Generating forecast for: PFO
[2026-02-10T20:29:17.778614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2026-02-10T20:29:17.790024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2026-02-10T20:29:17.790415] [INFO ] [FORECASTER] Starting predict_future for PFO
[2026-02-10T20:29:17.791232] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2026-02-10T20:29:17.791285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:17.791347] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:17.791376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:17.791434] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:17.850484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:17.851377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:17.851463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:17.851498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:17.968759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:17.968923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:17.968963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:17.968992] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:17.972456] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2026-02-10T20:29:17.972790] [INFO ] [FORECASTER] Completed predict_future for PFO
[2026-02-10T20:29:17.972923] [INFO ] [sig       ] PFO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:18.122306] [INFO ] [LOCAL     ] Saved forecast: PFO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PFO.txt
[2026-02-10T20:29:18.122442] [INFO ] [sig       ] [2389/3417] Completed PFO in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:18.122481] [INFO ] [sig       ] [2390/3417] Forecasting PFS...
[2026-02-10T20:29:18.122511] [INFO ] [sig       ] Generating forecast for: PFS
[2026-02-10T20:29:18.122547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2026-02-10T20:29:18.133998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2026-02-10T20:29:18.134273] [INFO ] [FORECASTER] Starting predict_future for PFS
[2026-02-10T20:29:18.135049] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2026-02-10T20:29:18.135101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:18.135132] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:18.135159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:18.135215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:18.192707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:18.193563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:18.193672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:18.193706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:18.315427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:18.315615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:18.315685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:18.315717] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:18.319222] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2026-02-10T20:29:18.319499] [INFO ] [FORECASTER] Completed predict_future for PFS
[2026-02-10T20:29:18.319650] [INFO ] [sig       ] PFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:18.462506] [INFO ] [LOCAL     ] Saved forecast: PFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PFS.txt
[2026-02-10T20:29:18.462670] [INFO ] [sig       ] [2390/3417] Completed PFS in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:18.462713] [INFO ] [sig       ] [2391/3417] Forecasting PFSI...
[2026-02-10T20:29:18.462744] [INFO ] [sig       ] Generating forecast for: PFSI
[2026-02-10T20:29:18.462775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2026-02-10T20:29:18.474125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2026-02-10T20:29:18.474421] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2026-02-10T20:29:18.475225] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2026-02-10T20:29:18.475278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:18.475311] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:18.475339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:18.475395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:18.534201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:18.535066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:18.535153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:18.535187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:18.658686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:18.658849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:18.658892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:18.658922] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:18.662548] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2026-02-10T20:29:18.662882] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2026-02-10T20:29:18.663013] [INFO ] [sig       ] PFSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:18.806334] [INFO ] [LOCAL     ] Saved forecast: PFSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PFSI.txt
[2026-02-10T20:29:18.806472] [INFO ] [sig       ] [2391/3417] Completed PFSI in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:18.806521] [INFO ] [sig       ] [2392/3417] Forecasting PGC...
[2026-02-10T20:29:18.806552] [INFO ] [sig       ] Generating forecast for: PGC
[2026-02-10T20:29:18.806602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2026-02-10T20:29:18.818187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2026-02-10T20:29:18.818554] [INFO ] [FORECASTER] Starting predict_future for PGC
[2026-02-10T20:29:18.819355] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2026-02-10T20:29:18.819408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:18.819440] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:18.819467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:18.819524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:18.878552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:18.879426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:18.879516] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:18.879554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:19.002783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:19.003140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:19.003180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:19.003248] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:19.006804] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2026-02-10T20:29:19.007080] [INFO ] [FORECASTER] Completed predict_future for PGC
[2026-02-10T20:29:19.007209] [INFO ] [sig       ] PGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:19.150873] [INFO ] [LOCAL     ] Saved forecast: PGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PGC.txt
[2026-02-10T20:29:19.151011] [INFO ] [sig       ] [2392/3417] Completed PGC in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:19.151051] [INFO ] [sig       ] [2393/3417] Forecasting PGEN...
[2026-02-10T20:29:19.151080] [INFO ] [sig       ] Generating forecast for: PGEN
[2026-02-10T20:29:19.151111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2026-02-10T20:29:19.162665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2026-02-10T20:29:19.162972] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2026-02-10T20:29:19.163805] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2026-02-10T20:29:19.163859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:19.163892] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:19.163920] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:19.163977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:19.224513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:19.225499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:19.225611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:19.225649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:19.345067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:19.345220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:19.345261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:19.345290] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:19.348778] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2026-02-10T20:29:19.349050] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2026-02-10T20:29:19.349176] [INFO ] [sig       ] PGEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:19.490409] [INFO ] [LOCAL     ] Saved forecast: PGEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PGEN.txt
[2026-02-10T20:29:19.490551] [INFO ] [sig       ] [2393/3417] Completed PGEN in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:19.490623] [INFO ] [sig       ] [2394/3417] Forecasting PGJ...
[2026-02-10T20:29:19.490660] [INFO ] [sig       ] Generating forecast for: PGJ
[2026-02-10T20:29:19.490698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2026-02-10T20:29:19.502677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2026-02-10T20:29:19.503014] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2026-02-10T20:29:19.503822] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2026-02-10T20:29:19.503875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:19.503936] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:19.503966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:19.504024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:19.563696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:19.564449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:19.564532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:19.564564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:19.685826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:19.685988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:19.686028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:19.686057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:19.689520] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=18.89%)
[2026-02-10T20:29:19.689840] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2026-02-10T20:29:19.689968] [INFO ] [sig       ] PGJ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:19.834518] [INFO ] [LOCAL     ] Saved forecast: PGJ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PGJ.txt
[2026-02-10T20:29:19.834697] [INFO ] [sig       ] [2394/3417] Completed PGJ in 0.3s | 2.80 sym/s | Total: 14.2m | ETA: 6.1m
[2026-02-10T20:29:19.834741] [INFO ] [sig       ] [2395/3417] Forecasting PGNY...
[2026-02-10T20:29:19.834771] [INFO ] [sig       ] Generating forecast for: PGNY
[2026-02-10T20:29:19.834801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2026-02-10T20:29:19.846291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2026-02-10T20:29:19.846599] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2026-02-10T20:29:19.847361] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2026-02-10T20:29:19.847414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:19.847450] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:19.847480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:19.847537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:19.908648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:19.909503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:19.909601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:19.909636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:20.034366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:20.034524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:20.034564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:20.034613] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:20.038125] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2026-02-10T20:29:20.038404] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2026-02-10T20:29:20.038531] [INFO ] [sig       ] PGNY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:20.177307] [INFO ] [LOCAL     ] Saved forecast: PGNY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PGNY.txt
[2026-02-10T20:29:20.177456] [INFO ] [sig       ] [2395/3417] Completed PGNY in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-10T20:29:20.177495] [INFO ] [sig       ] [2396/3417] Forecasting PGP...
[2026-02-10T20:29:20.177524] [INFO ] [sig       ] Generating forecast for: PGP
[2026-02-10T20:29:20.177556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2026-02-10T20:29:20.188848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2026-02-10T20:29:20.189175] [INFO ] [FORECASTER] Starting predict_future for PGP
[2026-02-10T20:29:20.189978] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2026-02-10T20:29:20.190032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:20.190064] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:20.190090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:20.190147] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:20.249430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:20.250319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:20.250407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:20.250441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:20.370679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:20.370841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:20.370896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:20.370928] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:20.374335] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2026-02-10T20:29:20.374624] [INFO ] [FORECASTER] Completed predict_future for PGP
[2026-02-10T20:29:20.374760] [INFO ] [sig       ] PGP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:20.518667] [INFO ] [LOCAL     ] Saved forecast: PGP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PGP.txt
[2026-02-10T20:29:20.518995] [INFO ] [sig       ] [2396/3417] Completed PGP in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-10T20:29:20.519034] [INFO ] [sig       ] [2397/3417] Forecasting PGY...
[2026-02-10T20:29:20.519064] [INFO ] [sig       ] Generating forecast for: PGY
[2026-02-10T20:29:20.519095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2026-02-10T20:29:20.531152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2026-02-10T20:29:20.531431] [INFO ] [FORECASTER] Starting predict_future for PGY
[2026-02-10T20:29:20.532235] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2026-02-10T20:29:20.532287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:20.532319] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:20.532346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:20.532402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:20.593588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:20.594361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:20.594455] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:20.594493] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:20.716221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:20.716377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:20.716417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:20.716445] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:20.719905] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2026-02-10T20:29:20.720373] [INFO ] [FORECASTER] Completed predict_future for PGY
[2026-02-10T20:29:20.720502] [INFO ] [sig       ] PGY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:20.863150] [INFO ] [LOCAL     ] Saved forecast: PGY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PGY.txt
[2026-02-10T20:29:20.863282] [INFO ] [sig       ] [2397/3417] Completed PGY in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-10T20:29:20.863322] [INFO ] [sig       ] [2398/3417] Forecasting PGZ...
[2026-02-10T20:29:20.863367] [INFO ] [sig       ] Generating forecast for: PGZ
[2026-02-10T20:29:20.863401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2026-02-10T20:29:20.875201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2026-02-10T20:29:20.875487] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2026-02-10T20:29:20.876294] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2026-02-10T20:29:20.876347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:20.876379] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:20.876405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:20.876462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:20.933880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:20.934550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:20.934666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:20.934707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:21.055523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:21.055709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:21.055751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:21.055780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:21.059761] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2026-02-10T20:29:21.060042] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2026-02-10T20:29:21.060174] [INFO ] [sig       ] PGZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:21.225929] [INFO ] [LOCAL     ] Saved forecast: PGZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PGZ.txt
[2026-02-10T20:29:21.226089] [INFO ] [sig       ] [2398/3417] Completed PGZ in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-10T20:29:21.226130] [INFO ] [sig       ] [2399/3417] Forecasting PH...
[2026-02-10T20:29:21.226161] [INFO ] [sig       ] Generating forecast for: PH
[2026-02-10T20:29:21.226192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2026-02-10T20:29:21.237464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2026-02-10T20:29:21.237837] [INFO ] [FORECASTER] Starting predict_future for PH
[2026-02-10T20:29:21.238655] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2026-02-10T20:29:21.238707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:21.238738] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:21.238767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:21.238823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:21.296084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:21.297028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:21.297115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:21.297202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:21.420379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:21.420540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:21.420602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:21.420638] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:21.424110] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2026-02-10T20:29:21.424392] [INFO ] [FORECASTER] Completed predict_future for PH
[2026-02-10T20:29:21.424523] [INFO ] [sig       ] PH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:21.571157] [INFO ] [LOCAL     ] Saved forecast: PH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PH.txt
[2026-02-10T20:29:21.571311] [INFO ] [sig       ] [2399/3417] Completed PH in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-10T20:29:21.571354] [INFO ] [sig       ] [2400/3417] Forecasting PHG...
[2026-02-10T20:29:21.571384] [INFO ] [sig       ] Generating forecast for: PHG
[2026-02-10T20:29:21.571416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2026-02-10T20:29:21.583631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2026-02-10T20:29:21.583965] [INFO ] [FORECASTER] Starting predict_future for PHG
[2026-02-10T20:29:21.584820] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2026-02-10T20:29:21.584874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:21.584907] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:21.584935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:21.584993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:21.642172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:21.642946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:21.643030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:21.643064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:21.768305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:21.768460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:21.768500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:21.768531] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:21.772026] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=79.83%)
[2026-02-10T20:29:21.772304] [INFO ] [FORECASTER] Completed predict_future for PHG
[2026-02-10T20:29:21.772435] [INFO ] [sig       ] PHG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:21.916348] [INFO ] [LOCAL     ] Saved forecast: PHG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PHG.txt
[2026-02-10T20:29:21.916481] [INFO ] [sig       ] [2400/3417] Completed PHG in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.1m
[2026-02-10T20:29:21.916520] [INFO ] [sig       ] [2401/3417] Forecasting PHI...
[2026-02-10T20:29:21.916550] [INFO ] [sig       ] Generating forecast for: PHI
[2026-02-10T20:29:21.916611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2026-02-10T20:29:21.928159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2026-02-10T20:29:21.928435] [INFO ] [FORECASTER] Starting predict_future for PHI
[2026-02-10T20:29:21.929232] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2026-02-10T20:29:21.929285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:21.929318] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:21.929345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:21.929402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:21.988105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:21.988959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:21.989044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:21.989080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:22.111278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:22.111477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:22.111519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:22.111566] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:22.114964] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2026-02-10T20:29:22.115236] [INFO ] [FORECASTER] Completed predict_future for PHI
[2026-02-10T20:29:22.115398] [INFO ] [sig       ] PHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:22.256410] [INFO ] [LOCAL     ] Saved forecast: PHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PHI.txt
[2026-02-10T20:29:22.256548] [INFO ] [sig       ] [2401/3417] Completed PHI in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:22.256605] [INFO ] [sig       ] [2402/3417] Forecasting PHIN...
[2026-02-10T20:29:22.256636] [INFO ] [sig       ] Generating forecast for: PHIN
[2026-02-10T20:29:22.256666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2026-02-10T20:29:22.268330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2026-02-10T20:29:22.268680] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2026-02-10T20:29:22.269436] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2026-02-10T20:29:22.269488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:22.269520] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:22.269547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:22.269629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:22.327394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:22.328292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:22.328393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:22.328427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:22.452001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:22.452166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:22.452209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:22.452238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:22.456026] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2026-02-10T20:29:22.456317] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2026-02-10T20:29:22.456454] [INFO ] [sig       ] PHIN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:22.597551] [INFO ] [LOCAL     ] Saved forecast: PHIN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PHIN.txt
[2026-02-10T20:29:22.597769] [INFO ] [sig       ] [2402/3417] Completed PHIN in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:22.597813] [INFO ] [sig       ] [2403/3417] Forecasting PHK...
[2026-02-10T20:29:22.597842] [INFO ] [sig       ] Generating forecast for: PHK
[2026-02-10T20:29:22.597875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2026-02-10T20:29:22.610184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2026-02-10T20:29:22.610485] [INFO ] [FORECASTER] Starting predict_future for PHK
[2026-02-10T20:29:22.611323] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2026-02-10T20:29:22.611377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:22.611411] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:22.611438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:22.611495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:22.669276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:22.669969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:22.670051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:22.670098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:22.791590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:22.791752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:22.791793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:22.791823] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:22.795220] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2026-02-10T20:29:22.795500] [INFO ] [FORECASTER] Completed predict_future for PHK
[2026-02-10T20:29:22.795661] [INFO ] [sig       ] PHK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:22.935857] [INFO ] [LOCAL     ] Saved forecast: PHK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PHK.txt
[2026-02-10T20:29:22.935998] [INFO ] [sig       ] [2403/3417] Completed PHK in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:22.936038] [INFO ] [sig       ] [2404/3417] Forecasting PHM...
[2026-02-10T20:29:22.936068] [INFO ] [sig       ] Generating forecast for: PHM
[2026-02-10T20:29:22.936100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2026-02-10T20:29:22.947631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2026-02-10T20:29:22.947956] [INFO ] [FORECASTER] Starting predict_future for PHM
[2026-02-10T20:29:22.948800] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2026-02-10T20:29:22.948858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:22.948890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:22.948918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:22.948974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:23.006067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:23.006985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:23.007071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:23.007103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:23.129636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:23.129805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:23.129847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:23.129875] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:23.133350] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2026-02-10T20:29:23.133649] [INFO ] [FORECASTER] Completed predict_future for PHM
[2026-02-10T20:29:23.133783] [INFO ] [sig       ] PHM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:23.282770] [INFO ] [LOCAL     ] Saved forecast: PHM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PHM.txt
[2026-02-10T20:29:23.282945] [INFO ] [sig       ] [2404/3417] Completed PHM in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:23.282987] [INFO ] [sig       ] [2405/3417] Forecasting PHO...
[2026-02-10T20:29:23.283017] [INFO ] [sig       ] Generating forecast for: PHO
[2026-02-10T20:29:23.283047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2026-02-10T20:29:23.295521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2026-02-10T20:29:23.295890] [INFO ] [FORECASTER] Starting predict_future for PHO
[2026-02-10T20:29:23.296694] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2026-02-10T20:29:23.296746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:23.296779] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:23.296805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:23.296874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:23.354086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:23.354999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:23.355085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:23.355116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:23.484209] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:23.484372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:23.484412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:23.484442] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:23.488092] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2026-02-10T20:29:23.488370] [INFO ] [FORECASTER] Completed predict_future for PHO
[2026-02-10T20:29:23.488503] [INFO ] [sig       ] PHO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:23.637126] [INFO ] [LOCAL     ] Saved forecast: PHO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PHO.txt
[2026-02-10T20:29:23.637296] [INFO ] [sig       ] [2405/3417] Completed PHO in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:23.637337] [INFO ] [sig       ] [2406/3417] Forecasting PHUN...
[2026-02-10T20:29:23.637366] [INFO ] [sig       ] Generating forecast for: PHUN
[2026-02-10T20:29:23.637396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2026-02-10T20:29:23.650447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2026-02-10T20:29:23.650816] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2026-02-10T20:29:23.651626] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2026-02-10T20:29:23.651679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:23.651736] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:23.651766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:23.651822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:23.709789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:23.710728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:23.710812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:23.710846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:23.833485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:23.833665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:23.833709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:23.833739] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:23.837317] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2026-02-10T20:29:23.837625] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2026-02-10T20:29:23.837785] [INFO ] [sig       ] PHUN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:23.991262] [INFO ] [LOCAL     ] Saved forecast: PHUN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PHUN.txt
[2026-02-10T20:29:23.991436] [INFO ] [sig       ] [2406/3417] Completed PHUN in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:23.991486] [INFO ] [sig       ] [2407/3417] Forecasting PHVS...
[2026-02-10T20:29:23.991519] [INFO ] [sig       ] Generating forecast for: PHVS
[2026-02-10T20:29:23.991551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2026-02-10T20:29:24.005812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2026-02-10T20:29:24.006450] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2026-02-10T20:29:24.007365] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2026-02-10T20:29:24.007448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:24.007500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:24.007547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:24.007658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:24.073079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:24.074019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:24.074109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:24.074144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:24.205421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:24.205596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:24.205642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:24.205672] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:24.209144] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2026-02-10T20:29:24.209427] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2026-02-10T20:29:24.209559] [INFO ] [sig       ] PHVS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:24.351092] [INFO ] [LOCAL     ] Saved forecast: PHVS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PHVS.txt
[2026-02-10T20:29:24.351233] [INFO ] [sig       ] [2407/3417] Completed PHVS in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:24.351274] [INFO ] [sig       ] [2408/3417] Forecasting PI...
[2026-02-10T20:29:24.351304] [INFO ] [sig       ] Generating forecast for: PI
[2026-02-10T20:29:24.351335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2026-02-10T20:29:24.363229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2026-02-10T20:29:24.363535] [INFO ] [FORECASTER] Starting predict_future for PI
[2026-02-10T20:29:24.364333] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2026-02-10T20:29:24.364387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:24.364421] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:24.364449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:24.364506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:24.425784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:24.426701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:24.426792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:24.426829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:24.557489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:24.557678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:24.557723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:24.557753] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:24.561292] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2026-02-10T20:29:24.561589] [INFO ] [FORECASTER] Completed predict_future for PI
[2026-02-10T20:29:24.561722] [INFO ] [sig       ] PI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:24.701745] [INFO ] [LOCAL     ] Saved forecast: PI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PI.txt
[2026-02-10T20:29:24.701899] [INFO ] [sig       ] [2408/3417] Completed PI in 0.4s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:24.701939] [INFO ] [sig       ] [2409/3417] Forecasting PID...
[2026-02-10T20:29:24.701969] [INFO ] [sig       ] Generating forecast for: PID
[2026-02-10T20:29:24.702003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2026-02-10T20:29:24.713287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2026-02-10T20:29:24.713615] [INFO ] [FORECASTER] Starting predict_future for PID
[2026-02-10T20:29:24.714420] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2026-02-10T20:29:24.714472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:24.714504] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:24.714530] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:24.714608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:24.773341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:24.774275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:24.774362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:24.774395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:24.895681] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:24.895855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:24.895897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:24.895954] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:24.899613] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2026-02-10T20:29:24.900081] [INFO ] [FORECASTER] Completed predict_future for PID
[2026-02-10T20:29:24.900211] [INFO ] [sig       ] PID: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:25.044196] [INFO ] [LOCAL     ] Saved forecast: PID	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PID.txt
[2026-02-10T20:29:25.044351] [INFO ] [sig       ] [2409/3417] Completed PID in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:25.044392] [INFO ] [sig       ] [2410/3417] Forecasting PIE...
[2026-02-10T20:29:25.044421] [INFO ] [sig       ] Generating forecast for: PIE
[2026-02-10T20:29:25.044453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2026-02-10T20:29:25.055860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2026-02-10T20:29:25.056210] [INFO ] [FORECASTER] Starting predict_future for PIE
[2026-02-10T20:29:25.057045] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2026-02-10T20:29:25.057098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:25.057129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:25.057155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:25.057210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:25.114385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:25.115120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:25.115201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:25.115234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:25.227323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:25.227480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:25.227520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:25.227549] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:25.231050] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2026-02-10T20:29:25.231323] [INFO ] [FORECASTER] Completed predict_future for PIE
[2026-02-10T20:29:25.231451] [INFO ] [sig       ] PIE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:25.373731] [INFO ] [LOCAL     ] Saved forecast: PIE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PIE.txt
[2026-02-10T20:29:25.373896] [INFO ] [sig       ] [2410/3417] Completed PIE in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:25.373943] [INFO ] [sig       ] [2411/3417] Forecasting PII...
[2026-02-10T20:29:25.373972] [INFO ] [sig       ] Generating forecast for: PII
[2026-02-10T20:29:25.374004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2026-02-10T20:29:25.385168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2026-02-10T20:29:25.385497] [INFO ] [FORECASTER] Starting predict_future for PII
[2026-02-10T20:29:25.386287] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2026-02-10T20:29:25.386340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:25.386372] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:25.386399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:25.386456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:25.443197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:25.443944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:25.444027] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:25.444060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:25.564724] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:25.564898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:25.564940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:25.564969] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:25.568569] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2026-02-10T20:29:25.568890] [INFO ] [FORECASTER] Completed predict_future for PII
[2026-02-10T20:29:25.569028] [INFO ] [sig       ] PII: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:25.717155] [INFO ] [LOCAL     ] Saved forecast: PII	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PII.txt
[2026-02-10T20:29:25.717302] [INFO ] [sig       ] [2411/3417] Completed PII in 0.3s | 2.80 sym/s | Total: 14.3m | ETA: 6.0m
[2026-02-10T20:29:25.717342] [INFO ] [sig       ] [2412/3417] Forecasting PIM...
[2026-02-10T20:29:25.717379] [INFO ] [sig       ] Generating forecast for: PIM
[2026-02-10T20:29:25.717414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2026-02-10T20:29:25.729341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2026-02-10T20:29:25.729673] [INFO ] [FORECASTER] Starting predict_future for PIM
[2026-02-10T20:29:25.730676] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2026-02-10T20:29:25.730741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:25.730780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:25.730812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:25.730880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:25.790818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:25.791543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:25.791646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:25.791679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:25.908728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:25.908891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:25.908931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:25.908960] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:25.912389] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2026-02-10T20:29:25.912712] [INFO ] [FORECASTER] Completed predict_future for PIM
[2026-02-10T20:29:25.912841] [INFO ] [sig       ] PIM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:26.055138] [INFO ] [LOCAL     ] Saved forecast: PIM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PIM.txt
[2026-02-10T20:29:26.055279] [INFO ] [sig       ] [2412/3417] Completed PIM in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-10T20:29:26.055317] [INFO ] [sig       ] [2413/3417] Forecasting PINE...
[2026-02-10T20:29:26.055347] [INFO ] [sig       ] Generating forecast for: PINE
[2026-02-10T20:29:26.055379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2026-02-10T20:29:26.066942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2026-02-10T20:29:26.067269] [INFO ] [FORECASTER] Starting predict_future for PINE
[2026-02-10T20:29:26.068129] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2026-02-10T20:29:26.068182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:26.068214] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:26.068240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:26.068296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:26.127101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:26.127876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:26.127958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:26.127990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:26.270498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:26.270683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:26.270725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:26.270754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:26.274202] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2026-02-10T20:29:26.274515] [INFO ] [FORECASTER] Completed predict_future for PINE
[2026-02-10T20:29:26.274674] [INFO ] [sig       ] PINE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:26.415906] [INFO ] [LOCAL     ] Saved forecast: PINE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PINE.txt
[2026-02-10T20:29:26.416066] [INFO ] [sig       ] [2413/3417] Completed PINE in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-10T20:29:26.416107] [INFO ] [sig       ] [2414/3417] Forecasting PINS...
[2026-02-10T20:29:26.416137] [INFO ] [sig       ] Generating forecast for: PINS
[2026-02-10T20:29:26.416167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2026-02-10T20:29:26.428118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2026-02-10T20:29:26.428437] [INFO ] [FORECASTER] Starting predict_future for PINS
[2026-02-10T20:29:26.429261] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2026-02-10T20:29:26.429314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:26.429346] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:26.429372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:26.429427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:26.490691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:26.491537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:26.491659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:26.491697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:26.626901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:26.627070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:26.627130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:26.627161] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:26.630696] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2026-02-10T20:29:26.631012] [INFO ] [FORECASTER] Completed predict_future for PINS
[2026-02-10T20:29:26.631150] [INFO ] [sig       ] PINS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:26.775136] [INFO ] [LOCAL     ] Saved forecast: PINS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PINS.txt
[2026-02-10T20:29:26.775275] [INFO ] [sig       ] [2414/3417] Completed PINS in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-10T20:29:26.775315] [INFO ] [sig       ] [2415/3417] Forecasting PK...
[2026-02-10T20:29:26.775345] [INFO ] [sig       ] Generating forecast for: PK
[2026-02-10T20:29:26.775374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2026-02-10T20:29:26.786766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2026-02-10T20:29:26.787079] [INFO ] [FORECASTER] Starting predict_future for PK
[2026-02-10T20:29:26.787912] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2026-02-10T20:29:26.787965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:26.787998] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:26.788025] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:26.788112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:26.853613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:26.854556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:26.854667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:26.854724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:26.986791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:26.986965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:26.987013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:26.987042] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:26.990768] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2026-02-10T20:29:26.991118] [INFO ] [FORECASTER] Completed predict_future for PK
[2026-02-10T20:29:26.991287] [INFO ] [sig       ] PK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:27.145544] [INFO ] [LOCAL     ] Saved forecast: PK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PK.txt
[2026-02-10T20:29:27.145746] [INFO ] [sig       ] [2415/3417] Completed PK in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-10T20:29:27.145806] [INFO ] [sig       ] [2416/3417] Forecasting PKBK...
[2026-02-10T20:29:27.145854] [INFO ] [sig       ] Generating forecast for: PKBK
[2026-02-10T20:29:27.145898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2026-02-10T20:29:27.158235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2026-02-10T20:29:27.158670] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2026-02-10T20:29:27.159467] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2026-02-10T20:29:27.159520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:27.159551] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:27.159599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:27.159662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:27.219284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:27.220219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:27.220343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:27.220378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:27.340671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:27.340849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:27.340892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:27.340921] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:27.344315] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2026-02-10T20:29:27.344607] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2026-02-10T20:29:27.344738] [INFO ] [sig       ] PKBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:27.486804] [INFO ] [LOCAL     ] Saved forecast: PKBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PKBK.txt
[2026-02-10T20:29:27.486961] [INFO ] [sig       ] [2416/3417] Completed PKBK in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-10T20:29:27.487005] [INFO ] [sig       ] [2417/3417] Forecasting PKE...
[2026-02-10T20:29:27.487035] [INFO ] [sig       ] Generating forecast for: PKE
[2026-02-10T20:29:27.487065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2026-02-10T20:29:27.499062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2026-02-10T20:29:27.499376] [INFO ] [FORECASTER] Starting predict_future for PKE
[2026-02-10T20:29:27.500207] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2026-02-10T20:29:27.500261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:27.500294] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:27.500322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:27.500380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:27.560877] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:27.562199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:27.562287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:27.562320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:27.686879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:27.687050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:27.687090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:27.687118] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:27.690710] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2026-02-10T20:29:27.691075] [INFO ] [FORECASTER] Completed predict_future for PKE
[2026-02-10T20:29:27.691217] [INFO ] [sig       ] PKE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:27.831616] [INFO ] [LOCAL     ] Saved forecast: PKE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PKE.txt
[2026-02-10T20:29:27.831785] [INFO ] [sig       ] [2417/3417] Completed PKE in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 6.0m
[2026-02-10T20:29:27.831825] [INFO ] [sig       ] [2418/3417] Forecasting PKG...
[2026-02-10T20:29:27.831856] [INFO ] [sig       ] Generating forecast for: PKG
[2026-02-10T20:29:27.831886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2026-02-10T20:29:27.843291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2026-02-10T20:29:27.843648] [INFO ] [FORECASTER] Starting predict_future for PKG
[2026-02-10T20:29:27.844464] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2026-02-10T20:29:27.844529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:27.844616] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:27.844663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:27.844731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:27.904753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:27.905618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:27.905703] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:27.905742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:28.028001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:28.028185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:28.028227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:28.028256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:28.032016] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2026-02-10T20:29:28.032328] [INFO ] [FORECASTER] Completed predict_future for PKG
[2026-02-10T20:29:28.032483] [INFO ] [sig       ] PKG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:28.174297] [INFO ] [LOCAL     ] Saved forecast: PKG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PKG.txt
[2026-02-10T20:29:28.174473] [INFO ] [sig       ] [2418/3417] Completed PKG in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:28.174517] [INFO ] [sig       ] [2419/3417] Forecasting PKOH...
[2026-02-10T20:29:28.174555] [INFO ] [sig       ] Generating forecast for: PKOH
[2026-02-10T20:29:28.174625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2026-02-10T20:29:28.189118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2026-02-10T20:29:28.189514] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2026-02-10T20:29:28.190390] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2026-02-10T20:29:28.190446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:28.190479] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:28.190505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:28.190561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:28.247738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:28.248673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:28.248761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:28.248794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:28.362817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:28.362985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:28.363025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:28.363054] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:28.366609] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2026-02-10T20:29:28.366992] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2026-02-10T20:29:28.367134] [INFO ] [sig       ] PKOH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:28.510742] [INFO ] [LOCAL     ] Saved forecast: PKOH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PKOH.txt
[2026-02-10T20:29:28.510933] [INFO ] [sig       ] [2419/3417] Completed PKOH in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:28.510978] [INFO ] [sig       ] [2420/3417] Forecasting PKX...
[2026-02-10T20:29:28.511009] [INFO ] [sig       ] Generating forecast for: PKX
[2026-02-10T20:29:28.511040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2026-02-10T20:29:28.522919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2026-02-10T20:29:28.523312] [INFO ] [FORECASTER] Starting predict_future for PKX
[2026-02-10T20:29:28.524189] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2026-02-10T20:29:28.524245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:28.524278] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:28.524306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:28.524364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:28.582268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:28.583231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:28.583320] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:28.583353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:28.705940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:28.706100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:28.706143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:28.706173] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:28.709714] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2026-02-10T20:29:28.710011] [INFO ] [FORECASTER] Completed predict_future for PKX
[2026-02-10T20:29:28.710147] [INFO ] [sig       ] PKX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:28.851172] [INFO ] [LOCAL     ] Saved forecast: PKX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PKX.txt
[2026-02-10T20:29:28.851329] [INFO ] [sig       ] [2420/3417] Completed PKX in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:28.851378] [INFO ] [sig       ] [2421/3417] Forecasting PLAB...
[2026-02-10T20:29:28.851416] [INFO ] [sig       ] Generating forecast for: PLAB
[2026-02-10T20:29:28.851453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2026-02-10T20:29:28.863094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2026-02-10T20:29:28.863447] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2026-02-10T20:29:28.864280] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2026-02-10T20:29:28.864336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:28.864369] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:28.864411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:28.864469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:28.921732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:28.922640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:28.922731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:28.922764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:29.054488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:29.054679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:29.054723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:29.054751] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:29.058263] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2026-02-10T20:29:29.058555] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2026-02-10T20:29:29.058716] [INFO ] [sig       ] PLAB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:29.205995] [INFO ] [LOCAL     ] Saved forecast: PLAB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PLAB.txt
[2026-02-10T20:29:29.206156] [INFO ] [sig       ] [2421/3417] Completed PLAB in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:29.206199] [INFO ] [sig       ] [2422/3417] Forecasting PLAY...
[2026-02-10T20:29:29.206245] [INFO ] [sig       ] Generating forecast for: PLAY
[2026-02-10T20:29:29.206278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2026-02-10T20:29:29.218330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2026-02-10T20:29:29.218679] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2026-02-10T20:29:29.219505] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2026-02-10T20:29:29.219558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:29.219628] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:29.219662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:29.219720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:29.277023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:29.277738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:29.277820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:29.277854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:29.401941] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:29.402095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:29.402144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:29.402176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:29.405733] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2026-02-10T20:29:29.406019] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2026-02-10T20:29:29.406152] [INFO ] [sig       ] PLAY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:29.552776] [INFO ] [LOCAL     ] Saved forecast: PLAY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PLAY.txt
[2026-02-10T20:29:29.552940] [INFO ] [sig       ] [2422/3417] Completed PLAY in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:29.552980] [INFO ] [sig       ] [2423/3417] Forecasting PLBC...
[2026-02-10T20:29:29.553013] [INFO ] [sig       ] Generating forecast for: PLBC
[2026-02-10T20:29:29.553043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2026-02-10T20:29:29.564292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2026-02-10T20:29:29.564699] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2026-02-10T20:29:29.565553] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2026-02-10T20:29:29.565634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:29.565705] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:29.565746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:29.565846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:29.625271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:29.626191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:29.626279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:29.626314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:29.732562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:29.732764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:29.732835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:29.732874] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:29.736519] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2026-02-10T20:29:29.736838] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2026-02-10T20:29:29.736978] [INFO ] [sig       ] PLBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:29.878690] [INFO ] [LOCAL     ] Saved forecast: PLBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLBC.txt
[2026-02-10T20:29:29.878860] [INFO ] [sig       ] [2423/3417] Completed PLBC in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:29.878901] [INFO ] [sig       ] [2424/3417] Forecasting PLBY...
[2026-02-10T20:29:29.878932] [INFO ] [sig       ] Generating forecast for: PLBY
[2026-02-10T20:29:29.878965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2026-02-10T20:29:29.891871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2026-02-10T20:29:29.892265] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2026-02-10T20:29:29.893106] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2026-02-10T20:29:29.893162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:29.893195] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:29.893224] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:29.893281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:29.954610] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:29.955508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:29.955618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:29.955655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:30.080096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:30.080261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:30.080303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:30.080339] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:30.083860] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2026-02-10T20:29:30.084141] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2026-02-10T20:29:30.084273] [INFO ] [sig       ] PLBY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:30.225801] [INFO ] [LOCAL     ] Saved forecast: PLBY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLBY.txt
[2026-02-10T20:29:30.225942] [INFO ] [sig       ] [2424/3417] Completed PLBY in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:30.225982] [INFO ] [sig       ] [2425/3417] Forecasting PLCE...
[2026-02-10T20:29:30.226011] [INFO ] [sig       ] Generating forecast for: PLCE
[2026-02-10T20:29:30.226042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2026-02-10T20:29:30.237153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2026-02-10T20:29:30.237485] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2026-02-10T20:29:30.238427] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2026-02-10T20:29:30.238483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:30.238517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:30.238545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:30.238633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:30.296919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:30.297830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:30.297925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:30.297957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:30.429078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:30.429285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:30.429329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:30.429396] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:30.433257] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2026-02-10T20:29:30.433556] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2026-02-10T20:29:30.433711] [INFO ] [sig       ] PLCE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:30.583068] [INFO ] [LOCAL     ] Saved forecast: PLCE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLCE.txt
[2026-02-10T20:29:30.583240] [INFO ] [sig       ] [2425/3417] Completed PLCE in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:30.583279] [INFO ] [sig       ] [2426/3417] Forecasting PLD...
[2026-02-10T20:29:30.583308] [INFO ] [sig       ] Generating forecast for: PLD
[2026-02-10T20:29:30.583340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2026-02-10T20:29:30.595261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2026-02-10T20:29:30.595640] [INFO ] [FORECASTER] Starting predict_future for PLD
[2026-02-10T20:29:30.596486] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2026-02-10T20:29:30.596540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:30.596599] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:30.596631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:30.596687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:30.658766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:30.659705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:30.659803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:30.659846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:30.790406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:30.790566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:30.790627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:30.790713] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:30.794362] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2026-02-10T20:29:30.794661] [INFO ] [FORECASTER] Completed predict_future for PLD
[2026-02-10T20:29:30.794794] [INFO ] [sig       ] PLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:30.939693] [INFO ] [LOCAL     ] Saved forecast: PLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLD.txt
[2026-02-10T20:29:30.939900] [INFO ] [sig       ] [2426/3417] Completed PLD in 0.4s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:30.939950] [INFO ] [sig       ] [2427/3417] Forecasting PLPC...
[2026-02-10T20:29:30.939986] [INFO ] [sig       ] Generating forecast for: PLPC
[2026-02-10T20:29:30.940022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2026-02-10T20:29:30.953462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2026-02-10T20:29:30.953837] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2026-02-10T20:29:30.954682] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2026-02-10T20:29:30.954736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:30.954768] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:30.954796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:30.954852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:31.014442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:31.015378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:31.015465] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:31.015516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:31.137988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:31.138176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:31.138219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:31.138249] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:31.141952] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=73.88%)
[2026-02-10T20:29:31.142285] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2026-02-10T20:29:31.142434] [INFO ] [sig       ] PLPC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:31.287948] [INFO ] [LOCAL     ] Saved forecast: PLPC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PLPC.txt
[2026-02-10T20:29:31.288142] [INFO ] [sig       ] [2427/3417] Completed PLPC in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:31.288183] [INFO ] [sig       ] [2428/3417] Forecasting PLRX...
[2026-02-10T20:29:31.288213] [INFO ] [sig       ] Generating forecast for: PLRX
[2026-02-10T20:29:31.288243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2026-02-10T20:29:31.301743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2026-02-10T20:29:31.302094] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2026-02-10T20:29:31.302887] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2026-02-10T20:29:31.302940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:31.302973] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:31.303000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:31.303056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:31.364453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:31.365361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:31.365450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:31.365485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:31.488238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:31.488536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:31.488620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:31.488658] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:31.492668] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2026-02-10T20:29:31.492973] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2026-02-10T20:29:31.493119] [INFO ] [sig       ] PLRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:31.636113] [INFO ] [LOCAL     ] Saved forecast: PLRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLRX.txt
[2026-02-10T20:29:31.636280] [INFO ] [sig       ] [2428/3417] Completed PLRX in 0.3s | 2.80 sym/s | Total: 14.4m | ETA: 5.9m
[2026-02-10T20:29:31.636322] [INFO ] [sig       ] [2429/3417] Forecasting PLSE...
[2026-02-10T20:29:31.636353] [INFO ] [sig       ] Generating forecast for: PLSE
[2026-02-10T20:29:31.636385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2026-02-10T20:29:31.648457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2026-02-10T20:29:31.648837] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2026-02-10T20:29:31.649629] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2026-02-10T20:29:31.649681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:31.649713] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:31.649759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:31.649818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:31.706362] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:31.707294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:31.707389] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:31.707423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:31.826894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:31.827065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:31.827106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:31.827136] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:31.830631] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2026-02-10T20:29:31.830930] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2026-02-10T20:29:31.831062] [INFO ] [sig       ] PLSE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:31.976796] [INFO ] [LOCAL     ] Saved forecast: PLSE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PLSE.txt
[2026-02-10T20:29:31.976985] [INFO ] [sig       ] [2429/3417] Completed PLSE in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-10T20:29:31.977032] [INFO ] [sig       ] [2430/3417] Forecasting PLTK...
[2026-02-10T20:29:31.977062] [INFO ] [sig       ] Generating forecast for: PLTK
[2026-02-10T20:29:31.977092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2026-02-10T20:29:31.989245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2026-02-10T20:29:31.989631] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2026-02-10T20:29:31.990473] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2026-02-10T20:29:31.990527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:31.990560] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:31.990607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:31.990666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:32.047875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:32.049414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:32.049590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:32.049630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:32.169045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:32.169209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:32.169250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:32.169280] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:32.172807] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2026-02-10T20:29:32.173100] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2026-02-10T20:29:32.173237] [INFO ] [sig       ] PLTK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:32.328352] [INFO ] [LOCAL     ] Saved forecast: PLTK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PLTK.txt
[2026-02-10T20:29:32.328518] [INFO ] [sig       ] [2430/3417] Completed PLTK in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-10T20:29:32.328560] [INFO ] [sig       ] [2431/3417] Forecasting PLUG...
[2026-02-10T20:29:32.328611] [INFO ] [sig       ] Generating forecast for: PLUG
[2026-02-10T20:29:32.328645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2026-02-10T20:29:32.340517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2026-02-10T20:29:32.340955] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2026-02-10T20:29:32.341878] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2026-02-10T20:29:32.341948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:32.341990] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:32.342020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:32.342078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:32.402397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:32.403327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:32.403417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:32.403451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:32.536443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:32.536624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:32.536668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:32.536697] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:32.540286] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2026-02-10T20:29:32.540597] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2026-02-10T20:29:32.540741] [INFO ] [sig       ] PLUG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:32.690110] [INFO ] [LOCAL     ] Saved forecast: PLUG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PLUG.txt
[2026-02-10T20:29:32.690277] [INFO ] [sig       ] [2431/3417] Completed PLUG in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-10T20:29:32.690318] [INFO ] [sig       ] [2432/3417] Forecasting PLUS...
[2026-02-10T20:29:32.690348] [INFO ] [sig       ] Generating forecast for: PLUS
[2026-02-10T20:29:32.690379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2026-02-10T20:29:32.701863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2026-02-10T20:29:32.702277] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2026-02-10T20:29:32.703176] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2026-02-10T20:29:32.703234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:32.703266] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:32.703293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:32.703350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:32.767318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:32.768260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:32.768348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:32.768382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:32.896285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:32.896450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:32.896492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:32.896521] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:32.900395] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2026-02-10T20:29:32.900709] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2026-02-10T20:29:32.900858] [INFO ] [sig       ] PLUS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:33.048086] [INFO ] [LOCAL     ] Saved forecast: PLUS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLUS.txt
[2026-02-10T20:29:33.048283] [INFO ] [sig       ] [2432/3417] Completed PLUS in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-10T20:29:33.048332] [INFO ] [sig       ] [2433/3417] Forecasting PLXS...
[2026-02-10T20:29:33.048363] [INFO ] [sig       ] Generating forecast for: PLXS
[2026-02-10T20:29:33.048401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2026-02-10T20:29:33.060386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2026-02-10T20:29:33.060797] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2026-02-10T20:29:33.061638] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2026-02-10T20:29:33.061702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:33.061746] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:33.061775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:33.061838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:33.119166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:33.120086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:33.120205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:33.120239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:33.241613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:33.241773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:33.241814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:33.241843] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:33.245330] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2026-02-10T20:29:33.245635] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2026-02-10T20:29:33.245768] [INFO ] [sig       ] PLXS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:33.393265] [INFO ] [LOCAL     ] Saved forecast: PLXS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PLXS.txt
[2026-02-10T20:29:33.393451] [INFO ] [sig       ] [2433/3417] Completed PLXS in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.9m
[2026-02-10T20:29:33.393492] [INFO ] [sig       ] [2434/3417] Forecasting PM...
[2026-02-10T20:29:33.393522] [INFO ] [sig       ] Generating forecast for: PM
[2026-02-10T20:29:33.393554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2026-02-10T20:29:33.407742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2026-02-10T20:29:33.408209] [INFO ] [FORECASTER] Starting predict_future for PM
[2026-02-10T20:29:33.409187] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2026-02-10T20:29:33.409242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:33.409465] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:33.409492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:33.409550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:33.469334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:33.470484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:33.470603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:33.470639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:33.598260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:33.598422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:33.598463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:33.598493] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:33.602184] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2026-02-10T20:29:33.602476] [INFO ] [FORECASTER] Completed predict_future for PM
[2026-02-10T20:29:33.602630] [INFO ] [sig       ] PM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:33.745890] [INFO ] [LOCAL     ] Saved forecast: PM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PM.txt
[2026-02-10T20:29:33.746249] [INFO ] [sig       ] [2434/3417] Completed PM in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:33.746291] [INFO ] [sig       ] [2435/3417] Forecasting PMAX...
[2026-02-10T20:29:33.746321] [INFO ] [sig       ] Generating forecast for: PMAX
[2026-02-10T20:29:33.746352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2026-02-10T20:29:33.758156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2026-02-10T20:29:33.758531] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2026-02-10T20:29:33.759518] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2026-02-10T20:29:33.759596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:33.759632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:33.759658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:33.759714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:33.817488] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:33.818395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:33.818488] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:33.818522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:33.940382] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:33.940543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:33.940603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:33.940636] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:33.944078] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2026-02-10T20:29:33.944367] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2026-02-10T20:29:33.944500] [INFO ] [sig       ] PMAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:34.087748] [INFO ] [LOCAL     ] Saved forecast: PMAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PMAX.txt
[2026-02-10T20:29:34.087901] [INFO ] [sig       ] [2435/3417] Completed PMAX in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:34.087942] [INFO ] [sig       ] [2436/3417] Forecasting PML...
[2026-02-10T20:29:34.087971] [INFO ] [sig       ] Generating forecast for: PML
[2026-02-10T20:29:34.088003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2026-02-10T20:29:34.099591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2026-02-10T20:29:34.099958] [INFO ] [FORECASTER] Starting predict_future for PML
[2026-02-10T20:29:34.100779] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2026-02-10T20:29:34.100833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:34.100865] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:34.100892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:34.100948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:34.158792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:34.159670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:34.159762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:34.159795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:34.279703] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:34.279862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:34.279902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:34.279931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:34.283381] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2026-02-10T20:29:34.283701] [INFO ] [FORECASTER] Completed predict_future for PML
[2026-02-10T20:29:34.283834] [INFO ] [sig       ] PML: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:34.436212] [INFO ] [LOCAL     ] Saved forecast: PML	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PML.txt
[2026-02-10T20:29:34.436425] [INFO ] [sig       ] [2436/3417] Completed PML in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:34.436469] [INFO ] [sig       ] [2437/3417] Forecasting PMM...
[2026-02-10T20:29:34.436500] [INFO ] [sig       ] Generating forecast for: PMM
[2026-02-10T20:29:34.436532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2026-02-10T20:29:34.448702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2026-02-10T20:29:34.449117] [INFO ] [FORECASTER] Starting predict_future for PMM
[2026-02-10T20:29:34.449988] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2026-02-10T20:29:34.450054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:34.450092] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:34.450120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:34.450177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:34.507933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:34.508866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:34.508956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:34.508988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:34.633957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:34.634114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:34.634155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:34.634184] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:34.637685] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2026-02-10T20:29:34.637999] [INFO ] [FORECASTER] Completed predict_future for PMM
[2026-02-10T20:29:34.638162] [INFO ] [sig       ] PMM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:34.780890] [INFO ] [LOCAL     ] Saved forecast: PMM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PMM.txt
[2026-02-10T20:29:34.781024] [INFO ] [sig       ] [2437/3417] Completed PMM in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:34.781064] [INFO ] [sig       ] [2438/3417] Forecasting PMO...
[2026-02-10T20:29:34.781093] [INFO ] [sig       ] Generating forecast for: PMO
[2026-02-10T20:29:34.781124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2026-02-10T20:29:34.887308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2026-02-10T20:29:34.887683] [INFO ] [FORECASTER] Starting predict_future for PMO
[2026-02-10T20:29:34.888711] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2026-02-10T20:29:34.888764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:34.888796] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:34.888822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:34.888884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:34.953196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:34.954003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:34.954115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:34.954150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:35.073323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:35.073509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:35.073551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:35.073597] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:35.077534] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2026-02-10T20:29:35.077824] [INFO ] [FORECASTER] Completed predict_future for PMO
[2026-02-10T20:29:35.077953] [INFO ] [sig       ] PMO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:35.219854] [INFO ] [LOCAL     ] Saved forecast: PMO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PMO.txt
[2026-02-10T20:29:35.220009] [INFO ] [sig       ] [2438/3417] Completed PMO in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:35.220074] [INFO ] [sig       ] [2439/3417] Forecasting PMTS...
[2026-02-10T20:29:35.220115] [INFO ] [sig       ] Generating forecast for: PMTS
[2026-02-10T20:29:35.220146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2026-02-10T20:29:35.232589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2026-02-10T20:29:35.232875] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2026-02-10T20:29:35.233857] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2026-02-10T20:29:35.233918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:35.233958] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:35.233992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:35.234062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:35.293881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:35.294665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:35.294749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:35.294785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:35.423995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:35.424139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:35.424177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:35.424206] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:35.427525] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2026-02-10T20:29:35.427816] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2026-02-10T20:29:35.427944] [INFO ] [sig       ] PMTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:35.568875] [INFO ] [LOCAL     ] Saved forecast: PMTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PMTS.txt
[2026-02-10T20:29:35.569033] [INFO ] [sig       ] [2439/3417] Completed PMTS in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:35.569079] [INFO ] [sig       ] [2440/3417] Forecasting PMVP...
[2026-02-10T20:29:35.569109] [INFO ] [sig       ] Generating forecast for: PMVP
[2026-02-10T20:29:35.569141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2026-02-10T20:29:35.581042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2026-02-10T20:29:35.581343] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2026-02-10T20:29:35.582138] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2026-02-10T20:29:35.582190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:35.582250] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:35.582278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:35.582334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:35.639191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:35.639984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:35.640109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:35.640144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:35.761828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:35.761995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:35.762047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:35.762082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:35.765484] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=64.55%)
[2026-02-10T20:29:35.765777] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2026-02-10T20:29:35.765906] [INFO ] [sig       ] PMVP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:35.907053] [INFO ] [LOCAL     ] Saved forecast: PMVP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PMVP.txt
[2026-02-10T20:29:35.907221] [INFO ] [sig       ] [2440/3417] Completed PMVP in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:35.907265] [INFO ] [sig       ] [2441/3417] Forecasting PNC...
[2026-02-10T20:29:35.907296] [INFO ] [sig       ] Generating forecast for: PNC
[2026-02-10T20:29:35.907326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2026-02-10T20:29:35.918564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2026-02-10T20:29:35.918879] [INFO ] [FORECASTER] Starting predict_future for PNC
[2026-02-10T20:29:35.919674] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2026-02-10T20:29:35.919731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:35.919762] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:35.919790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:35.919847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:35.977094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:35.977771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:35.977851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:35.977884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:36.106911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:36.107074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:36.107118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:36.107148] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:36.110672] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2026-02-10T20:29:36.110958] [INFO ] [FORECASTER] Completed predict_future for PNC
[2026-02-10T20:29:36.111113] [INFO ] [sig       ] PNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:36.251919] [INFO ] [LOCAL     ] Saved forecast: PNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PNC.txt
[2026-02-10T20:29:36.252057] [INFO ] [sig       ] [2441/3417] Completed PNC in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:36.252096] [INFO ] [sig       ] [2442/3417] Forecasting PNI...
[2026-02-10T20:29:36.252126] [INFO ] [sig       ] Generating forecast for: PNI
[2026-02-10T20:29:36.252155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2026-02-10T20:29:36.264761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2026-02-10T20:29:36.265185] [INFO ] [FORECASTER] Starting predict_future for PNI
[2026-02-10T20:29:36.266056] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2026-02-10T20:29:36.266129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:36.266164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:36.266193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:36.266255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:36.327664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:36.328480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:36.328568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:36.328624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:36.439228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:36.439387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:36.439427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:36.439455] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:36.442883] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2026-02-10T20:29:36.443191] [INFO ] [FORECASTER] Completed predict_future for PNI
[2026-02-10T20:29:36.443317] [INFO ] [sig       ] PNI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:36.585993] [INFO ] [LOCAL     ] Saved forecast: PNI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PNI.txt
[2026-02-10T20:29:36.586147] [INFO ] [sig       ] [2442/3417] Completed PNI in 0.3s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:36.586190] [INFO ] [sig       ] [2443/3417] Forecasting PNQI...
[2026-02-10T20:29:36.586223] [INFO ] [sig       ] Generating forecast for: PNQI
[2026-02-10T20:29:36.586257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2026-02-10T20:29:36.597798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2026-02-10T20:29:36.598223] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2026-02-10T20:29:36.599124] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2026-02-10T20:29:36.599187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:36.599228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:36.599257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:36.599317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:36.662729] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:36.663608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:36.663702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:36.663751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:36.788728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:36.788894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:36.788935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:36.788995] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:36.792503] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2026-02-10T20:29:36.792804] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2026-02-10T20:29:36.792935] [INFO ] [sig       ] PNQI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:36.945818] [INFO ] [LOCAL     ] Saved forecast: PNQI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PNQI.txt
[2026-02-10T20:29:36.946007] [INFO ] [sig       ] [2443/3417] Completed PNQI in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:36.946062] [INFO ] [sig       ] [2444/3417] Forecasting PNRG...
[2026-02-10T20:29:36.946102] [INFO ] [sig       ] Generating forecast for: PNRG
[2026-02-10T20:29:36.946145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2026-02-10T20:29:36.958825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2026-02-10T20:29:36.959217] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2026-02-10T20:29:36.960201] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2026-02-10T20:29:36.960257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:36.960292] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:36.960321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:36.960380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:37.025208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:37.026204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:37.026500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:37.026540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:37.154826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:37.154990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:37.155036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:37.155067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:37.158767] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2026-02-10T20:29:37.159072] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2026-02-10T20:29:37.159209] [INFO ] [sig       ] PNRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:37.315289] [INFO ] [LOCAL     ] Saved forecast: PNRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PNRG.txt
[2026-02-10T20:29:37.315434] [INFO ] [sig       ] [2444/3417] Completed PNRG in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:37.315473] [INFO ] [sig       ] [2445/3417] Forecasting PNTG...
[2026-02-10T20:29:37.315503] [INFO ] [sig       ] Generating forecast for: PNTG
[2026-02-10T20:29:37.315535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2026-02-10T20:29:37.327256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2026-02-10T20:29:37.327624] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2026-02-10T20:29:37.328525] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2026-02-10T20:29:37.328613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:37.328661] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:37.328693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:37.328767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:37.391728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:37.392518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:37.392639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:37.392690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:37.514948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:37.515123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:37.515168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:37.515199] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:37.519046] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2026-02-10T20:29:37.519345] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2026-02-10T20:29:37.519480] [INFO ] [sig       ] PNTG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:37.682146] [INFO ] [LOCAL     ] Saved forecast: PNTG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PNTG.txt
[2026-02-10T20:29:37.682318] [INFO ] [sig       ] [2445/3417] Completed PNTG in 0.4s | 2.80 sym/s | Total: 14.5m | ETA: 5.8m
[2026-02-10T20:29:37.682372] [INFO ] [sig       ] [2446/3417] Forecasting PODD...
[2026-02-10T20:29:37.682407] [INFO ] [sig       ] Generating forecast for: PODD
[2026-02-10T20:29:37.682440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2026-02-10T20:29:37.694463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2026-02-10T20:29:37.694835] [INFO ] [FORECASTER] Starting predict_future for PODD
[2026-02-10T20:29:37.695711] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2026-02-10T20:29:37.695766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:37.695799] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:37.695828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:37.695886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:37.761317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:37.762281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:37.762378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:37.762414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:37.892932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:37.893106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:37.893153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:37.893187] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:37.897455] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2026-02-10T20:29:37.897829] [INFO ] [FORECASTER] Completed predict_future for PODD
[2026-02-10T20:29:37.897976] [INFO ] [sig       ] PODD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:38.059284] [INFO ] [LOCAL     ] Saved forecast: PODD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PODD.txt
[2026-02-10T20:29:38.059451] [INFO ] [sig       ] [2446/3417] Completed PODD in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-10T20:29:38.059507] [INFO ] [sig       ] [2447/3417] Forecasting POOL...
[2026-02-10T20:29:38.059543] [INFO ] [sig       ] Generating forecast for: POOL
[2026-02-10T20:29:38.059596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2026-02-10T20:29:38.072295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2026-02-10T20:29:38.072625] [INFO ] [FORECASTER] Starting predict_future for POOL
[2026-02-10T20:29:38.073466] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2026-02-10T20:29:38.073522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:38.073557] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:38.073613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:38.073676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:38.138900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:38.140043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:38.140143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:38.140177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:38.265951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:38.266104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:38.266146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:38.266176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:38.269831] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2026-02-10T20:29:38.270137] [INFO ] [FORECASTER] Completed predict_future for POOL
[2026-02-10T20:29:38.270275] [INFO ] [sig       ] POOL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:38.425185] [INFO ] [LOCAL     ] Saved forecast: POOL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/POOL.txt
[2026-02-10T20:29:38.425320] [INFO ] [sig       ] [2447/3417] Completed POOL in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-10T20:29:38.425362] [INFO ] [sig       ] [2448/3417] Forecasting POWI...
[2026-02-10T20:29:38.425396] [INFO ] [sig       ] Generating forecast for: POWI
[2026-02-10T20:29:38.425438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2026-02-10T20:29:38.437397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2026-02-10T20:29:38.437722] [INFO ] [FORECASTER] Starting predict_future for POWI
[2026-02-10T20:29:38.438603] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2026-02-10T20:29:38.438659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:38.438694] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:38.438722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:38.438782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:38.501641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:38.502360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:38.502447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:38.502480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:38.628556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:38.628748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:38.628795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:38.628836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:38.632524] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=55.40%)
[2026-02-10T20:29:38.632835] [INFO ] [FORECASTER] Completed predict_future for POWI
[2026-02-10T20:29:38.632969] [INFO ] [sig       ] POWI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:38.793384] [INFO ] [LOCAL     ] Saved forecast: POWI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/POWI.txt
[2026-02-10T20:29:38.793546] [INFO ] [sig       ] [2448/3417] Completed POWI in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-10T20:29:38.793609] [INFO ] [sig       ] [2449/3417] Forecasting POWL...
[2026-02-10T20:29:38.793645] [INFO ] [sig       ] Generating forecast for: POWL
[2026-02-10T20:29:38.793678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2026-02-10T20:29:38.806143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2026-02-10T20:29:38.806481] [INFO ] [FORECASTER] Starting predict_future for POWL
[2026-02-10T20:29:38.807326] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2026-02-10T20:29:38.807381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:38.807416] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:38.807444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:38.807504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:38.873557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:38.874518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:38.874634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:38.874672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:39.006615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:39.006794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:39.006864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:39.006901] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:39.010991] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2026-02-10T20:29:39.011310] [INFO ] [FORECASTER] Completed predict_future for POWL
[2026-02-10T20:29:39.011445] [INFO ] [sig       ] POWL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:39.170814] [INFO ] [LOCAL     ] Saved forecast: POWL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/POWL.txt
[2026-02-10T20:29:39.171003] [INFO ] [sig       ] [2449/3417] Completed POWL in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-10T20:29:39.171062] [INFO ] [sig       ] [2450/3417] Forecasting PPC...
[2026-02-10T20:29:39.171103] [INFO ] [sig       ] Generating forecast for: PPC
[2026-02-10T20:29:39.171151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2026-02-10T20:29:39.183487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2026-02-10T20:29:39.183822] [INFO ] [FORECASTER] Starting predict_future for PPC
[2026-02-10T20:29:39.184734] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2026-02-10T20:29:39.184801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:39.184850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:39.184896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:39.184982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:39.252953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:39.253806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:39.253926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:39.253964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:39.394529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:39.394717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:39.394763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:39.394794] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:39.399482] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=15.22%)
[2026-02-10T20:29:39.399826] [INFO ] [FORECASTER] Completed predict_future for PPC
[2026-02-10T20:29:39.399973] [INFO ] [sig       ] PPC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:39.561833] [INFO ] [LOCAL     ] Saved forecast: PPC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PPC.txt
[2026-02-10T20:29:39.562009] [INFO ] [sig       ] [2450/3417] Completed PPC in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.8m
[2026-02-10T20:29:39.562063] [INFO ] [sig       ] [2451/3417] Forecasting PPG...
[2026-02-10T20:29:39.562106] [INFO ] [sig       ] Generating forecast for: PPG
[2026-02-10T20:29:39.562145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2026-02-10T20:29:39.574713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2026-02-10T20:29:39.575115] [INFO ] [FORECASTER] Starting predict_future for PPG
[2026-02-10T20:29:39.575965] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2026-02-10T20:29:39.576027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:39.576067] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:39.576103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:39.576174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:39.637851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:39.638816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:39.638907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:39.638941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:39.767980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:39.768164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:39.768208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:39.768238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:39.772040] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2026-02-10T20:29:39.772377] [INFO ] [FORECASTER] Completed predict_future for PPG
[2026-02-10T20:29:39.772520] [INFO ] [sig       ] PPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:39.928725] [INFO ] [LOCAL     ] Saved forecast: PPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PPG.txt
[2026-02-10T20:29:39.928956] [INFO ] [sig       ] [2451/3417] Completed PPG in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:39.929011] [INFO ] [sig       ] [2452/3417] Forecasting PPH...
[2026-02-10T20:29:39.929046] [INFO ] [sig       ] Generating forecast for: PPH
[2026-02-10T20:29:39.929092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2026-02-10T20:29:39.942837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2026-02-10T20:29:39.943220] [INFO ] [FORECASTER] Starting predict_future for PPH
[2026-02-10T20:29:39.944091] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2026-02-10T20:29:39.944146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:39.944180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:39.944209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:39.944268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:40.005411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:40.006358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:40.006461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:40.006499] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:40.136566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:40.136745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:40.136790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:40.136820] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:40.140497] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2026-02-10T20:29:40.140807] [INFO ] [FORECASTER] Completed predict_future for PPH
[2026-02-10T20:29:40.140950] [INFO ] [sig       ] PPH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:40.294388] [INFO ] [LOCAL     ] Saved forecast: PPH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PPH.txt
[2026-02-10T20:29:40.294525] [INFO ] [sig       ] [2452/3417] Completed PPH in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:40.294564] [INFO ] [sig       ] [2453/3417] Forecasting PPIH...
[2026-02-10T20:29:40.294615] [INFO ] [sig       ] Generating forecast for: PPIH
[2026-02-10T20:29:40.294646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2026-02-10T20:29:40.306035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2026-02-10T20:29:40.306373] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2026-02-10T20:29:40.307268] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2026-02-10T20:29:40.307324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:40.307370] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:40.307400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:40.307459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:40.369787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:40.370523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:40.370626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:40.370662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:40.502684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:40.502854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:40.502897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:40.502929] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:40.506790] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2026-02-10T20:29:40.507149] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2026-02-10T20:29:40.507300] [INFO ] [sig       ] PPIH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:40.661079] [INFO ] [LOCAL     ] Saved forecast: PPIH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PPIH.txt
[2026-02-10T20:29:40.661245] [INFO ] [sig       ] [2453/3417] Completed PPIH in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:40.661286] [INFO ] [sig       ] [2454/3417] Forecasting PPL...
[2026-02-10T20:29:40.661317] [INFO ] [sig       ] Generating forecast for: PPL
[2026-02-10T20:29:40.661349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2026-02-10T20:29:40.673040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2026-02-10T20:29:40.673328] [INFO ] [FORECASTER] Starting predict_future for PPL
[2026-02-10T20:29:40.674130] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2026-02-10T20:29:40.674195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:40.674230] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:40.674257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:40.674314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:40.732529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:40.733258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:40.733341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:40.733375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:40.857098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:40.857258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:40.857301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:40.857332] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:40.861046] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=72.13%)
[2026-02-10T20:29:40.861337] [INFO ] [FORECASTER] Completed predict_future for PPL
[2026-02-10T20:29:40.861474] [INFO ] [sig       ] PPL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:41.016166] [INFO ] [LOCAL     ] Saved forecast: PPL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PPL.txt
[2026-02-10T20:29:41.016327] [INFO ] [sig       ] [2454/3417] Completed PPL in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:41.016367] [INFO ] [sig       ] [2455/3417] Forecasting PPSI...
[2026-02-10T20:29:41.016398] [INFO ] [sig       ] Generating forecast for: PPSI
[2026-02-10T20:29:41.016429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2026-02-10T20:29:41.027564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2026-02-10T20:29:41.027918] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2026-02-10T20:29:41.028800] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2026-02-10T20:29:41.028855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:41.028890] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:41.028919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:41.028978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:41.089791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:41.090427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:41.090509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:41.090542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:41.210966] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:41.211138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:41.211182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:41.211212] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:41.214893] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2026-02-10T20:29:41.215187] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2026-02-10T20:29:41.215328] [INFO ] [sig       ] PPSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:41.367287] [INFO ] [LOCAL     ] Saved forecast: PPSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PPSI.txt
[2026-02-10T20:29:41.367436] [INFO ] [sig       ] [2455/3417] Completed PPSI in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:41.367475] [INFO ] [sig       ] [2456/3417] Forecasting PPTA...
[2026-02-10T20:29:41.367504] [INFO ] [sig       ] Generating forecast for: PPTA
[2026-02-10T20:29:41.367536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2026-02-10T20:29:41.379716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2026-02-10T20:29:41.380061] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2026-02-10T20:29:41.380944] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2026-02-10T20:29:41.381001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:41.381035] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:41.381064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:41.381124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:41.442160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:41.443043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:41.443146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:41.443188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:41.577646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:41.577860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:41.577925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:41.577975] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:41.583795] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2026-02-10T20:29:41.584227] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2026-02-10T20:29:41.584418] [INFO ] [sig       ] PPTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:41.813262] [INFO ] [LOCAL     ] Saved forecast: PPTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PPTA.txt
[2026-02-10T20:29:41.813502] [INFO ] [sig       ] [2456/3417] Completed PPTA in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:41.813594] [INFO ] [sig       ] [2457/3417] Forecasting PRA...
[2026-02-10T20:29:41.813664] [INFO ] [sig       ] Generating forecast for: PRA
[2026-02-10T20:29:41.813723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2026-02-10T20:29:41.831865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2026-02-10T20:29:41.832443] [INFO ] [FORECASTER] Starting predict_future for PRA
[2026-02-10T20:29:41.833713] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2026-02-10T20:29:41.833787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:41.833879] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:41.833924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:41.834016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:41.909041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:41.910355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:41.910481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:41.910536] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:42.083459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:42.083673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:42.083741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:42.083782] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:42.088648] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2026-02-10T20:29:42.089193] [INFO ] [FORECASTER] Completed predict_future for PRA
[2026-02-10T20:29:42.089420] [INFO ] [sig       ] PRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:42.310005] [INFO ] [LOCAL     ] Saved forecast: PRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRA.txt
[2026-02-10T20:29:42.310254] [INFO ] [sig       ] [2457/3417] Completed PRA in 0.5s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:42.310325] [INFO ] [sig       ] [2458/3417] Forecasting PRAA...
[2026-02-10T20:29:42.310375] [INFO ] [sig       ] Generating forecast for: PRAA
[2026-02-10T20:29:42.310432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2026-02-10T20:29:42.341996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2026-02-10T20:29:42.342547] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2026-02-10T20:29:42.343876] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2026-02-10T20:29:42.343950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:42.344004] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:42.344054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:42.344146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:42.436980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:42.438313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:42.438456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:42.438506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:42.614429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:42.614649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:42.614703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:42.614743] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:42.619792] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2026-02-10T20:29:42.620267] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2026-02-10T20:29:42.620466] [INFO ] [sig       ] PRAA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:42.858779] [INFO ] [LOCAL     ] Saved forecast: PRAA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PRAA.txt
[2026-02-10T20:29:42.859028] [INFO ] [sig       ] [2458/3417] Completed PRAA in 0.5s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:42.859097] [INFO ] [sig       ] [2459/3417] Forecasting PRAX...
[2026-02-10T20:29:42.859152] [INFO ] [sig       ] Generating forecast for: PRAX
[2026-02-10T20:29:42.859207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2026-02-10T20:29:42.872191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2026-02-10T20:29:42.872629] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2026-02-10T20:29:42.873522] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2026-02-10T20:29:42.873595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:42.873633] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:42.873661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:42.873719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:42.940373] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:42.941564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:42.941692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:42.941728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:43.072871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:43.073055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:43.073100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:43.073130] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:43.076852] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2026-02-10T20:29:43.077158] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2026-02-10T20:29:43.077298] [INFO ] [sig       ] PRAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:43.234107] [INFO ] [LOCAL     ] Saved forecast: PRAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRAX.txt
[2026-02-10T20:29:43.234280] [INFO ] [sig       ] [2459/3417] Completed PRAX in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:43.234323] [INFO ] [sig       ] [2460/3417] Forecasting PRCH...
[2026-02-10T20:29:43.234355] [INFO ] [sig       ] Generating forecast for: PRCH
[2026-02-10T20:29:43.234410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2026-02-10T20:29:43.248427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2026-02-10T20:29:43.248858] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2026-02-10T20:29:43.249766] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2026-02-10T20:29:43.249824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:43.249887] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:43.249921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:43.249988] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:43.312695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:43.313692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:43.313815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:43.313856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:43.444842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:43.445000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:43.445040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:43.445123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:43.448632] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2026-02-10T20:29:43.448924] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2026-02-10T20:29:43.449063] [INFO ] [sig       ] PRCH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:43.602623] [INFO ] [LOCAL     ] Saved forecast: PRCH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRCH.txt
[2026-02-10T20:29:43.602792] [INFO ] [sig       ] [2460/3417] Completed PRCH in 0.4s | 2.80 sym/s | Total: 14.6m | ETA: 5.7m
[2026-02-10T20:29:43.602836] [INFO ] [sig       ] [2461/3417] Forecasting PRDO...
[2026-02-10T20:29:43.602869] [INFO ] [sig       ] Generating forecast for: PRDO
[2026-02-10T20:29:43.602900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2026-02-10T20:29:43.614881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2026-02-10T20:29:43.615314] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2026-02-10T20:29:43.616218] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2026-02-10T20:29:43.616276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:43.616310] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:43.616338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:43.616395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:43.678412] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:43.679354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:43.679456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:43.679490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:43.803751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:43.803910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:43.803953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:43.803982] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:43.807505] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2026-02-10T20:29:43.807832] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2026-02-10T20:29:43.807972] [INFO ] [sig       ] PRDO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:43.954764] [INFO ] [LOCAL     ] Saved forecast: PRDO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRDO.txt
[2026-02-10T20:29:43.954923] [INFO ] [sig       ] [2461/3417] Completed PRDO in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:43.954964] [INFO ] [sig       ] [2462/3417] Forecasting PRFZ...
[2026-02-10T20:29:43.954995] [INFO ] [sig       ] Generating forecast for: PRFZ
[2026-02-10T20:29:43.955025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2026-02-10T20:29:43.967497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2026-02-10T20:29:43.967827] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2026-02-10T20:29:43.968761] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2026-02-10T20:29:43.968816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:43.968848] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:43.968876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:43.968935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:44.032841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:44.033734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:44.033820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:44.033871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:44.160246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:44.160622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:44.160665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:44.160694] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:44.164115] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2026-02-10T20:29:44.164389] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2026-02-10T20:29:44.164515] [INFO ] [sig       ] PRFZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:44.310209] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PRFZ.txt
[2026-02-10T20:29:44.310359] [INFO ] [sig       ] [2462/3417] Completed PRFZ in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:44.310399] [INFO ] [sig       ] [2463/3417] Forecasting PRG...
[2026-02-10T20:29:44.310430] [INFO ] [sig       ] Generating forecast for: PRG
[2026-02-10T20:29:44.310461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2026-02-10T20:29:44.322532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2026-02-10T20:29:44.322839] [INFO ] [FORECASTER] Starting predict_future for PRG
[2026-02-10T20:29:44.323655] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2026-02-10T20:29:44.323707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:44.323739] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:44.323766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:44.323822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:44.384085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:44.384921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:44.385007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:44.385041] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:44.506922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:44.507063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:44.507103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:44.507132] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:44.510661] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=46.14%)
[2026-02-10T20:29:44.510935] [INFO ] [FORECASTER] Completed predict_future for PRG
[2026-02-10T20:29:44.511062] [INFO ] [sig       ] PRG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:44.651397] [INFO ] [LOCAL     ] Saved forecast: PRG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRG.txt
[2026-02-10T20:29:44.651586] [INFO ] [sig       ] [2463/3417] Completed PRG in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:44.651633] [INFO ] [sig       ] [2464/3417] Forecasting PRGO...
[2026-02-10T20:29:44.651667] [INFO ] [sig       ] Generating forecast for: PRGO
[2026-02-10T20:29:44.651700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2026-02-10T20:29:44.663350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2026-02-10T20:29:44.663710] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2026-02-10T20:29:44.664529] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2026-02-10T20:29:44.664603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:44.664640] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:44.664681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:44.664742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:44.725832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:44.726804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:44.726900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:44.726935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:44.849791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:44.849957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:44.849999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:44.850028] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:44.853755] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=52.77%)
[2026-02-10T20:29:44.854053] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2026-02-10T20:29:44.854191] [INFO ] [sig       ] PRGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:45.000203] [INFO ] [LOCAL     ] Saved forecast: PRGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PRGO.txt
[2026-02-10T20:29:45.000379] [INFO ] [sig       ] [2464/3417] Completed PRGO in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:45.000421] [INFO ] [sig       ] [2465/3417] Forecasting PRH...
[2026-02-10T20:29:45.000451] [INFO ] [sig       ] Generating forecast for: PRH
[2026-02-10T20:29:45.000483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2026-02-10T20:29:45.012431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2026-02-10T20:29:45.012837] [INFO ] [FORECASTER] Starting predict_future for PRH
[2026-02-10T20:29:45.013801] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2026-02-10T20:29:45.013858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:45.013897] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:45.013934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:45.014003] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:45.074320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:45.075177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:45.075263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:45.075296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:45.198758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:45.198923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:45.198965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:45.198994] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:45.202480] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2026-02-10T20:29:45.202779] [INFO ] [FORECASTER] Completed predict_future for PRH
[2026-02-10T20:29:45.202909] [INFO ] [sig       ] PRH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:45.346288] [INFO ] [LOCAL     ] Saved forecast: PRH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRH.txt
[2026-02-10T20:29:45.346425] [INFO ] [sig       ] [2465/3417] Completed PRH in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:45.346465] [INFO ] [sig       ] [2466/3417] Forecasting PRI...
[2026-02-10T20:29:45.346496] [INFO ] [sig       ] Generating forecast for: PRI
[2026-02-10T20:29:45.346526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2026-02-10T20:29:45.357138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2026-02-10T20:29:45.357441] [INFO ] [FORECASTER] Starting predict_future for PRI
[2026-02-10T20:29:45.358272] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2026-02-10T20:29:45.358325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:45.358356] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:45.358382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:45.358438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:45.418253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:45.418980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:45.419062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:45.419095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:45.538171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:45.538349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:45.538389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:45.538416] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:45.541887] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=57.08%)
[2026-02-10T20:29:45.542177] [INFO ] [FORECASTER] Completed predict_future for PRI
[2026-02-10T20:29:45.542308] [INFO ] [sig       ] PRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:45.686202] [INFO ] [LOCAL     ] Saved forecast: PRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PRI.txt
[2026-02-10T20:29:45.686341] [INFO ] [sig       ] [2466/3417] Completed PRI in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:45.686381] [INFO ] [sig       ] [2467/3417] Forecasting PRIM...
[2026-02-10T20:29:45.686411] [INFO ] [sig       ] Generating forecast for: PRIM
[2026-02-10T20:29:45.686441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2026-02-10T20:29:45.699511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2026-02-10T20:29:45.700036] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2026-02-10T20:29:45.700940] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2026-02-10T20:29:45.700995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:45.701028] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:45.701056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:45.701115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:45.763233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:45.764167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:45.764293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:45.764342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:45.887388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:45.887528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:45.887591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:45.887625] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:45.891057] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2026-02-10T20:29:45.891334] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2026-02-10T20:29:45.891459] [INFO ] [sig       ] PRIM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:46.037821] [INFO ] [LOCAL     ] Saved forecast: PRIM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PRIM.txt
[2026-02-10T20:29:46.037999] [INFO ] [sig       ] [2467/3417] Completed PRIM in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.7m
[2026-02-10T20:29:46.038071] [INFO ] [sig       ] [2468/3417] Forecasting PRLB...
[2026-02-10T20:29:46.038106] [INFO ] [sig       ] Generating forecast for: PRLB
[2026-02-10T20:29:46.038158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2026-02-10T20:29:46.049862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2026-02-10T20:29:46.050232] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2026-02-10T20:29:46.051074] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2026-02-10T20:29:46.051126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:46.051158] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:46.051186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:46.051243] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:46.109776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:46.110554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:46.110669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:46.110705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:46.231995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:46.232153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:46.232195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:46.232225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:46.235711] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=61.93%)
[2026-02-10T20:29:46.235988] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2026-02-10T20:29:46.236118] [INFO ] [sig       ] PRLB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:46.378235] [INFO ] [LOCAL     ] Saved forecast: PRLB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PRLB.txt
[2026-02-10T20:29:46.378388] [INFO ] [sig       ] [2468/3417] Completed PRLB in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:46.378445] [INFO ] [sig       ] [2469/3417] Forecasting PRM...
[2026-02-10T20:29:46.378486] [INFO ] [sig       ] Generating forecast for: PRM
[2026-02-10T20:29:46.378517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2026-02-10T20:29:46.389974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2026-02-10T20:29:46.390294] [INFO ] [FORECASTER] Starting predict_future for PRM
[2026-02-10T20:29:46.391120] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2026-02-10T20:29:46.391174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:46.391214] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:46.391248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:46.391318] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:46.451662] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:46.452505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:46.452614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:46.452652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:46.576514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:46.576683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:46.576726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:46.576754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:46.580219] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2026-02-10T20:29:46.580527] [INFO ] [FORECASTER] Completed predict_future for PRM
[2026-02-10T20:29:46.580682] [INFO ] [sig       ] PRM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:46.721174] [INFO ] [LOCAL     ] Saved forecast: PRM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRM.txt
[2026-02-10T20:29:46.721344] [INFO ] [sig       ] [2469/3417] Completed PRM in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:46.721384] [INFO ] [sig       ] [2470/3417] Forecasting PRME...
[2026-02-10T20:29:46.721414] [INFO ] [sig       ] Generating forecast for: PRME
[2026-02-10T20:29:46.721444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2026-02-10T20:29:46.732260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2026-02-10T20:29:46.732596] [INFO ] [FORECASTER] Starting predict_future for PRME
[2026-02-10T20:29:46.733359] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2026-02-10T20:29:46.733412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:46.733443] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:46.733470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:46.733526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:46.794766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:46.795687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:46.795785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:46.795824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:46.912881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:46.913039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:46.913078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:46.913108] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:46.916499] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2026-02-10T20:29:46.916793] [INFO ] [FORECASTER] Completed predict_future for PRME
[2026-02-10T20:29:46.916926] [INFO ] [sig       ] PRME: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:47.069592] [INFO ] [LOCAL     ] Saved forecast: PRME	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRME.txt
[2026-02-10T20:29:47.069782] [INFO ] [sig       ] [2470/3417] Completed PRME in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:47.069824] [INFO ] [sig       ] [2471/3417] Forecasting PRN...
[2026-02-10T20:29:47.069856] [INFO ] [sig       ] Generating forecast for: PRN
[2026-02-10T20:29:47.069915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2026-02-10T20:29:47.081659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2026-02-10T20:29:47.082027] [INFO ] [FORECASTER] Starting predict_future for PRN
[2026-02-10T20:29:47.082932] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2026-02-10T20:29:47.082989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:47.083021] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:47.083049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:47.083106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:47.141284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:47.142139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:47.142226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:47.142259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:47.265221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:47.265388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:47.265430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:47.265460] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:47.269071] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2026-02-10T20:29:47.269355] [INFO ] [FORECASTER] Completed predict_future for PRN
[2026-02-10T20:29:47.269487] [INFO ] [sig       ] PRN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:47.422234] [INFO ] [LOCAL     ] Saved forecast: PRN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRN.txt
[2026-02-10T20:29:47.422386] [INFO ] [sig       ] [2471/3417] Completed PRN in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:47.422438] [INFO ] [sig       ] [2472/3417] Forecasting PROF...
[2026-02-10T20:29:47.422471] [INFO ] [sig       ] Generating forecast for: PROF
[2026-02-10T20:29:47.422502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2026-02-10T20:29:47.433198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2026-02-10T20:29:47.433547] [INFO ] [FORECASTER] Starting predict_future for PROF
[2026-02-10T20:29:47.434351] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2026-02-10T20:29:47.434404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:47.434436] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:47.434463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:47.434520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:47.492489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:47.493536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:47.493642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:47.493678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:47.616099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:47.616265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:47.616305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:47.616333] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:47.619807] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2026-02-10T20:29:47.620091] [INFO ] [FORECASTER] Completed predict_future for PROF
[2026-02-10T20:29:47.620223] [INFO ] [sig       ] PROF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:47.764283] [INFO ] [LOCAL     ] Saved forecast: PROF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PROF.txt
[2026-02-10T20:29:47.764454] [INFO ] [sig       ] [2472/3417] Completed PROF in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:47.764495] [INFO ] [sig       ] [2473/3417] Forecasting PROK...
[2026-02-10T20:29:47.764526] [INFO ] [sig       ] Generating forecast for: PROK
[2026-02-10T20:29:47.764556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2026-02-10T20:29:47.776428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2026-02-10T20:29:47.776797] [INFO ] [FORECASTER] Starting predict_future for PROK
[2026-02-10T20:29:47.777634] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2026-02-10T20:29:47.777688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:47.777722] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:47.777750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:47.777808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:47.844498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:47.845399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:47.845487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:47.845522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:47.967794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:47.967965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:47.968013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:47.968082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:47.971600] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2026-02-10T20:29:47.971876] [INFO ] [FORECASTER] Completed predict_future for PROK
[2026-02-10T20:29:47.972005] [INFO ] [sig       ] PROK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:48.121900] [INFO ] [LOCAL     ] Saved forecast: PROK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PROK.txt
[2026-02-10T20:29:48.122062] [INFO ] [sig       ] [2473/3417] Completed PROK in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:48.122102] [INFO ] [sig       ] [2474/3417] Forecasting PRTA...
[2026-02-10T20:29:48.122134] [INFO ] [sig       ] Generating forecast for: PRTA
[2026-02-10T20:29:48.122164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2026-02-10T20:29:48.137466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2026-02-10T20:29:48.137983] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2026-02-10T20:29:48.139201] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2026-02-10T20:29:48.139280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:48.139377] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:48.139432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:48.139524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:48.211935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:48.213032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:48.213120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:48.213154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:48.340802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:48.340975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:48.341017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:48.341047] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:48.345058] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2026-02-10T20:29:48.345446] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2026-02-10T20:29:48.345620] [INFO ] [sig       ] PRTA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:48.495797] [INFO ] [LOCAL     ] Saved forecast: PRTA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRTA.txt
[2026-02-10T20:29:48.495952] [INFO ] [sig       ] [2474/3417] Completed PRTA in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:48.495993] [INFO ] [sig       ] [2475/3417] Forecasting PRTH...
[2026-02-10T20:29:48.496023] [INFO ] [sig       ] Generating forecast for: PRTH
[2026-02-10T20:29:48.496053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2026-02-10T20:29:48.507995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2026-02-10T20:29:48.508352] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2026-02-10T20:29:48.509153] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2026-02-10T20:29:48.509206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:48.509239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:48.509266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:48.509322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:48.568094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:48.568813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:48.568896] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:48.568931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:48.705976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:48.706134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:48.706176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:48.706205] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:48.709708] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2026-02-10T20:29:48.709983] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2026-02-10T20:29:48.710110] [INFO ] [sig       ] PRTH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:48.852201] [INFO ] [LOCAL     ] Saved forecast: PRTH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRTH.txt
[2026-02-10T20:29:48.852363] [INFO ] [sig       ] [2475/3417] Completed PRTH in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:48.852403] [INFO ] [sig       ] [2476/3417] Forecasting PRVA...
[2026-02-10T20:29:48.852435] [INFO ] [sig       ] Generating forecast for: PRVA
[2026-02-10T20:29:48.852465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2026-02-10T20:29:48.864686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2026-02-10T20:29:48.864998] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2026-02-10T20:29:48.865836] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2026-02-10T20:29:48.865891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:48.865926] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:48.865955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:48.866013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:48.924733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:48.925556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:48.925659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:48.925695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:49.052429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:49.052801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:49.052844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:49.052874] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:49.057013] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2026-02-10T20:29:49.057322] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2026-02-10T20:29:49.057470] [INFO ] [sig       ] PRVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:49.206137] [INFO ] [LOCAL     ] Saved forecast: PRVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PRVA.txt
[2026-02-10T20:29:49.206282] [INFO ] [sig       ] [2476/3417] Completed PRVA in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:49.206321] [INFO ] [sig       ] [2477/3417] Forecasting PSC...
[2026-02-10T20:29:49.206352] [INFO ] [sig       ] Generating forecast for: PSC
[2026-02-10T20:29:49.206383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2026-02-10T20:29:49.217366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2026-02-10T20:29:49.217685] [INFO ] [FORECASTER] Starting predict_future for PSC
[2026-02-10T20:29:49.218522] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2026-02-10T20:29:49.218627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:49.218665] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:49.218692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:49.218748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:49.276885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:49.277658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:49.277743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:49.277777] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:49.399312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:49.399520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:49.399583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:49.399647] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:49.403349] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2026-02-10T20:29:49.403651] [INFO ] [FORECASTER] Completed predict_future for PSC
[2026-02-10T20:29:49.403782] [INFO ] [sig       ] PSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:49.551940] [INFO ] [LOCAL     ] Saved forecast: PSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSC.txt
[2026-02-10T20:29:49.552085] [INFO ] [sig       ] [2477/3417] Completed PSC in 0.3s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:49.552126] [INFO ] [sig       ] [2478/3417] Forecasting PSCE...
[2026-02-10T20:29:49.552163] [INFO ] [sig       ] Generating forecast for: PSCE
[2026-02-10T20:29:49.552202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2026-02-10T20:29:49.565838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2026-02-10T20:29:49.566291] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2026-02-10T20:29:49.567172] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2026-02-10T20:29:49.567228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:49.567262] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:49.567290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:49.567356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:49.627960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:49.628964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:49.629055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:49.629089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:49.755526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:49.755714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:49.755763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:49.755802] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:49.759383] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2026-02-10T20:29:49.759705] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2026-02-10T20:29:49.759843] [INFO ] [sig       ] PSCE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:49.903772] [INFO ] [LOCAL     ] Saved forecast: PSCE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSCE.txt
[2026-02-10T20:29:49.903941] [INFO ] [sig       ] [2478/3417] Completed PSCE in 0.4s | 2.80 sym/s | Total: 14.7m | ETA: 5.6m
[2026-02-10T20:29:49.903980] [INFO ] [sig       ] [2479/3417] Forecasting PSCH...
[2026-02-10T20:29:49.904011] [INFO ] [sig       ] Generating forecast for: PSCH
[2026-02-10T20:29:49.904044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2026-02-10T20:29:49.915853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2026-02-10T20:29:49.916229] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2026-02-10T20:29:49.917269] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2026-02-10T20:29:49.917322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:49.917354] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:49.917381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:49.917439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:49.974184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:49.975003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:49.975086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:49.975118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:50.084563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:50.084741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:50.084782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:50.084811] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:50.088223] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2026-02-10T20:29:50.088544] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2026-02-10T20:29:50.088692] [INFO ] [sig       ] PSCH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:50.227754] [INFO ] [LOCAL     ] Saved forecast: PSCH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSCH.txt
[2026-02-10T20:29:50.227904] [INFO ] [sig       ] [2479/3417] Completed PSCH in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-10T20:29:50.227944] [INFO ] [sig       ] [2480/3417] Forecasting PSEC...
[2026-02-10T20:29:50.227975] [INFO ] [sig       ] Generating forecast for: PSEC
[2026-02-10T20:29:50.228006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2026-02-10T20:29:50.238912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2026-02-10T20:29:50.239249] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2026-02-10T20:29:50.240109] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2026-02-10T20:29:50.240163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:50.240196] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:50.240225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:50.240297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:50.299403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:50.300140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:50.300221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:50.300258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:50.422566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:50.422749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:50.422793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:50.422823] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:50.426324] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2026-02-10T20:29:50.426631] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2026-02-10T20:29:50.426767] [INFO ] [sig       ] PSEC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:50.578178] [INFO ] [LOCAL     ] Saved forecast: PSEC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PSEC.txt
[2026-02-10T20:29:50.578360] [INFO ] [sig       ] [2480/3417] Completed PSEC in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-10T20:29:50.578403] [INFO ] [sig       ] [2481/3417] Forecasting PSF...
[2026-02-10T20:29:50.578432] [INFO ] [sig       ] Generating forecast for: PSF
[2026-02-10T20:29:50.578463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2026-02-10T20:29:50.589557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2026-02-10T20:29:50.589941] [INFO ] [FORECASTER] Starting predict_future for PSF
[2026-02-10T20:29:50.590846] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2026-02-10T20:29:50.590901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:50.590935] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:50.590964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:50.591023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:50.650532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:50.651555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:50.651687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:50.651732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:50.802834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:50.802994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:50.803035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:50.803064] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:50.806534] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2026-02-10T20:29:50.806847] [INFO ] [FORECASTER] Completed predict_future for PSF
[2026-02-10T20:29:50.806986] [INFO ] [sig       ] PSF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:50.948317] [INFO ] [LOCAL     ] Saved forecast: PSF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSF.txt
[2026-02-10T20:29:50.948489] [INFO ] [sig       ] [2481/3417] Completed PSF in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-10T20:29:50.948531] [INFO ] [sig       ] [2482/3417] Forecasting PSFE...
[2026-02-10T20:29:50.948560] [INFO ] [sig       ] Generating forecast for: PSFE
[2026-02-10T20:29:50.948614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2026-02-10T20:29:50.960373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2026-02-10T20:29:50.960725] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2026-02-10T20:29:50.961556] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2026-02-10T20:29:50.961637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:50.961673] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:50.961702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:50.961762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:51.021305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:51.022023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:51.022102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:51.022135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:51.143556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:51.143728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:51.143770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:51.143800] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:51.147231] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2026-02-10T20:29:51.147531] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2026-02-10T20:29:51.147681] [INFO ] [sig       ] PSFE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:51.291352] [INFO ] [LOCAL     ] Saved forecast: PSFE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PSFE.txt
[2026-02-10T20:29:51.291515] [INFO ] [sig       ] [2482/3417] Completed PSFE in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-10T20:29:51.291556] [INFO ] [sig       ] [2483/3417] Forecasting PSHG...
[2026-02-10T20:29:51.291607] [INFO ] [sig       ] Generating forecast for: PSHG
[2026-02-10T20:29:51.291640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2026-02-10T20:29:51.303825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2026-02-10T20:29:51.304187] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2026-02-10T20:29:51.304985] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2026-02-10T20:29:51.305039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:51.305073] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:51.305100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:51.305157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:51.362411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:51.363325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:51.363412] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:51.363444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:51.490865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:51.491029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:51.491070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:51.491098] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:51.495058] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2026-02-10T20:29:51.495377] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2026-02-10T20:29:51.495518] [INFO ] [sig       ] PSHG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:51.657541] [INFO ] [LOCAL     ] Saved forecast: PSHG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSHG.txt
[2026-02-10T20:29:51.657730] [INFO ] [sig       ] [2483/3417] Completed PSHG in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-10T20:29:51.657773] [INFO ] [sig       ] [2484/3417] Forecasting PSN...
[2026-02-10T20:29:51.657805] [INFO ] [sig       ] Generating forecast for: PSN
[2026-02-10T20:29:51.657837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2026-02-10T20:29:51.670816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2026-02-10T20:29:51.671264] [INFO ] [FORECASTER] Starting predict_future for PSN
[2026-02-10T20:29:51.672328] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2026-02-10T20:29:51.672392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:51.672431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:51.672464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:51.672522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:51.734358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:51.735303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:51.735429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:51.735466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:51.862526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:51.862701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:51.862761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:51.862792] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:51.866272] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2026-02-10T20:29:51.866552] [INFO ] [FORECASTER] Completed predict_future for PSN
[2026-02-10T20:29:51.866704] [INFO ] [sig       ] PSN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:52.015967] [INFO ] [LOCAL     ] Saved forecast: PSN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PSN.txt
[2026-02-10T20:29:52.016126] [INFO ] [sig       ] [2484/3417] Completed PSN in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.6m
[2026-02-10T20:29:52.016168] [INFO ] [sig       ] [2485/3417] Forecasting PSNL...
[2026-02-10T20:29:52.016201] [INFO ] [sig       ] Generating forecast for: PSNL
[2026-02-10T20:29:52.016232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2026-02-10T20:29:52.029740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2026-02-10T20:29:52.030133] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2026-02-10T20:29:52.031190] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2026-02-10T20:29:52.031244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:52.031277] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:52.031305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:52.031372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:52.089380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:52.090355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:52.090447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:52.090480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:52.213831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:52.213993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:52.214035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:52.214065] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:52.217914] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2026-02-10T20:29:52.218224] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2026-02-10T20:29:52.218358] [INFO ] [sig       ] PSNL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:52.359208] [INFO ] [LOCAL     ] Saved forecast: PSNL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSNL.txt
[2026-02-10T20:29:52.359374] [INFO ] [sig       ] [2485/3417] Completed PSNL in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:52.359415] [INFO ] [sig       ] [2486/3417] Forecasting PSO...
[2026-02-10T20:29:52.359445] [INFO ] [sig       ] Generating forecast for: PSO
[2026-02-10T20:29:52.359477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2026-02-10T20:29:52.372743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2026-02-10T20:29:52.373155] [INFO ] [FORECASTER] Starting predict_future for PSO
[2026-02-10T20:29:52.373975] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2026-02-10T20:29:52.374029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:52.374061] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:52.374088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:52.374144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:52.433280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:52.434211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:52.434300] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:52.434334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:52.556729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:52.556886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:52.556927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:52.556956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:52.560599] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2026-02-10T20:29:52.560883] [INFO ] [FORECASTER] Completed predict_future for PSO
[2026-02-10T20:29:52.561015] [INFO ] [sig       ] PSO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:52.702667] [INFO ] [LOCAL     ] Saved forecast: PSO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PSO.txt
[2026-02-10T20:29:52.702819] [INFO ] [sig       ] [2486/3417] Completed PSO in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:52.702877] [INFO ] [sig       ] [2487/3417] Forecasting PSTG...
[2026-02-10T20:29:52.702910] [INFO ] [sig       ] Generating forecast for: PSTG
[2026-02-10T20:29:52.702940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2026-02-10T20:29:52.714605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2026-02-10T20:29:52.714919] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2026-02-10T20:29:52.715974] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2026-02-10T20:29:52.716047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:52.716101] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:52.716145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:52.716227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:52.778946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:52.780045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:52.780138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:52.780173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:52.907528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:52.907704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:52.907746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:52.907776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:52.911665] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2026-02-10T20:29:52.911951] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2026-02-10T20:29:52.912081] [INFO ] [sig       ] PSTG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:53.051543] [INFO ] [LOCAL     ] Saved forecast: PSTG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PSTG.txt
[2026-02-10T20:29:53.051722] [INFO ] [sig       ] [2487/3417] Completed PSTG in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:53.051764] [INFO ] [sig       ] [2488/3417] Forecasting PSTL...
[2026-02-10T20:29:53.051795] [INFO ] [sig       ] Generating forecast for: PSTL
[2026-02-10T20:29:53.051826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2026-02-10T20:29:53.062970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2026-02-10T20:29:53.063269] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2026-02-10T20:29:53.064064] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2026-02-10T20:29:53.064118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:53.064162] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:53.064191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:53.064248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:53.121047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:53.121700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:53.121798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:53.121834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:53.242886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:53.243042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:53.243083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:53.243112] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:53.246492] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-10T20:29:53.246786] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2026-02-10T20:29:53.246914] [INFO ] [sig       ] PSTL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:53.473621] [INFO ] [LOCAL     ] Saved forecast: PSTL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PSTL.txt
[2026-02-10T20:29:53.473768] [INFO ] [sig       ] [2488/3417] Completed PSTL in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:53.473808] [INFO ] [sig       ] [2489/3417] Forecasting PSX...
[2026-02-10T20:29:53.473840] [INFO ] [sig       ] Generating forecast for: PSX
[2026-02-10T20:29:53.473872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2026-02-10T20:29:53.485721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2026-02-10T20:29:53.486054] [INFO ] [FORECASTER] Starting predict_future for PSX
[2026-02-10T20:29:53.486864] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2026-02-10T20:29:53.486919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:53.486952] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:53.486981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:53.487039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:53.546450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:53.547347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:53.547434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:53.547469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:53.672533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:53.672709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:53.672752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:53.672781] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:53.676331] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2026-02-10T20:29:53.676632] [INFO ] [FORECASTER] Completed predict_future for PSX
[2026-02-10T20:29:53.676763] [INFO ] [sig       ] PSX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:53.827251] [INFO ] [LOCAL     ] Saved forecast: PSX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PSX.txt
[2026-02-10T20:29:53.827401] [INFO ] [sig       ] [2489/3417] Completed PSX in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:53.827441] [INFO ] [sig       ] [2490/3417] Forecasting PTA...
[2026-02-10T20:29:53.827472] [INFO ] [sig       ] Generating forecast for: PTA
[2026-02-10T20:29:53.827503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2026-02-10T20:29:53.839473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2026-02-10T20:29:53.839840] [INFO ] [FORECASTER] Starting predict_future for PTA
[2026-02-10T20:29:53.840634] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2026-02-10T20:29:53.840686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:53.840719] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:53.840746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:53.840801] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:53.898631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:53.899464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:53.899551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:53.899604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:54.021085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:54.021245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:54.021288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:54.021320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:54.024897] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2026-02-10T20:29:54.025174] [INFO ] [FORECASTER] Completed predict_future for PTA
[2026-02-10T20:29:54.025307] [INFO ] [sig       ] PTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:54.167556] [INFO ] [LOCAL     ] Saved forecast: PTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PTA.txt
[2026-02-10T20:29:54.167717] [INFO ] [sig       ] [2490/3417] Completed PTA in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:54.167757] [INFO ] [sig       ] [2491/3417] Forecasting PTC...
[2026-02-10T20:29:54.167788] [INFO ] [sig       ] Generating forecast for: PTC
[2026-02-10T20:29:54.167820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2026-02-10T20:29:54.179649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2026-02-10T20:29:54.179944] [INFO ] [FORECASTER] Starting predict_future for PTC
[2026-02-10T20:29:54.180745] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2026-02-10T20:29:54.180798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:54.180866] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:54.180900] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:54.180978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:54.240160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:54.240920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:54.241003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:54.241037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:54.363988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:54.364143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:54.364185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:54.364214] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:54.367739] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=60.72%)
[2026-02-10T20:29:54.368018] [INFO ] [FORECASTER] Completed predict_future for PTC
[2026-02-10T20:29:54.368199] [INFO ] [sig       ] PTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:54.514034] [INFO ] [LOCAL     ] Saved forecast: PTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PTC.txt
[2026-02-10T20:29:54.514167] [INFO ] [sig       ] [2491/3417] Completed PTC in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:54.514206] [INFO ] [sig       ] [2492/3417] Forecasting PTEN...
[2026-02-10T20:29:54.514244] [INFO ] [sig       ] Generating forecast for: PTEN
[2026-02-10T20:29:54.514275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2026-02-10T20:29:54.525313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2026-02-10T20:29:54.525649] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2026-02-10T20:29:54.526480] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2026-02-10T20:29:54.526535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:54.526567] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:54.526632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:54.526692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:54.584532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:54.585207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:54.585287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:54.585321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:54.704968] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:54.705124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:54.705165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:54.705194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:54.708658] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2026-02-10T20:29:54.708937] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2026-02-10T20:29:54.709068] [INFO ] [sig       ] PTEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:54.854414] [INFO ] [LOCAL     ] Saved forecast: PTEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PTEN.txt
[2026-02-10T20:29:54.854563] [INFO ] [sig       ] [2492/3417] Completed PTEN in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:54.854622] [INFO ] [sig       ] [2493/3417] Forecasting PTF...
[2026-02-10T20:29:54.854654] [INFO ] [sig       ] Generating forecast for: PTF
[2026-02-10T20:29:54.854686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2026-02-10T20:29:54.866110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2026-02-10T20:29:54.866404] [INFO ] [FORECASTER] Starting predict_future for PTF
[2026-02-10T20:29:54.867188] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2026-02-10T20:29:54.867242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:54.867276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:54.867304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:54.867361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:54.925646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:54.926291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:54.926372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:54.926405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:55.052613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:55.052777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:55.052820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:55.052849] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:55.056743] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2026-02-10T20:29:55.057031] [INFO ] [FORECASTER] Completed predict_future for PTF
[2026-02-10T20:29:55.057165] [INFO ] [sig       ] PTF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:55.205634] [INFO ] [LOCAL     ] Saved forecast: PTF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PTF.txt
[2026-02-10T20:29:55.205794] [INFO ] [sig       ] [2493/3417] Completed PTF in 0.4s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:55.205834] [INFO ] [sig       ] [2494/3417] Forecasting PTGX...
[2026-02-10T20:29:55.205864] [INFO ] [sig       ] Generating forecast for: PTGX
[2026-02-10T20:29:55.205898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2026-02-10T20:29:55.219352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2026-02-10T20:29:55.219743] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2026-02-10T20:29:55.220531] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2026-02-10T20:29:55.220604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:55.220639] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:55.220665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:55.220721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:55.277047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:55.277904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:55.277992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:55.278024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:55.398368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:55.398533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:55.398591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:55.398653] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:55.402130] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2026-02-10T20:29:55.402414] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2026-02-10T20:29:55.402548] [INFO ] [sig       ] PTGX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:55.545366] [INFO ] [LOCAL     ] Saved forecast: PTGX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PTGX.txt
[2026-02-10T20:29:55.545502] [INFO ] [sig       ] [2494/3417] Completed PTGX in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:55.545542] [INFO ] [sig       ] [2495/3417] Forecasting PTH...
[2026-02-10T20:29:55.545592] [INFO ] [sig       ] Generating forecast for: PTH
[2026-02-10T20:29:55.545626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2026-02-10T20:29:55.556318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2026-02-10T20:29:55.556631] [INFO ] [FORECASTER] Starting predict_future for PTH
[2026-02-10T20:29:55.557390] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2026-02-10T20:29:55.557456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:55.557496] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:55.557529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:55.557612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:55.617405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:55.618314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:55.618404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:55.618439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:55.730038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:55.730200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:55.730240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:55.730288] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:55.734003] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2026-02-10T20:29:55.734285] [INFO ] [FORECASTER] Completed predict_future for PTH
[2026-02-10T20:29:55.734417] [INFO ] [sig       ] PTH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:55.882228] [INFO ] [LOCAL     ] Saved forecast: PTH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PTH.txt
[2026-02-10T20:29:55.882411] [INFO ] [sig       ] [2495/3417] Completed PTH in 0.3s | 2.80 sym/s | Total: 14.8m | ETA: 5.5m
[2026-02-10T20:29:55.882462] [INFO ] [sig       ] [2496/3417] Forecasting PTLO...
[2026-02-10T20:29:55.882498] [INFO ] [sig       ] Generating forecast for: PTLO
[2026-02-10T20:29:55.882537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2026-02-10T20:29:55.895408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2026-02-10T20:29:55.895795] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2026-02-10T20:29:55.896614] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2026-02-10T20:29:55.896667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:55.896698] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:55.896724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:55.896780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:55.956998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:55.957888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:55.957971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:55.958004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:56.085496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:56.085875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:56.085915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:56.085945] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:56.089391] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2026-02-10T20:29:56.089698] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2026-02-10T20:29:56.089832] [INFO ] [sig       ] PTLO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:56.231444] [INFO ] [LOCAL     ] Saved forecast: PTLO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PTLO.txt
[2026-02-10T20:29:56.231607] [INFO ] [sig       ] [2496/3417] Completed PTLO in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-10T20:29:56.231649] [INFO ] [sig       ] [2497/3417] Forecasting PTNQ...
[2026-02-10T20:29:56.231692] [INFO ] [sig       ] Generating forecast for: PTNQ
[2026-02-10T20:29:56.231726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2026-02-10T20:29:56.242811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2026-02-10T20:29:56.243084] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2026-02-10T20:29:56.243874] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2026-02-10T20:29:56.243927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:56.243959] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:56.243985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:56.244042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:56.301113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:56.301743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:56.301822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:56.301869] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:56.421441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:56.421604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:56.421644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:56.421672] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:56.425085] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2026-02-10T20:29:56.425356] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2026-02-10T20:29:56.425488] [INFO ] [sig       ] PTNQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:56.569352] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PTNQ.txt
[2026-02-10T20:29:56.569494] [INFO ] [sig       ] [2497/3417] Completed PTNQ in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-10T20:29:56.569534] [INFO ] [sig       ] [2498/3417] Forecasting PTON...
[2026-02-10T20:29:56.569565] [INFO ] [sig       ] Generating forecast for: PTON
[2026-02-10T20:29:56.569615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2026-02-10T20:29:56.580295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2026-02-10T20:29:56.580602] [INFO ] [FORECASTER] Starting predict_future for PTON
[2026-02-10T20:29:56.581357] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2026-02-10T20:29:56.581410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:56.581442] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:56.581470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:56.581526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:56.638840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:56.639487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:56.639601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:56.639644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:56.762520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:56.762684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:56.762725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:56.762754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:56.766163] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2026-02-10T20:29:56.766434] [INFO ] [FORECASTER] Completed predict_future for PTON
[2026-02-10T20:29:56.766563] [INFO ] [sig       ] PTON: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:56.907915] [INFO ] [LOCAL     ] Saved forecast: PTON	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PTON.txt
[2026-02-10T20:29:56.908061] [INFO ] [sig       ] [2498/3417] Completed PTON in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-10T20:29:56.908103] [INFO ] [sig       ] [2499/3417] Forecasting PTY...
[2026-02-10T20:29:56.908133] [INFO ] [sig       ] Generating forecast for: PTY
[2026-02-10T20:29:56.908165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2026-02-10T20:29:56.920624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2026-02-10T20:29:56.920954] [INFO ] [FORECASTER] Starting predict_future for PTY
[2026-02-10T20:29:56.921775] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2026-02-10T20:29:56.921828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:56.921860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:56.921898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:56.921957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:56.980631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:56.981278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:56.981358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:56.981391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:57.102889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:57.103034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:57.103074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:57.103103] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:57.106508] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2026-02-10T20:29:57.106799] [INFO ] [FORECASTER] Completed predict_future for PTY
[2026-02-10T20:29:57.106927] [INFO ] [sig       ] PTY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:57.253374] [INFO ] [LOCAL     ] Saved forecast: PTY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PTY.txt
[2026-02-10T20:29:57.253564] [INFO ] [sig       ] [2499/3417] Completed PTY in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-10T20:29:57.253645] [INFO ] [sig       ] [2500/3417] Forecasting PUBM...
[2026-02-10T20:29:57.253680] [INFO ] [sig       ] Generating forecast for: PUBM
[2026-02-10T20:29:57.253713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2026-02-10T20:29:57.267049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2026-02-10T20:29:57.267469] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2026-02-10T20:29:57.268632] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2026-02-10T20:29:57.268689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:57.268722] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:57.268750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:57.268807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:57.334541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:57.335453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:57.335557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:57.335617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:57.465046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:57.465199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:57.465238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:57.465268] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:57.468741] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=50.77%)
[2026-02-10T20:29:57.469012] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2026-02-10T20:29:57.469139] [INFO ] [sig       ] PUBM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:57.610774] [INFO ] [LOCAL     ] Saved forecast: PUBM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PUBM.txt
[2026-02-10T20:29:57.610898] [INFO ] [sig       ] [2500/3417] Completed PUBM in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-10T20:29:57.610938] [INFO ] [sig       ] [2501/3417] Forecasting PUK...
[2026-02-10T20:29:57.610967] [INFO ] [sig       ] Generating forecast for: PUK
[2026-02-10T20:29:57.610999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2026-02-10T20:29:57.622761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2026-02-10T20:29:57.623068] [INFO ] [FORECASTER] Starting predict_future for PUK
[2026-02-10T20:29:57.623950] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2026-02-10T20:29:57.624004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:57.624038] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:57.624066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:57.624124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:57.683833] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:57.684497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:57.684635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:57.684876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:57.805749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:57.805898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:57.805938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:57.805968] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:57.809613] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2026-02-10T20:29:57.809891] [INFO ] [FORECASTER] Completed predict_future for PUK
[2026-02-10T20:29:57.810019] [INFO ] [sig       ] PUK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:57.953887] [INFO ] [LOCAL     ] Saved forecast: PUK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PUK.txt
[2026-02-10T20:29:57.954021] [INFO ] [sig       ] [2501/3417] Completed PUK in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.5m
[2026-02-10T20:29:57.954061] [INFO ] [sig       ] [2502/3417] Forecasting PUMP...
[2026-02-10T20:29:57.954093] [INFO ] [sig       ] Generating forecast for: PUMP
[2026-02-10T20:29:57.954126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2026-02-10T20:29:57.965912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2026-02-10T20:29:57.966233] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2026-02-10T20:29:57.967106] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2026-02-10T20:29:57.967160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:57.967193] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:57.967221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:57.967278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:58.028828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:58.029748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:58.029835] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:58.029867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:58.155109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:58.155258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:58.155297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:58.155326] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:58.158933] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2026-02-10T20:29:58.159209] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2026-02-10T20:29:58.159336] [INFO ] [sig       ] PUMP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:58.301335] [INFO ] [LOCAL     ] Saved forecast: PUMP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PUMP.txt
[2026-02-10T20:29:58.301471] [INFO ] [sig       ] [2502/3417] Completed PUMP in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:29:58.301519] [INFO ] [sig       ] [2503/3417] Forecasting PVH...
[2026-02-10T20:29:58.301556] [INFO ] [sig       ] Generating forecast for: PVH
[2026-02-10T20:29:58.301625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2026-02-10T20:29:58.312926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2026-02-10T20:29:58.313294] [INFO ] [FORECASTER] Starting predict_future for PVH
[2026-02-10T20:29:58.314323] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2026-02-10T20:29:58.314391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:58.314434] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:58.314472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:58.314559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:58.375885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:58.376560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:58.376661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:58.376697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:58.498807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:58.498952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:58.498991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:58.499019] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:58.502414] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2026-02-10T20:29:58.502736] [INFO ] [FORECASTER] Completed predict_future for PVH
[2026-02-10T20:29:58.502866] [INFO ] [sig       ] PVH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:58.645058] [INFO ] [LOCAL     ] Saved forecast: PVH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PVH.txt
[2026-02-10T20:29:58.645189] [INFO ] [sig       ] [2503/3417] Completed PVH in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:29:58.645228] [INFO ] [sig       ] [2504/3417] Forecasting PVL...
[2026-02-10T20:29:58.645258] [INFO ] [sig       ] Generating forecast for: PVL
[2026-02-10T20:29:58.645288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2026-02-10T20:29:58.657899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2026-02-10T20:29:58.658238] [INFO ] [FORECASTER] Starting predict_future for PVL
[2026-02-10T20:29:58.659243] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2026-02-10T20:29:58.659296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:58.659328] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:58.659354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:58.659410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:58.719646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:58.720292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:58.720373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:58.720405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:58.836470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:58.836635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:58.836674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:58.836703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:58.840073] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=61.88%)
[2026-02-10T20:29:58.840354] [INFO ] [FORECASTER] Completed predict_future for PVL
[2026-02-10T20:29:58.840485] [INFO ] [sig       ] PVL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:58.981021] [INFO ] [LOCAL     ] Saved forecast: PVL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PVL.txt
[2026-02-10T20:29:58.981179] [INFO ] [sig       ] [2504/3417] Completed PVL in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:29:58.981220] [INFO ] [sig       ] [2505/3417] Forecasting PWP...
[2026-02-10T20:29:58.981250] [INFO ] [sig       ] Generating forecast for: PWP
[2026-02-10T20:29:58.981281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2026-02-10T20:29:58.992552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2026-02-10T20:29:58.992871] [INFO ] [FORECASTER] Starting predict_future for PWP
[2026-02-10T20:29:58.993690] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2026-02-10T20:29:58.993745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:58.993778] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:58.993805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:58.993862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:59.051502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:59.052211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:59.052291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:59.052324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:59.175129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:59.175284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:59.175324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:59.175353] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:59.179094] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2026-02-10T20:29:59.179365] [INFO ] [FORECASTER] Completed predict_future for PWP
[2026-02-10T20:29:59.179490] [INFO ] [sig       ] PWP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:29:59.325994] [INFO ] [LOCAL     ] Saved forecast: PWP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PWP.txt
[2026-02-10T20:29:59.326148] [INFO ] [sig       ] [2505/3417] Completed PWP in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:29:59.326189] [INFO ] [sig       ] [2506/3417] Forecasting PX...
[2026-02-10T20:29:59.326219] [INFO ] [sig       ] Generating forecast for: PX
[2026-02-10T20:29:59.326249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2026-02-10T20:29:59.337916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2026-02-10T20:29:59.338225] [INFO ] [FORECASTER] Starting predict_future for PX
[2026-02-10T20:29:59.339041] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2026-02-10T20:29:59.339094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:59.339125] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:59.339153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:59.339209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:59.397388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:59.398126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:59.398210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:59.398244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:59.519942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:59.520094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:59.520136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:59.520165] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:59.523694] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2026-02-10T20:29:59.523983] [INFO ] [FORECASTER] Completed predict_future for PX
[2026-02-10T20:29:59.524119] [INFO ] [sig       ] PX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:59.665549] [INFO ] [LOCAL     ] Saved forecast: PX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PX.txt
[2026-02-10T20:29:59.665703] [INFO ] [sig       ] [2506/3417] Completed PX in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:29:59.665742] [INFO ] [sig       ] [2507/3417] Forecasting PXS...
[2026-02-10T20:29:59.665772] [INFO ] [sig       ] Generating forecast for: PXS
[2026-02-10T20:29:59.665802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2026-02-10T20:29:59.676883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2026-02-10T20:29:59.677167] [INFO ] [FORECASTER] Starting predict_future for PXS
[2026-02-10T20:29:59.677946] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2026-02-10T20:29:59.677999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:29:59.678031] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:29:59.678086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:29:59.678145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:29:59.735594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:29:59.736253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:29:59.736333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:29:59.736365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:29:59.843674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:29:59.843806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:29:59.843845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:29:59.843874] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:29:59.847184] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2026-02-10T20:29:59.847450] [INFO ] [FORECASTER] Completed predict_future for PXS
[2026-02-10T20:29:59.847626] [INFO ] [sig       ] PXS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:29:59.990173] [INFO ] [LOCAL     ] Saved forecast: PXS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PXS.txt
[2026-02-10T20:29:59.990302] [INFO ] [sig       ] [2507/3417] Completed PXS in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:29:59.990341] [INFO ] [sig       ] [2508/3417] Forecasting PY...
[2026-02-10T20:29:59.990371] [INFO ] [sig       ] Generating forecast for: PY
[2026-02-10T20:29:59.990401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2026-02-10T20:30:00.001679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2026-02-10T20:30:00.002005] [INFO ] [FORECASTER] Starting predict_future for PY
[2026-02-10T20:30:00.002947] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2026-02-10T20:30:00.003002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:00.003063] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:00.003094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:00.003153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:00.060906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:00.061801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:00.061889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:00.061922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:00.173010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:00.173180] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:30:00.173244] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:00.173276] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:00.177250] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2026-02-10T20:30:00.177524] [INFO ] [FORECASTER] Completed predict_future for PY
[2026-02-10T20:30:00.177682] [INFO ] [sig       ] PY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:00.321915] [INFO ] [LOCAL     ] Saved forecast: PY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PY.txt
[2026-02-10T20:30:00.322757] [INFO ] [sig       ] [2508/3417] Completed PY in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:30:00.322807] [INFO ] [sig       ] [2509/3417] Forecasting PYXS...
[2026-02-10T20:30:00.322838] [INFO ] [sig       ] Generating forecast for: PYXS
[2026-02-10T20:30:00.322869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2026-02-10T20:30:00.333892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2026-02-10T20:30:00.334184] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2026-02-10T20:30:00.334981] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2026-02-10T20:30:00.335033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:00.335065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:00.335092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:00.335148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:00.393117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:00.393808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:00.393887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:00.393919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:00.513790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:00.513954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:00.514000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:00.514030] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:00.518108] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2026-02-10T20:30:00.518527] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2026-02-10T20:30:00.518730] [INFO ] [sig       ] PYXS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:00.662966] [INFO ] [LOCAL     ] Saved forecast: PYXS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/PYXS.txt
[2026-02-10T20:30:00.663103] [INFO ] [sig       ] [2509/3417] Completed PYXS in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:30:00.663143] [INFO ] [sig       ] [2510/3417] Forecasting PZZA...
[2026-02-10T20:30:00.663174] [INFO ] [sig       ] Generating forecast for: PZZA
[2026-02-10T20:30:00.663204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2026-02-10T20:30:00.678250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2026-02-10T20:30:00.678536] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2026-02-10T20:30:00.679513] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2026-02-10T20:30:00.679600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:00.679643] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:00.679676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:00.679738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:00.737850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:00.738696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:00.738781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:00.738814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:00.866433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:00.866563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:00.866640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:00.866674] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:00.873820] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2026-02-10T20:30:00.874148] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2026-02-10T20:30:00.874281] [INFO ] [sig       ] PZZA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:01.022875] [INFO ] [LOCAL     ] Saved forecast: PZZA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/PZZA.txt
[2026-02-10T20:30:01.023030] [INFO ] [sig       ] [2510/3417] Completed PZZA in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:30:01.023071] [INFO ] [sig       ] [2511/3417] Forecasting QBTS...
[2026-02-10T20:30:01.023101] [INFO ] [sig       ] Generating forecast for: QBTS
[2026-02-10T20:30:01.023133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2026-02-10T20:30:01.035493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2026-02-10T20:30:01.036055] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2026-02-10T20:30:01.036856] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2026-02-10T20:30:01.036908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:01.036940] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:01.036967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:01.037023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:01.096172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:01.096903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:01.096992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:01.097027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:01.223180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:01.223330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:01.223372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:01.223433] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:01.227162] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2026-02-10T20:30:01.227454] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2026-02-10T20:30:01.227613] [INFO ] [sig       ] QBTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:01.372736] [INFO ] [LOCAL     ] Saved forecast: QBTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QBTS.txt
[2026-02-10T20:30:01.372889] [INFO ] [sig       ] [2511/3417] Completed QBTS in 0.3s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:30:01.372930] [INFO ] [sig       ] [2512/3417] Forecasting QCLN...
[2026-02-10T20:30:01.372961] [INFO ] [sig       ] Generating forecast for: QCLN
[2026-02-10T20:30:01.372993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2026-02-10T20:30:01.400783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2026-02-10T20:30:01.401136] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2026-02-10T20:30:01.401971] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2026-02-10T20:30:01.402024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:01.402081] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:01.402125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:01.402187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:01.461567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:01.462415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:01.462502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:01.462536] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:01.589037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:01.589179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:01.589220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:01.589250] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:01.592706] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2026-02-10T20:30:01.592992] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2026-02-10T20:30:01.593128] [INFO ] [sig       ] QCLN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:01.741634] [INFO ] [LOCAL     ] Saved forecast: QCLN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QCLN.txt
[2026-02-10T20:30:01.741784] [INFO ] [sig       ] [2512/3417] Completed QCLN in 0.4s | 2.80 sym/s | Total: 14.9m | ETA: 5.4m
[2026-02-10T20:30:01.741823] [INFO ] [sig       ] [2513/3417] Forecasting QCOM...
[2026-02-10T20:30:01.741853] [INFO ] [sig       ] Generating forecast for: QCOM
[2026-02-10T20:30:01.741884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2026-02-10T20:30:01.831601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2026-02-10T20:30:01.832287] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2026-02-10T20:30:01.833404] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2026-02-10T20:30:01.833458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:01.833490] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:01.833519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:01.833613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:01.905733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:01.906930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:01.907065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:01.907116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:02.082996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:02.083155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:02.083208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:02.083243] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:02.088263] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2026-02-10T20:30:02.088766] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2026-02-10T20:30:02.088980] [INFO ] [sig       ] QCOM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:02.269184] [INFO ] [LOCAL     ] Saved forecast: QCOM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QCOM.txt
[2026-02-10T20:30:02.269351] [INFO ] [sig       ] [2513/3417] Completed QCOM in 0.5s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-10T20:30:02.269394] [INFO ] [sig       ] [2514/3417] Forecasting QCRH...
[2026-02-10T20:30:02.269425] [INFO ] [sig       ] Generating forecast for: QCRH
[2026-02-10T20:30:02.269456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2026-02-10T20:30:02.281996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2026-02-10T20:30:02.282659] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2026-02-10T20:30:02.283721] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2026-02-10T20:30:02.283775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:02.283808] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:02.283835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:02.283891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:02.345676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:02.346734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:02.346856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:02.346899] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:02.481252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:02.481424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:02.481469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:02.481500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:02.485384] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2026-02-10T20:30:02.485729] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2026-02-10T20:30:02.485871] [INFO ] [sig       ] QCRH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:02.639755] [INFO ] [LOCAL     ] Saved forecast: QCRH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QCRH.txt
[2026-02-10T20:30:02.639938] [INFO ] [sig       ] [2514/3417] Completed QCRH in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-10T20:30:02.639986] [INFO ] [sig       ] [2515/3417] Forecasting QDEL...
[2026-02-10T20:30:02.640020] [INFO ] [sig       ] Generating forecast for: QDEL
[2026-02-10T20:30:02.640052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2026-02-10T20:30:02.652615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2026-02-10T20:30:02.653099] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2026-02-10T20:30:02.654092] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2026-02-10T20:30:02.654150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:02.654187] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:02.654227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:02.654290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:02.713356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:02.714295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:02.714384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:02.714419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:02.842863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:02.843033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:02.843074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:02.843103] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:02.846790] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2026-02-10T20:30:02.847161] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2026-02-10T20:30:02.847312] [INFO ] [sig       ] QDEL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:03.044206] [INFO ] [LOCAL     ] Saved forecast: QDEL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QDEL.txt
[2026-02-10T20:30:03.044389] [INFO ] [sig       ] [2515/3417] Completed QDEL in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-10T20:30:03.044444] [INFO ] [sig       ] [2516/3417] Forecasting QFIN...
[2026-02-10T20:30:03.044478] [INFO ] [sig       ] Generating forecast for: QFIN
[2026-02-10T20:30:03.044509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2026-02-10T20:30:03.059071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2026-02-10T20:30:03.059474] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2026-02-10T20:30:03.060429] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2026-02-10T20:30:03.060487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:03.060520] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:03.060548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:03.060638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:03.122158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:03.123127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:03.123214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:03.123247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:03.269025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:03.269155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:03.269196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:03.269226] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:03.272864] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2026-02-10T20:30:03.273197] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2026-02-10T20:30:03.273341] [INFO ] [sig       ] QFIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:03.427737] [INFO ] [LOCAL     ] Saved forecast: QFIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QFIN.txt
[2026-02-10T20:30:03.427917] [INFO ] [sig       ] [2516/3417] Completed QFIN in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-10T20:30:03.427960] [INFO ] [sig       ] [2517/3417] Forecasting QGEN...
[2026-02-10T20:30:03.427991] [INFO ] [sig       ] Generating forecast for: QGEN
[2026-02-10T20:30:03.428022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2026-02-10T20:30:03.441516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2026-02-10T20:30:03.442176] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2026-02-10T20:30:03.443001] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2026-02-10T20:30:03.443054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:03.443087] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:03.443114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:03.443175] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:03.503363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:03.504365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:03.504453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:03.504486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:03.646763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:03.646944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:03.647180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:03.647208] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:03.651230] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2026-02-10T20:30:03.651563] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2026-02-10T20:30:03.651778] [INFO ] [sig       ] QGEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:03.802660] [INFO ] [LOCAL     ] Saved forecast: QGEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QGEN.txt
[2026-02-10T20:30:03.802829] [INFO ] [sig       ] [2517/3417] Completed QGEN in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-10T20:30:03.802870] [INFO ] [sig       ] [2518/3417] Forecasting QLYS...
[2026-02-10T20:30:03.802899] [INFO ] [sig       ] Generating forecast for: QLYS
[2026-02-10T20:30:03.802929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2026-02-10T20:30:03.816222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2026-02-10T20:30:03.816651] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2026-02-10T20:30:03.817438] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2026-02-10T20:30:03.817491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:03.817523] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:03.817552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:03.817633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:03.879618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:03.880519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:03.880659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:03.880693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:04.011744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:04.011915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:04.011956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:04.011985] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:04.015475] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2026-02-10T20:30:04.015811] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2026-02-10T20:30:04.015947] [INFO ] [sig       ] QLYS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:04.170483] [INFO ] [LOCAL     ] Saved forecast: QLYS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QLYS.txt
[2026-02-10T20:30:04.170699] [INFO ] [sig       ] [2518/3417] Completed QLYS in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.4m
[2026-02-10T20:30:04.170745] [INFO ] [sig       ] [2519/3417] Forecasting QMCO...
[2026-02-10T20:30:04.170776] [INFO ] [sig       ] Generating forecast for: QMCO
[2026-02-10T20:30:04.170807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2026-02-10T20:30:04.183815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2026-02-10T20:30:04.184230] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2026-02-10T20:30:04.185081] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2026-02-10T20:30:04.185137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:04.185169] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:04.185197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:04.185253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:04.245065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:04.246001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:04.246089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:04.246122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:04.365596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:04.365780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:04.365841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:04.365872] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:04.369763] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2026-02-10T20:30:04.370149] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2026-02-10T20:30:04.370296] [INFO ] [sig       ] QMCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:04.521339] [INFO ] [LOCAL     ] Saved forecast: QMCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QMCO.txt
[2026-02-10T20:30:04.521508] [INFO ] [sig       ] [2519/3417] Completed QMCO in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:04.521548] [INFO ] [sig       ] [2520/3417] Forecasting QMOM...
[2026-02-10T20:30:04.521603] [INFO ] [sig       ] Generating forecast for: QMOM
[2026-02-10T20:30:04.521638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2026-02-10T20:30:04.533023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2026-02-10T20:30:04.533411] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2026-02-10T20:30:04.534215] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2026-02-10T20:30:04.534268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:04.534300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:04.534326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:04.534382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:04.592086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:04.592990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:04.593077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:04.593110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:04.715874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:04.716038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:04.716081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:04.716112] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:04.719695] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2026-02-10T20:30:04.719993] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2026-02-10T20:30:04.720126] [INFO ] [sig       ] QMOM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:04.866298] [INFO ] [LOCAL     ] Saved forecast: QMOM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QMOM.txt
[2026-02-10T20:30:04.866432] [INFO ] [sig       ] [2520/3417] Completed QMOM in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:04.866471] [INFO ] [sig       ] [2521/3417] Forecasting QNTM...
[2026-02-10T20:30:04.866501] [INFO ] [sig       ] Generating forecast for: QNTM
[2026-02-10T20:30:04.866531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2026-02-10T20:30:04.883913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2026-02-10T20:30:04.884262] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2026-02-10T20:30:04.885079] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2026-02-10T20:30:04.885132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:04.885165] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:04.885192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:04.885249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:04.943169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:04.943866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:04.943954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:04.943986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:05.070347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:05.070511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:05.070555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:05.070610] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:05.074605] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2026-02-10T20:30:05.074891] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2026-02-10T20:30:05.075024] [INFO ] [sig       ] QNTM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:05.222420] [INFO ] [LOCAL     ] Saved forecast: QNTM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QNTM.txt
[2026-02-10T20:30:05.222634] [INFO ] [sig       ] [2521/3417] Completed QNTM in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:05.222679] [INFO ] [sig       ] [2522/3417] Forecasting QQMG...
[2026-02-10T20:30:05.222710] [INFO ] [sig       ] Generating forecast for: QQMG
[2026-02-10T20:30:05.222743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2026-02-10T20:30:05.235409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2026-02-10T20:30:05.235911] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2026-02-10T20:30:05.236977] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2026-02-10T20:30:05.237037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:05.237071] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:05.237099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:05.237159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:05.297639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:05.298693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:05.298803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:05.298837] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:05.420521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:05.420722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:05.420775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:05.420806] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:05.424880] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2026-02-10T20:30:05.425188] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2026-02-10T20:30:05.425334] [INFO ] [sig       ] QQMG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:05.574329] [INFO ] [LOCAL     ] Saved forecast: QQMG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QQMG.txt
[2026-02-10T20:30:05.574508] [INFO ] [sig       ] [2522/3417] Completed QQMG in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:05.574550] [INFO ] [sig       ] [2523/3417] Forecasting QQQ...
[2026-02-10T20:30:05.574601] [INFO ] [sig       ] Generating forecast for: QQQ
[2026-02-10T20:30:05.574636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2026-02-10T20:30:05.586548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2026-02-10T20:30:05.586961] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2026-02-10T20:30:05.587818] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2026-02-10T20:30:05.587876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:05.587924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:05.587955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:05.588014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:05.648431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:05.649365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:05.649452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:05.649487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:05.779769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:05.779973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:05.780017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:05.780048] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:05.783755] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2026-02-10T20:30:05.784093] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2026-02-10T20:30:05.784241] [INFO ] [sig       ] QQQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:05.940604] [INFO ] [LOCAL     ] Saved forecast: QQQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QQQ.txt
[2026-02-10T20:30:05.940796] [INFO ] [sig       ] [2523/3417] Completed QQQ in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:05.940840] [INFO ] [sig       ] [2524/3417] Forecasting QQQE...
[2026-02-10T20:30:05.940870] [INFO ] [sig       ] Generating forecast for: QQQE
[2026-02-10T20:30:05.940901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2026-02-10T20:30:05.953026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2026-02-10T20:30:05.953315] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2026-02-10T20:30:05.954121] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2026-02-10T20:30:05.954175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:05.954208] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:05.954235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:05.954291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:06.015190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:06.016049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:06.016150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:06.016196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:06.137774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:06.137946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:06.137999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:06.138051] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:06.141530] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2026-02-10T20:30:06.141827] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2026-02-10T20:30:06.141957] [INFO ] [sig       ] QQQE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:06.288178] [INFO ] [LOCAL     ] Saved forecast: QQQE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QQQE.txt
[2026-02-10T20:30:06.288325] [INFO ] [sig       ] [2524/3417] Completed QQQE in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:06.288365] [INFO ] [sig       ] [2525/3417] Forecasting QQQI...
[2026-02-10T20:30:06.288398] [INFO ] [sig       ] Generating forecast for: QQQI
[2026-02-10T20:30:06.288436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2026-02-10T20:30:06.301720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2026-02-10T20:30:06.302218] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2026-02-10T20:30:06.303219] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2026-02-10T20:30:06.303273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:06.303331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:06.303361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:06.303418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:06.366554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:06.367475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:06.367559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:06.367614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:06.489072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:06.489241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:06.489283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:06.489312] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:06.493102] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2026-02-10T20:30:06.493395] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2026-02-10T20:30:06.493529] [INFO ] [sig       ] QQQI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:06.652964] [INFO ] [LOCAL     ] Saved forecast: QQQI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QQQI.txt
[2026-02-10T20:30:06.653141] [INFO ] [sig       ] [2525/3417] Completed QQQI in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:06.653197] [INFO ] [sig       ] [2526/3417] Forecasting QQQJ...
[2026-02-10T20:30:06.653236] [INFO ] [sig       ] Generating forecast for: QQQJ
[2026-02-10T20:30:06.653269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2026-02-10T20:30:06.667044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2026-02-10T20:30:06.667452] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2026-02-10T20:30:06.668443] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2026-02-10T20:30:06.668501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:06.668535] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:06.668568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:06.668661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:06.740057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:06.741075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:06.741176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:06.741213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:06.873645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:06.873819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:06.873864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:06.873896] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:06.877917] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2026-02-10T20:30:06.878245] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2026-02-10T20:30:06.878386] [INFO ] [sig       ] QQQJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:07.039861] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QQQJ.txt
[2026-02-10T20:30:07.040025] [INFO ] [sig       ] [2526/3417] Completed QQQJ in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:07.040068] [INFO ] [sig       ] [2527/3417] Forecasting QQQM...
[2026-02-10T20:30:07.040105] [INFO ] [sig       ] Generating forecast for: QQQM
[2026-02-10T20:30:07.040136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2026-02-10T20:30:07.052467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2026-02-10T20:30:07.052868] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2026-02-10T20:30:07.053680] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2026-02-10T20:30:07.053733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:07.053765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:07.053792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:07.053849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:07.114944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:07.116084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:07.116172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:07.116206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:07.240355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:07.240519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:07.240560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:07.240612] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:07.244142] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2026-02-10T20:30:07.244438] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2026-02-10T20:30:07.244593] [INFO ] [sig       ] QQQM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:07.409316] [INFO ] [LOCAL     ] Saved forecast: QQQM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QQQM.txt
[2026-02-10T20:30:07.409507] [INFO ] [sig       ] [2527/3417] Completed QQQM in 0.4s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:07.409558] [INFO ] [sig       ] [2528/3417] Forecasting QQQX...
[2026-02-10T20:30:07.409626] [INFO ] [sig       ] Generating forecast for: QQQX
[2026-02-10T20:30:07.409667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2026-02-10T20:30:07.422429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2026-02-10T20:30:07.422840] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2026-02-10T20:30:07.423644] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2026-02-10T20:30:07.423697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:07.423730] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:07.423757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:07.423813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:07.483678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:07.484593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:07.484683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:07.484716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:07.604305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:07.604470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:07.604512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:07.604593] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:07.608111] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2026-02-10T20:30:07.608408] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2026-02-10T20:30:07.608542] [INFO ] [sig       ] QQQX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:07.749525] [INFO ] [LOCAL     ] Saved forecast: QQQX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QQQX.txt
[2026-02-10T20:30:07.749713] [INFO ] [sig       ] [2528/3417] Completed QQQX in 0.3s | 2.80 sym/s | Total: 15.0m | ETA: 5.3m
[2026-02-10T20:30:07.749754] [INFO ] [sig       ] [2529/3417] Forecasting QRHC...
[2026-02-10T20:30:07.749785] [INFO ] [sig       ] Generating forecast for: QRHC
[2026-02-10T20:30:07.749817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2026-02-10T20:30:07.761241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2026-02-10T20:30:07.761629] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2026-02-10T20:30:07.762399] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2026-02-10T20:30:07.762452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:07.762485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:07.762512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:07.762584] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:07.820170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:07.821061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:07.821152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:07.821186] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:07.942274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:07.942436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:07.942477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:07.942507] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:07.945929] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2026-02-10T20:30:07.946218] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2026-02-10T20:30:07.946347] [INFO ] [sig       ] QRHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:08.089680] [INFO ] [LOCAL     ] Saved forecast: QRHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QRHC.txt
[2026-02-10T20:30:08.089838] [INFO ] [sig       ] [2529/3417] Completed QRHC in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-10T20:30:08.089880] [INFO ] [sig       ] [2530/3417] Forecasting QRVO...
[2026-02-10T20:30:08.089910] [INFO ] [sig       ] Generating forecast for: QRVO
[2026-02-10T20:30:08.089942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2026-02-10T20:30:08.103200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2026-02-10T20:30:08.103566] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2026-02-10T20:30:08.104367] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2026-02-10T20:30:08.104420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:08.104453] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:08.104480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:08.104537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:08.164398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:08.165293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:08.165380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:08.165414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:08.285963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:08.286129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:08.286171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:08.286219] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:08.289714] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2026-02-10T20:30:08.290023] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2026-02-10T20:30:08.290155] [INFO ] [sig       ] QRVO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:08.433125] [INFO ] [LOCAL     ] Saved forecast: QRVO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QRVO.txt
[2026-02-10T20:30:08.433288] [INFO ] [sig       ] [2530/3417] Completed QRVO in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-10T20:30:08.433331] [INFO ] [sig       ] [2531/3417] Forecasting QS...
[2026-02-10T20:30:08.433361] [INFO ] [sig       ] Generating forecast for: QS
[2026-02-10T20:30:08.433395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2026-02-10T20:30:08.445003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2026-02-10T20:30:08.445383] [INFO ] [FORECASTER] Starting predict_future for QS
[2026-02-10T20:30:08.446189] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2026-02-10T20:30:08.446243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:08.446276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:08.446304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:08.446361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:08.504717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:08.505641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:08.505727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:08.505760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:08.630729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:08.630893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:08.630935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:08.630964] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:08.634619] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2026-02-10T20:30:08.634911] [INFO ] [FORECASTER] Completed predict_future for QS
[2026-02-10T20:30:08.635041] [INFO ] [sig       ] QS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:08.780990] [INFO ] [LOCAL     ] Saved forecast: QS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QS.txt
[2026-02-10T20:30:08.781153] [INFO ] [sig       ] [2531/3417] Completed QS in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-10T20:30:08.781195] [INFO ] [sig       ] [2532/3417] Forecasting QTEC...
[2026-02-10T20:30:08.781225] [INFO ] [sig       ] Generating forecast for: QTEC
[2026-02-10T20:30:08.781255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2026-02-10T20:30:08.794502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2026-02-10T20:30:08.794909] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2026-02-10T20:30:08.795720] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2026-02-10T20:30:08.795773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:08.795805] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:08.795832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:08.795888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:08.855666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:08.856787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:08.856874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:08.856925] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:08.982769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:08.982948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:08.983006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:08.983067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:08.986757] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2026-02-10T20:30:08.987083] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2026-02-10T20:30:08.987234] [INFO ] [sig       ] QTEC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:09.131363] [INFO ] [LOCAL     ] Saved forecast: QTEC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QTEC.txt
[2026-02-10T20:30:09.131539] [INFO ] [sig       ] [2532/3417] Completed QTEC in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-10T20:30:09.131607] [INFO ] [sig       ] [2533/3417] Forecasting QTRX...
[2026-02-10T20:30:09.131640] [INFO ] [sig       ] Generating forecast for: QTRX
[2026-02-10T20:30:09.131864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2026-02-10T20:30:09.144079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2026-02-10T20:30:09.144408] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2026-02-10T20:30:09.145448] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2026-02-10T20:30:09.145503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:09.145536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:09.145564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:09.145643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:09.204860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:09.205995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:09.206087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:09.206120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:09.329903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:09.330272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:09.330314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:09.330343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:09.334332] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2026-02-10T20:30:09.334648] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2026-02-10T20:30:09.334792] [INFO ] [sig       ] QTRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:09.479793] [INFO ] [LOCAL     ] Saved forecast: QTRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QTRX.txt
[2026-02-10T20:30:09.479963] [INFO ] [sig       ] [2533/3417] Completed QTRX in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-10T20:30:09.480005] [INFO ] [sig       ] [2534/3417] Forecasting QTTB...
[2026-02-10T20:30:09.480035] [INFO ] [sig       ] Generating forecast for: QTTB
[2026-02-10T20:30:09.480065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2026-02-10T20:30:09.491951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2026-02-10T20:30:09.492327] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2026-02-10T20:30:09.493191] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2026-02-10T20:30:09.493246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:09.493279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:09.493320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:09.493382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:09.552117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:09.553069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:09.553154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:09.553185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:09.673494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:09.673693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:09.673735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:09.673765] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:09.677678] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2026-02-10T20:30:09.678115] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2026-02-10T20:30:09.678282] [INFO ] [sig       ] QTTB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:09.830180] [INFO ] [LOCAL     ] Saved forecast: QTTB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QTTB.txt
[2026-02-10T20:30:09.830405] [INFO ] [sig       ] [2534/3417] Completed QTTB in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.3m
[2026-02-10T20:30:09.830470] [INFO ] [sig       ] [2535/3417] Forecasting QTUM...
[2026-02-10T20:30:09.830520] [INFO ] [sig       ] Generating forecast for: QTUM
[2026-02-10T20:30:09.830590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2026-02-10T20:30:09.844279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2026-02-10T20:30:09.844806] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2026-02-10T20:30:09.845789] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2026-02-10T20:30:09.845863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:09.845898] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:09.845927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:09.845987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:09.930676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:09.931552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:09.931698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:09.931732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:10.062751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:10.062925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:10.062973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:10.063004] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:10.066683] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2026-02-10T20:30:10.066968] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2026-02-10T20:30:10.067100] [INFO ] [sig       ] QTUM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:10.212012] [INFO ] [LOCAL     ] Saved forecast: QTUM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QTUM.txt
[2026-02-10T20:30:10.212153] [INFO ] [sig       ] [2535/3417] Completed QTUM in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:10.212193] [INFO ] [sig       ] [2536/3417] Forecasting QTWO...
[2026-02-10T20:30:10.212225] [INFO ] [sig       ] Generating forecast for: QTWO
[2026-02-10T20:30:10.212255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2026-02-10T20:30:10.223789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2026-02-10T20:30:10.224099] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2026-02-10T20:30:10.224916] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2026-02-10T20:30:10.224970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:10.225003] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:10.225032] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:10.225091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:10.281724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:10.282614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:10.282702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:10.282736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:10.407548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:10.407719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:10.407769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:10.407805] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:10.411808] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2026-02-10T20:30:10.412088] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2026-02-10T20:30:10.412219] [INFO ] [sig       ] QTWO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:10.559771] [INFO ] [LOCAL     ] Saved forecast: QTWO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QTWO.txt
[2026-02-10T20:30:10.559921] [INFO ] [sig       ] [2536/3417] Completed QTWO in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:10.559963] [INFO ] [sig       ] [2537/3417] Forecasting QUAD...
[2026-02-10T20:30:10.559996] [INFO ] [sig       ] Generating forecast for: QUAD
[2026-02-10T20:30:10.560026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2026-02-10T20:30:10.571322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2026-02-10T20:30:10.571658] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2026-02-10T20:30:10.572474] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2026-02-10T20:30:10.572529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:10.572563] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:10.572615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:10.572676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:10.633008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:10.633883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:10.633973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:10.634008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:10.758976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:10.759152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:10.759198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:10.759228] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:10.763814] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=28.42%)
[2026-02-10T20:30:10.764158] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2026-02-10T20:30:10.764315] [INFO ] [sig       ] QUAD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:10.905107] [INFO ] [LOCAL     ] Saved forecast: QUAD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QUAD.txt
[2026-02-10T20:30:10.905255] [INFO ] [sig       ] [2537/3417] Completed QUAD in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:10.905296] [INFO ] [sig       ] [2538/3417] Forecasting QUIK...
[2026-02-10T20:30:10.905328] [INFO ] [sig       ] Generating forecast for: QUIK
[2026-02-10T20:30:10.905366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2026-02-10T20:30:10.917166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2026-02-10T20:30:10.917514] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2026-02-10T20:30:10.918336] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2026-02-10T20:30:10.918393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:10.918427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:10.918457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:10.918515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:10.977987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:10.978800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:10.978887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:10.978918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:11.097617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:11.097783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:11.097825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:11.097856] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:11.101338] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=37.30%)
[2026-02-10T20:30:11.101660] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2026-02-10T20:30:11.101798] [INFO ] [sig       ] QUIK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:11.240676] [INFO ] [LOCAL     ] Saved forecast: QUIK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QUIK.txt
[2026-02-10T20:30:11.240859] [INFO ] [sig       ] [2538/3417] Completed QUIK in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:11.240901] [INFO ] [sig       ] [2539/3417] Forecasting QURE...
[2026-02-10T20:30:11.240932] [INFO ] [sig       ] Generating forecast for: QURE
[2026-02-10T20:30:11.240962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2026-02-10T20:30:11.252911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2026-02-10T20:30:11.253260] [INFO ] [FORECASTER] Starting predict_future for QURE
[2026-02-10T20:30:11.254103] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2026-02-10T20:30:11.254157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:11.254191] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:11.254219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:11.254276] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:11.317988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:11.319111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:11.319200] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:11.319241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:11.445489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:11.445667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:11.445709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:11.445738] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:11.449198] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=42.85%)
[2026-02-10T20:30:11.449480] [INFO ] [FORECASTER] Completed predict_future for QURE
[2026-02-10T20:30:11.449635] [INFO ] [sig       ] QURE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:11.597448] [INFO ] [LOCAL     ] Saved forecast: QURE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/QURE.txt
[2026-02-10T20:30:11.597624] [INFO ] [sig       ] [2539/3417] Completed QURE in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:11.597672] [INFO ] [sig       ] [2540/3417] Forecasting QVAL...
[2026-02-10T20:30:11.597702] [INFO ] [sig       ] Generating forecast for: QVAL
[2026-02-10T20:30:11.597733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2026-02-10T20:30:11.610413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2026-02-10T20:30:11.610788] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2026-02-10T20:30:11.611670] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2026-02-10T20:30:11.611724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:11.611764] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:11.611806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:11.611890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:11.674368] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:11.675339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:11.675431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:11.675466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:11.807290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:11.807457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:11.807499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:11.807529] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:11.811232] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2026-02-10T20:30:11.811547] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2026-02-10T20:30:11.811717] [INFO ] [sig       ] QVAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:11.960122] [INFO ] [LOCAL     ] Saved forecast: QVAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QVAL.txt
[2026-02-10T20:30:11.960280] [INFO ] [sig       ] [2540/3417] Completed QVAL in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:11.960322] [INFO ] [sig       ] [2541/3417] Forecasting QVCC...
[2026-02-10T20:30:11.960352] [INFO ] [sig       ] Generating forecast for: QVCC
[2026-02-10T20:30:11.960381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2026-02-10T20:30:11.973120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2026-02-10T20:30:11.973499] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2026-02-10T20:30:11.974299] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2026-02-10T20:30:11.974353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:11.974385] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:11.974413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:11.974469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:12.031375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:12.032263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:12.032353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:12.032386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:12.152450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:12.152637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:12.152680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:12.152710] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:12.156171] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2026-02-10T20:30:12.156454] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2026-02-10T20:30:12.156604] [INFO ] [sig       ] QVCC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:12.297125] [INFO ] [LOCAL     ] Saved forecast: QVCC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QVCC.txt
[2026-02-10T20:30:12.297266] [INFO ] [sig       ] [2541/3417] Completed QVCC in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:12.297306] [INFO ] [sig       ] [2542/3417] Forecasting QYLD...
[2026-02-10T20:30:12.297336] [INFO ] [sig       ] Generating forecast for: QYLD
[2026-02-10T20:30:12.297366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2026-02-10T20:30:12.310415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2026-02-10T20:30:12.310775] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2026-02-10T20:30:12.311767] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2026-02-10T20:30:12.311832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:12.311901] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:12.311936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:12.311993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:12.370744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:12.371554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:12.371658] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:12.371692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:12.490775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:12.490950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:12.490992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:12.491020] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:12.494479] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2026-02-10T20:30:12.494784] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2026-02-10T20:30:12.494921] [INFO ] [sig       ] QYLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:12.646617] [INFO ] [LOCAL     ] Saved forecast: QYLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QYLD.txt
[2026-02-10T20:30:12.646793] [INFO ] [sig       ] [2542/3417] Completed QYLD in 0.3s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:12.646835] [INFO ] [sig       ] [2543/3417] Forecasting QYLG...
[2026-02-10T20:30:12.646867] [INFO ] [sig       ] Generating forecast for: QYLG
[2026-02-10T20:30:12.646897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2026-02-10T20:30:12.659185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2026-02-10T20:30:12.659640] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2026-02-10T20:30:12.660548] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2026-02-10T20:30:12.660638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:12.660676] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:12.660706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:12.660765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:12.725456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:12.726626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:12.726718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:12.726751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:12.855914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:12.856083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:12.856125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:12.856154] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:12.860439] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2026-02-10T20:30:12.860779] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2026-02-10T20:30:12.860927] [INFO ] [sig       ] QYLG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:13.009124] [INFO ] [LOCAL     ] Saved forecast: QYLG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/QYLG.txt
[2026-02-10T20:30:13.009495] [INFO ] [sig       ] [2543/3417] Completed QYLG in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:13.009538] [INFO ] [sig       ] [2544/3417] Forecasting RA...
[2026-02-10T20:30:13.009567] [INFO ] [sig       ] Generating forecast for: RA
[2026-02-10T20:30:13.009619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2026-02-10T20:30:13.021757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2026-02-10T20:30:13.022171] [INFO ] [FORECASTER] Starting predict_future for RA
[2026-02-10T20:30:13.023044] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2026-02-10T20:30:13.023097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:13.023130] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:13.023158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:13.023215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:13.089760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:13.090967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:13.091090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:13.091140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:13.257524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:13.257742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:13.257810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:13.257860] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:13.262602] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2026-02-10T20:30:13.263030] [INFO ] [FORECASTER] Completed predict_future for RA
[2026-02-10T20:30:13.263230] [INFO ] [sig       ] RA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:13.410906] [INFO ] [LOCAL     ] Saved forecast: RA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RA.txt
[2026-02-10T20:30:13.411079] [INFO ] [sig       ] [2544/3417] Completed RA in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:13.411120] [INFO ] [sig       ] [2545/3417] Forecasting RACE...
[2026-02-10T20:30:13.411151] [INFO ] [sig       ] Generating forecast for: RACE
[2026-02-10T20:30:13.411182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2026-02-10T20:30:13.423145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2026-02-10T20:30:13.423527] [INFO ] [FORECASTER] Starting predict_future for RACE
[2026-02-10T20:30:13.424510] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2026-02-10T20:30:13.424563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:13.424617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:13.424645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:13.424714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:13.484175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:13.485098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:13.485208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:13.485241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:13.627375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:13.627538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:13.627597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:13.627665] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:13.631264] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2026-02-10T20:30:13.631606] [INFO ] [FORECASTER] Completed predict_future for RACE
[2026-02-10T20:30:13.631750] [INFO ] [sig       ] RACE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:13.779996] [INFO ] [LOCAL     ] Saved forecast: RACE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RACE.txt
[2026-02-10T20:30:13.780163] [INFO ] [sig       ] [2545/3417] Completed RACE in 0.4s | 2.80 sym/s | Total: 15.1m | ETA: 5.2m
[2026-02-10T20:30:13.780205] [INFO ] [sig       ] [2546/3417] Forecasting RAIL...
[2026-02-10T20:30:13.780236] [INFO ] [sig       ] Generating forecast for: RAIL
[2026-02-10T20:30:13.780267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2026-02-10T20:30:13.791357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2026-02-10T20:30:13.791739] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2026-02-10T20:30:13.792516] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2026-02-10T20:30:13.792593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:13.792630] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:13.792657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:13.792714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:13.849804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:13.850918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:13.851010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:13.851043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:13.976237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:13.976406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:13.976448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:13.976477] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:13.979975] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2026-02-10T20:30:13.980261] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2026-02-10T20:30:13.980392] [INFO ] [sig       ] RAIL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:14.124788] [INFO ] [LOCAL     ] Saved forecast: RAIL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RAIL.txt
[2026-02-10T20:30:14.124972] [INFO ] [sig       ] [2546/3417] Completed RAIL in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-10T20:30:14.125019] [INFO ] [sig       ] [2547/3417] Forecasting RAMP...
[2026-02-10T20:30:14.125054] [INFO ] [sig       ] Generating forecast for: RAMP
[2026-02-10T20:30:14.125086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2026-02-10T20:30:14.138167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2026-02-10T20:30:14.138634] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2026-02-10T20:30:14.139606] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2026-02-10T20:30:14.139695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:14.139750] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:14.139790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:14.139883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:14.200801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:14.201830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:14.201914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:14.201948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:14.326901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:14.327072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:14.327122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:14.327159] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:14.330814] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2026-02-10T20:30:14.331102] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2026-02-10T20:30:14.331236] [INFO ] [sig       ] RAMP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:14.473540] [INFO ] [LOCAL     ] Saved forecast: RAMP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RAMP.txt
[2026-02-10T20:30:14.473705] [INFO ] [sig       ] [2547/3417] Completed RAMP in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-10T20:30:14.473746] [INFO ] [sig       ] [2548/3417] Forecasting RARE...
[2026-02-10T20:30:14.473776] [INFO ] [sig       ] Generating forecast for: RARE
[2026-02-10T20:30:14.473807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2026-02-10T20:30:14.485657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2026-02-10T20:30:14.485956] [INFO ] [FORECASTER] Starting predict_future for RARE
[2026-02-10T20:30:14.486759] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2026-02-10T20:30:14.486814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:14.486846] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:14.486873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:14.486930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:14.543490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:14.544335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:14.544422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:14.544455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:14.670684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:14.670853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:14.670902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:14.670939] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:14.674654] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2026-02-10T20:30:14.674968] [INFO ] [FORECASTER] Completed predict_future for RARE
[2026-02-10T20:30:14.675109] [INFO ] [sig       ] RARE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:14.815811] [INFO ] [LOCAL     ] Saved forecast: RARE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RARE.txt
[2026-02-10T20:30:14.815940] [INFO ] [sig       ] [2548/3417] Completed RARE in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-10T20:30:14.815982] [INFO ] [sig       ] [2549/3417] Forecasting RAVE...
[2026-02-10T20:30:14.816014] [INFO ] [sig       ] Generating forecast for: RAVE
[2026-02-10T20:30:14.816045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2026-02-10T20:30:14.827029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2026-02-10T20:30:14.827290] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2026-02-10T20:30:14.828093] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2026-02-10T20:30:14.828146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:14.828178] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:14.828205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:14.828260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:14.887313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:14.888114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:14.888198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:14.888231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:14.997793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:14.997951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:14.997994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:14.998024] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:15.001648] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=86.75%)
[2026-02-10T20:30:15.001930] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2026-02-10T20:30:15.002064] [INFO ] [sig       ] RAVE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:15.142487] [INFO ] [LOCAL     ] Saved forecast: RAVE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RAVE.txt
[2026-02-10T20:30:15.142661] [INFO ] [sig       ] [2549/3417] Completed RAVE in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-10T20:30:15.142710] [INFO ] [sig       ] [2550/3417] Forecasting RAY...
[2026-02-10T20:30:15.142741] [INFO ] [sig       ] Generating forecast for: RAY
[2026-02-10T20:30:15.142773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2026-02-10T20:30:15.159781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2026-02-10T20:30:15.160346] [INFO ] [FORECASTER] Starting predict_future for RAY
[2026-02-10T20:30:15.161625] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2026-02-10T20:30:15.161701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:15.161755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:15.161805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:15.161906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:15.223062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:15.224002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:15.224090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:15.224124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:15.339304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:15.339467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:15.339510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:15.339541] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:15.343120] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2026-02-10T20:30:15.343415] [INFO ] [FORECASTER] Completed predict_future for RAY
[2026-02-10T20:30:15.343551] [INFO ] [sig       ] RAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:15.489748] [INFO ] [LOCAL     ] Saved forecast: RAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RAY.txt
[2026-02-10T20:30:15.489926] [INFO ] [sig       ] [2550/3417] Completed RAY in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-10T20:30:15.489970] [INFO ] [sig       ] [2551/3417] Forecasting RBA...
[2026-02-10T20:30:15.490001] [INFO ] [sig       ] Generating forecast for: RBA
[2026-02-10T20:30:15.490032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2026-02-10T20:30:15.502183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2026-02-10T20:30:15.502611] [INFO ] [FORECASTER] Starting predict_future for RBA
[2026-02-10T20:30:15.503416] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2026-02-10T20:30:15.503470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:15.503502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:15.503529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:15.503613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:15.565450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:15.566350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:15.566438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:15.566474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:15.705600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:15.705765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:15.705806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:15.705836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:15.709532] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2026-02-10T20:30:15.709834] [INFO ] [FORECASTER] Completed predict_future for RBA
[2026-02-10T20:30:15.709969] [INFO ] [sig       ] RBA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:15.866538] [INFO ] [LOCAL     ] Saved forecast: RBA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RBA.txt
[2026-02-10T20:30:15.866730] [INFO ] [sig       ] [2551/3417] Completed RBA in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.2m
[2026-02-10T20:30:15.866777] [INFO ] [sig       ] [2552/3417] Forecasting RBB...
[2026-02-10T20:30:15.866808] [INFO ] [sig       ] Generating forecast for: RBB
[2026-02-10T20:30:15.866839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2026-02-10T20:30:15.879331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2026-02-10T20:30:15.879669] [INFO ] [FORECASTER] Starting predict_future for RBB
[2026-02-10T20:30:15.880461] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2026-02-10T20:30:15.880513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:15.880545] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:15.880600] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:15.880661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:15.940297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:15.941014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:15.941124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:15.941158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:16.069987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:16.070317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:16.070356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:16.070386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:16.073783] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2026-02-10T20:30:16.074084] [INFO ] [FORECASTER] Completed predict_future for RBB
[2026-02-10T20:30:16.074216] [INFO ] [sig       ] RBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:16.215098] [INFO ] [LOCAL     ] Saved forecast: RBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RBB.txt
[2026-02-10T20:30:16.215243] [INFO ] [sig       ] [2552/3417] Completed RBB in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:16.215284] [INFO ] [sig       ] [2553/3417] Forecasting RBC...
[2026-02-10T20:30:16.215315] [INFO ] [sig       ] Generating forecast for: RBC
[2026-02-10T20:30:16.215345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2026-02-10T20:30:16.226765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2026-02-10T20:30:16.227082] [INFO ] [FORECASTER] Starting predict_future for RBC
[2026-02-10T20:30:16.227917] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2026-02-10T20:30:16.227973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:16.228006] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:16.228065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:16.228132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:16.286927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:16.288011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:16.288131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:16.288166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:16.411432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:16.411617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:16.411662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:16.411692] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:16.415276] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=53.03%)
[2026-02-10T20:30:16.415599] [INFO ] [FORECASTER] Completed predict_future for RBC
[2026-02-10T20:30:16.415741] [INFO ] [sig       ] RBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:16.567352] [INFO ] [LOCAL     ] Saved forecast: RBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RBC.txt
[2026-02-10T20:30:16.567515] [INFO ] [sig       ] [2553/3417] Completed RBC in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:16.567556] [INFO ] [sig       ] [2554/3417] Forecasting RBCAA...
[2026-02-10T20:30:16.567610] [INFO ] [sig       ] Generating forecast for: RBCAA
[2026-02-10T20:30:16.567642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2026-02-10T20:30:16.584118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2026-02-10T20:30:16.584541] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2026-02-10T20:30:16.585346] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2026-02-10T20:30:16.585399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:16.585431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:16.585459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:16.585516] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:16.646371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:16.647602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:16.647779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:16.647819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:16.771061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:16.771218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:16.771287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:16.771320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:16.775100] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2026-02-10T20:30:16.775383] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2026-02-10T20:30:16.775519] [INFO ] [sig       ] RBCAA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:16.922762] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RBCAA.txt
[2026-02-10T20:30:16.922918] [INFO ] [sig       ] [2554/3417] Completed RBCAA in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:16.922960] [INFO ] [sig       ] [2555/3417] Forecasting RBLX...
[2026-02-10T20:30:16.922991] [INFO ] [sig       ] Generating forecast for: RBLX
[2026-02-10T20:30:16.923021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2026-02-10T20:30:16.934815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2026-02-10T20:30:16.935345] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2026-02-10T20:30:16.936151] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2026-02-10T20:30:16.936206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:16.936239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:16.936267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:16.936325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:17.008864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:17.009766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:17.009858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:17.009892] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:17.131476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:17.131647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:17.131690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:17.131719] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:17.135180] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2026-02-10T20:30:17.135457] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2026-02-10T20:30:17.135604] [INFO ] [sig       ] RBLX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:17.283049] [INFO ] [LOCAL     ] Saved forecast: RBLX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RBLX.txt
[2026-02-10T20:30:17.283225] [INFO ] [sig       ] [2555/3417] Completed RBLX in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:17.283272] [INFO ] [sig       ] [2556/3417] Forecasting RC...
[2026-02-10T20:30:17.283305] [INFO ] [sig       ] Generating forecast for: RC
[2026-02-10T20:30:17.283335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2026-02-10T20:30:17.295044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2026-02-10T20:30:17.295344] [INFO ] [FORECASTER] Starting predict_future for RC
[2026-02-10T20:30:17.296174] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2026-02-10T20:30:17.296228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:17.296260] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:17.296287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:17.296345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:17.355199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:17.356048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:17.356143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:17.356178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:17.486688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:17.486854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:17.486894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:17.486926] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:17.490491] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2026-02-10T20:30:17.490804] [INFO ] [FORECASTER] Completed predict_future for RC
[2026-02-10T20:30:17.490938] [INFO ] [sig       ] RC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:17.634029] [INFO ] [LOCAL     ] Saved forecast: RC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RC.txt
[2026-02-10T20:30:17.634205] [INFO ] [sig       ] [2556/3417] Completed RC in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:17.634261] [INFO ] [sig       ] [2557/3417] Forecasting RCEL...
[2026-02-10T20:30:17.634292] [INFO ] [sig       ] Generating forecast for: RCEL
[2026-02-10T20:30:17.634322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2026-02-10T20:30:17.645860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2026-02-10T20:30:17.646228] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2026-02-10T20:30:17.647128] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2026-02-10T20:30:17.647183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:17.647215] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:17.647242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:17.647300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:17.705569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:17.706499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:17.706605] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:17.706641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:17.835032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:17.835192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:17.835234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:17.835264] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:17.839266] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2026-02-10T20:30:17.839561] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2026-02-10T20:30:17.839721] [INFO ] [sig       ] RCEL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:17.986024] [INFO ] [LOCAL     ] Saved forecast: RCEL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RCEL.txt
[2026-02-10T20:30:17.986191] [INFO ] [sig       ] [2557/3417] Completed RCEL in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:17.986234] [INFO ] [sig       ] [2558/3417] Forecasting RCI...
[2026-02-10T20:30:17.986264] [INFO ] [sig       ] Generating forecast for: RCI
[2026-02-10T20:30:17.986294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2026-02-10T20:30:17.997915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2026-02-10T20:30:17.998355] [INFO ] [FORECASTER] Starting predict_future for RCI
[2026-02-10T20:30:17.999238] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2026-02-10T20:30:17.999295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:17.999344] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:17.999375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:17.999433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:18.058140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:18.059061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:18.059151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:18.059185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:18.181951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:18.182122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:18.182163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:18.182194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:18.185817] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=44.36%)
[2026-02-10T20:30:18.186117] [INFO ] [FORECASTER] Completed predict_future for RCI
[2026-02-10T20:30:18.186273] [INFO ] [sig       ] RCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:18.328658] [INFO ] [LOCAL     ] Saved forecast: RCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RCI.txt
[2026-02-10T20:30:18.328826] [INFO ] [sig       ] [2558/3417] Completed RCI in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:18.328868] [INFO ] [sig       ] [2559/3417] Forecasting RCKY...
[2026-02-10T20:30:18.328899] [INFO ] [sig       ] Generating forecast for: RCKY
[2026-02-10T20:30:18.328929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2026-02-10T20:30:18.340207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2026-02-10T20:30:18.340552] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2026-02-10T20:30:18.341512] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2026-02-10T20:30:18.341566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:18.341651] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:18.341682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:18.341740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:18.400183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:18.401098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:18.401187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:18.401222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:18.524879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:18.525056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:18.525103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:18.525133] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:18.529070] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=72.62%)
[2026-02-10T20:30:18.529375] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2026-02-10T20:30:18.529506] [INFO ] [sig       ] RCKY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:18.676306] [INFO ] [LOCAL     ] Saved forecast: RCKY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RCKY.txt
[2026-02-10T20:30:18.676468] [INFO ] [sig       ] [2559/3417] Completed RCKY in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:18.676522] [INFO ] [sig       ] [2560/3417] Forecasting RCL...
[2026-02-10T20:30:18.676553] [INFO ] [sig       ] Generating forecast for: RCL
[2026-02-10T20:30:18.676605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2026-02-10T20:30:18.689646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2026-02-10T20:30:18.690073] [INFO ] [FORECASTER] Starting predict_future for RCL
[2026-02-10T20:30:18.690935] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2026-02-10T20:30:18.690995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:18.691028] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:18.691055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:18.691113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:18.750318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:18.751247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:18.751333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:18.751367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:18.878856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:18.879019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:18.879061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:18.879090] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:18.882667] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2026-02-10T20:30:18.882952] [INFO ] [FORECASTER] Completed predict_future for RCL
[2026-02-10T20:30:18.883082] [INFO ] [sig       ] RCL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:19.027596] [INFO ] [LOCAL     ] Saved forecast: RCL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RCL.txt
[2026-02-10T20:30:19.027741] [INFO ] [sig       ] [2560/3417] Completed RCL in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:19.027781] [INFO ] [sig       ] [2561/3417] Forecasting RCS...
[2026-02-10T20:30:19.027813] [INFO ] [sig       ] Generating forecast for: RCS
[2026-02-10T20:30:19.027842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2026-02-10T20:30:19.039267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2026-02-10T20:30:19.039600] [INFO ] [FORECASTER] Starting predict_future for RCS
[2026-02-10T20:30:19.040407] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2026-02-10T20:30:19.040467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:19.040512] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:19.040545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:19.040622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:19.099163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:19.100084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:19.100184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:19.100217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:19.224373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:19.224540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:19.224604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:19.224637] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:19.228222] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2026-02-10T20:30:19.228520] [INFO ] [FORECASTER] Completed predict_future for RCS
[2026-02-10T20:30:19.228674] [INFO ] [sig       ] RCS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:19.376720] [INFO ] [LOCAL     ] Saved forecast: RCS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RCS.txt
[2026-02-10T20:30:19.376861] [INFO ] [sig       ] [2561/3417] Completed RCS in 0.3s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:19.376903] [INFO ] [sig       ] [2562/3417] Forecasting RCUS...
[2026-02-10T20:30:19.376940] [INFO ] [sig       ] Generating forecast for: RCUS
[2026-02-10T20:30:19.376972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2026-02-10T20:30:19.389873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2026-02-10T20:30:19.390240] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2026-02-10T20:30:19.391047] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2026-02-10T20:30:19.391101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:19.391136] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:19.391165] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:19.391222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:19.450403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:19.451302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:19.451390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:19.451424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:19.576414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:19.576602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:19.576646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:19.576709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:19.580528] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2026-02-10T20:30:19.580832] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2026-02-10T20:30:19.580991] [INFO ] [sig       ] RCUS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:19.729192] [INFO ] [LOCAL     ] Saved forecast: RCUS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RCUS.txt
[2026-02-10T20:30:19.729557] [INFO ] [sig       ] [2562/3417] Completed RCUS in 0.4s | 2.80 sym/s | Total: 15.2m | ETA: 5.1m
[2026-02-10T20:30:19.729618] [INFO ] [sig       ] [2563/3417] Forecasting RDCM...
[2026-02-10T20:30:19.729652] [INFO ] [sig       ] Generating forecast for: RDCM
[2026-02-10T20:30:19.729682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2026-02-10T20:30:19.742370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2026-02-10T20:30:19.742729] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2026-02-10T20:30:19.743494] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2026-02-10T20:30:19.743548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:19.743601] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:19.743632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:19.743688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:19.801260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:19.802100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:19.802186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:19.802219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:19.922310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:19.922468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:19.922510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:19.922539] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:19.925970] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2026-02-10T20:30:19.926243] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2026-02-10T20:30:19.926370] [INFO ] [sig       ] RDCM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:20.069284] [INFO ] [LOCAL     ] Saved forecast: RDCM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RDCM.txt
[2026-02-10T20:30:20.069426] [INFO ] [sig       ] [2563/3417] Completed RDCM in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-10T20:30:20.069468] [INFO ] [sig       ] [2564/3417] Forecasting RDHL...
[2026-02-10T20:30:20.069498] [INFO ] [sig       ] Generating forecast for: RDHL
[2026-02-10T20:30:20.069528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2026-02-10T20:30:20.083012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2026-02-10T20:30:20.083319] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2026-02-10T20:30:20.084120] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2026-02-10T20:30:20.084173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:20.084206] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:20.084233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:20.084291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:20.141779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:20.142452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:20.142535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:20.142568] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:20.259882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:20.260038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:20.260080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:20.260110] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:20.263509] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2026-02-10T20:30:20.263804] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2026-02-10T20:30:20.263938] [INFO ] [sig       ] RDHL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:20.404940] [INFO ] [LOCAL     ] Saved forecast: RDHL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RDHL.txt
[2026-02-10T20:30:20.405080] [INFO ] [sig       ] [2564/3417] Completed RDHL in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-10T20:30:20.405121] [INFO ] [sig       ] [2565/3417] Forecasting RDVY...
[2026-02-10T20:30:20.405153] [INFO ] [sig       ] Generating forecast for: RDVY
[2026-02-10T20:30:20.405184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2026-02-10T20:30:20.418896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2026-02-10T20:30:20.419216] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2026-02-10T20:30:20.420021] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2026-02-10T20:30:20.420074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:20.420105] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:20.420132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:20.420187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:20.477537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:20.478701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:20.478790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:20.478823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:20.604425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:20.604607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:20.604649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:20.604695] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:20.608146] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2026-02-10T20:30:20.608428] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2026-02-10T20:30:20.608561] [INFO ] [sig       ] RDVY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:20.751594] [INFO ] [LOCAL     ] Saved forecast: RDVY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RDVY.txt
[2026-02-10T20:30:20.751756] [INFO ] [sig       ] [2565/3417] Completed RDVY in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-10T20:30:20.751797] [INFO ] [sig       ] [2566/3417] Forecasting RDY...
[2026-02-10T20:30:20.751828] [INFO ] [sig       ] Generating forecast for: RDY
[2026-02-10T20:30:20.751858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2026-02-10T20:30:20.763541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2026-02-10T20:30:20.763975] [INFO ] [FORECASTER] Starting predict_future for RDY
[2026-02-10T20:30:20.764815] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2026-02-10T20:30:20.764869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:20.764902] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:20.764928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:20.764985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:20.822923] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:20.823986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:20.824071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:20.824103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:20.946843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:20.946976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:20.947022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:20.947057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:20.950339] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2026-02-10T20:30:20.950629] [INFO ] [FORECASTER] Completed predict_future for RDY
[2026-02-10T20:30:20.950757] [INFO ] [sig       ] RDY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:21.094401] [INFO ] [LOCAL     ] Saved forecast: RDY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RDY.txt
[2026-02-10T20:30:21.094564] [INFO ] [sig       ] [2566/3417] Completed RDY in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-10T20:30:21.094629] [INFO ] [sig       ] [2567/3417] Forecasting REAL...
[2026-02-10T20:30:21.094659] [INFO ] [sig       ] Generating forecast for: REAL
[2026-02-10T20:30:21.094690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2026-02-10T20:30:21.106046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2026-02-10T20:30:21.106377] [INFO ] [FORECASTER] Starting predict_future for REAL
[2026-02-10T20:30:21.107195] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2026-02-10T20:30:21.107248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:21.107279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:21.107306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:21.107361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:21.165253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:21.166366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:21.166468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:21.166502] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:21.287072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:21.287234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:21.287275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:21.287304] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:21.290742] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2026-02-10T20:30:21.291034] [INFO ] [FORECASTER] Completed predict_future for REAL
[2026-02-10T20:30:21.291181] [INFO ] [sig       ] REAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:21.433851] [INFO ] [LOCAL     ] Saved forecast: REAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/REAL.txt
[2026-02-10T20:30:21.434019] [INFO ] [sig       ] [2567/3417] Completed REAL in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-10T20:30:21.434065] [INFO ] [sig       ] [2568/3417] Forecasting REAX...
[2026-02-10T20:30:21.434095] [INFO ] [sig       ] Generating forecast for: REAX
[2026-02-10T20:30:21.434125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2026-02-10T20:30:21.449225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2026-02-10T20:30:21.449650] [INFO ] [FORECASTER] Starting predict_future for REAX
[2026-02-10T20:30:21.450455] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2026-02-10T20:30:21.450507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:21.450539] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:21.450565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:21.450646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:21.508647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:21.509602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:21.509693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:21.509727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:21.629252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:21.629416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:21.629457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:21.629485] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:21.632925] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2026-02-10T20:30:21.633215] [INFO ] [FORECASTER] Completed predict_future for REAX
[2026-02-10T20:30:21.633342] [INFO ] [sig       ] REAX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:21.786404] [INFO ] [LOCAL     ] Saved forecast: REAX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/REAX.txt
[2026-02-10T20:30:21.786566] [INFO ] [sig       ] [2568/3417] Completed REAX in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.1m
[2026-02-10T20:30:21.786633] [INFO ] [sig       ] [2569/3417] Forecasting REBN...
[2026-02-10T20:30:21.786663] [INFO ] [sig       ] Generating forecast for: REBN
[2026-02-10T20:30:21.786695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2026-02-10T20:30:21.799547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2026-02-10T20:30:21.800064] [INFO ] [FORECASTER] Starting predict_future for REBN
[2026-02-10T20:30:21.801142] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2026-02-10T20:30:21.801203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:21.801238] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:21.801295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:21.801381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:21.864120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:21.865050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:21.865181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:21.865217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:21.992389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:21.992554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:21.992617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:21.992648] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:21.996313] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2026-02-10T20:30:21.996718] [INFO ] [FORECASTER] Completed predict_future for REBN
[2026-02-10T20:30:21.996872] [INFO ] [sig       ] REBN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:22.139033] [INFO ] [LOCAL     ] Saved forecast: REBN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/REBN.txt
[2026-02-10T20:30:22.139210] [INFO ] [sig       ] [2569/3417] Completed REBN in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:22.139251] [INFO ] [sig       ] [2570/3417] Forecasting REFI...
[2026-02-10T20:30:22.139282] [INFO ] [sig       ] Generating forecast for: REFI
[2026-02-10T20:30:22.139312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2026-02-10T20:30:22.151632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2026-02-10T20:30:22.151975] [INFO ] [FORECASTER] Starting predict_future for REFI
[2026-02-10T20:30:22.152787] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2026-02-10T20:30:22.152840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:22.152872] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:22.152899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:22.152955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:22.210888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:22.211647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:22.211731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:22.211764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:22.338187] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:22.338539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:22.338601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:22.338633] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:22.342628] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2026-02-10T20:30:22.342934] [INFO ] [FORECASTER] Completed predict_future for REFI
[2026-02-10T20:30:22.343074] [INFO ] [sig       ] REFI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:22.484975] [INFO ] [LOCAL     ] Saved forecast: REFI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/REFI.txt
[2026-02-10T20:30:22.485139] [INFO ] [sig       ] [2570/3417] Completed REFI in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:22.485181] [INFO ] [sig       ] [2571/3417] Forecasting REG...
[2026-02-10T20:30:22.485211] [INFO ] [sig       ] Generating forecast for: REG
[2026-02-10T20:30:22.485241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2026-02-10T20:30:22.496443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2026-02-10T20:30:22.496779] [INFO ] [FORECASTER] Starting predict_future for REG
[2026-02-10T20:30:22.497560] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2026-02-10T20:30:22.497633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:22.497665] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:22.497693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:22.497749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:22.555687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:22.556641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:22.556729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:22.556763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:22.679133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:22.679303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:22.679345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:22.679375] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:22.683336] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2026-02-10T20:30:22.683733] [INFO ] [FORECASTER] Completed predict_future for REG
[2026-02-10T20:30:22.683902] [INFO ] [sig       ] REG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:22.840322] [INFO ] [LOCAL     ] Saved forecast: REG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/REG.txt
[2026-02-10T20:30:22.840470] [INFO ] [sig       ] [2571/3417] Completed REG in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:22.840514] [INFO ] [sig       ] [2572/3417] Forecasting REGN...
[2026-02-10T20:30:22.840545] [INFO ] [sig       ] Generating forecast for: REGN
[2026-02-10T20:30:22.840596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2026-02-10T20:30:22.853397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2026-02-10T20:30:22.853755] [INFO ] [FORECASTER] Starting predict_future for REGN
[2026-02-10T20:30:22.854617] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2026-02-10T20:30:22.854672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:22.854704] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:22.854735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:22.854806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:22.913306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:22.914119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:22.914206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:22.914414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:23.036643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:23.036801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:23.036841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:23.036871] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:23.040398] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=36.77%)
[2026-02-10T20:30:23.040706] [INFO ] [FORECASTER] Completed predict_future for REGN
[2026-02-10T20:30:23.040839] [INFO ] [sig       ] REGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:23.186220] [INFO ] [LOCAL     ] Saved forecast: REGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/REGN.txt
[2026-02-10T20:30:23.186457] [INFO ] [sig       ] [2572/3417] Completed REGN in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:23.186517] [INFO ] [sig       ] [2573/3417] Forecasting RELL...
[2026-02-10T20:30:23.186561] [INFO ] [sig       ] Generating forecast for: RELL
[2026-02-10T20:30:23.186650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2026-02-10T20:30:23.198328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2026-02-10T20:30:23.198745] [INFO ] [FORECASTER] Starting predict_future for RELL
[2026-02-10T20:30:23.199639] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2026-02-10T20:30:23.199695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:23.199728] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:23.199754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:23.199812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:23.256844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:23.257685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:23.257771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:23.257805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:23.381926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:23.382090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:23.382132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:23.382161] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:23.386344] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2026-02-10T20:30:23.386693] [INFO ] [FORECASTER] Completed predict_future for RELL
[2026-02-10T20:30:23.386848] [INFO ] [sig       ] RELL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:23.536847] [INFO ] [LOCAL     ] Saved forecast: RELL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RELL.txt
[2026-02-10T20:30:23.537003] [INFO ] [sig       ] [2573/3417] Completed RELL in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:23.537045] [INFO ] [sig       ] [2574/3417] Forecasting RELX...
[2026-02-10T20:30:23.537079] [INFO ] [sig       ] Generating forecast for: RELX
[2026-02-10T20:30:23.537121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2026-02-10T20:30:23.549079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2026-02-10T20:30:23.549485] [INFO ] [FORECASTER] Starting predict_future for RELX
[2026-02-10T20:30:23.550313] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2026-02-10T20:30:23.550368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:23.550402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:23.550429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:23.550487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:23.609378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:23.610300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:23.610389] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:23.610423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:23.738835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:23.739003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:23.739048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:23.739084] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:23.742627] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2026-02-10T20:30:23.742914] [INFO ] [FORECASTER] Completed predict_future for RELX
[2026-02-10T20:30:23.743044] [INFO ] [sig       ] RELX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:23.884080] [INFO ] [LOCAL     ] Saved forecast: RELX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RELX.txt
[2026-02-10T20:30:23.884229] [INFO ] [sig       ] [2574/3417] Completed RELX in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:23.884269] [INFO ] [sig       ] [2575/3417] Forecasting RELY...
[2026-02-10T20:30:23.884301] [INFO ] [sig       ] Generating forecast for: RELY
[2026-02-10T20:30:23.884331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2026-02-10T20:30:23.895456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2026-02-10T20:30:23.895820] [INFO ] [FORECASTER] Starting predict_future for RELY
[2026-02-10T20:30:23.896648] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2026-02-10T20:30:23.896702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:23.896737] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:23.896765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:23.896824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:23.954268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:23.954958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:23.955041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:23.955073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:24.074696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:24.074852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:24.074894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:24.074924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:24.078380] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2026-02-10T20:30:24.078681] [INFO ] [FORECASTER] Completed predict_future for RELY
[2026-02-10T20:30:24.078811] [INFO ] [sig       ] RELY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:24.221352] [INFO ] [LOCAL     ] Saved forecast: RELY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RELY.txt
[2026-02-10T20:30:24.221487] [INFO ] [sig       ] [2575/3417] Completed RELY in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:24.221527] [INFO ] [sig       ] [2576/3417] Forecasting REPL...
[2026-02-10T20:30:24.221556] [INFO ] [sig       ] Generating forecast for: REPL
[2026-02-10T20:30:24.221607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2026-02-10T20:30:24.233633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2026-02-10T20:30:24.233952] [INFO ] [FORECASTER] Starting predict_future for REPL
[2026-02-10T20:30:24.234972] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2026-02-10T20:30:24.235032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:24.235112] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:24.235158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:24.235419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:24.296213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:24.297275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:24.297363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:24.297397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:24.428975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:24.429136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:24.429179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:24.429226] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:24.432721] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2026-02-10T20:30:24.433000] [INFO ] [FORECASTER] Completed predict_future for REPL
[2026-02-10T20:30:24.433134] [INFO ] [sig       ] REPL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:24.579740] [INFO ] [LOCAL     ] Saved forecast: REPL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/REPL.txt
[2026-02-10T20:30:24.579907] [INFO ] [sig       ] [2576/3417] Completed REPL in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:24.579950] [INFO ] [sig       ] [2577/3417] Forecasting RERE...
[2026-02-10T20:30:24.579983] [INFO ] [sig       ] Generating forecast for: RERE
[2026-02-10T20:30:24.580014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2026-02-10T20:30:24.592323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2026-02-10T20:30:24.592761] [INFO ] [FORECASTER] Starting predict_future for RERE
[2026-02-10T20:30:24.593568] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2026-02-10T20:30:24.593639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:24.593684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:24.593712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:24.593768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:24.651263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:24.652205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:24.652296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:24.652330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:24.779437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:24.779631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:24.779678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:24.779709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:24.783976] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2026-02-10T20:30:24.784320] [INFO ] [FORECASTER] Completed predict_future for RERE
[2026-02-10T20:30:24.784464] [INFO ] [sig       ] RERE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:24.934281] [INFO ] [LOCAL     ] Saved forecast: RERE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RERE.txt
[2026-02-10T20:30:24.934445] [INFO ] [sig       ] [2577/3417] Completed RERE in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:24.934486] [INFO ] [sig       ] [2578/3417] Forecasting RES...
[2026-02-10T20:30:24.934517] [INFO ] [sig       ] Generating forecast for: RES
[2026-02-10T20:30:24.934549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2026-02-10T20:30:24.946746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2026-02-10T20:30:24.947111] [INFO ] [FORECASTER] Starting predict_future for RES
[2026-02-10T20:30:24.948161] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2026-02-10T20:30:24.948229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:24.948264] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:24.948294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:24.948353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:25.012753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:25.013662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:25.013751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:25.013785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:25.139025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:25.139192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:25.139235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:25.139265] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:25.142914] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=60.09%)
[2026-02-10T20:30:25.143210] [INFO ] [FORECASTER] Completed predict_future for RES
[2026-02-10T20:30:25.143348] [INFO ] [sig       ] RES: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:25.290379] [INFO ] [LOCAL     ] Saved forecast: RES	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RES.txt
[2026-02-10T20:30:25.290544] [INFO ] [sig       ] [2578/3417] Completed RES in 0.4s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:25.290607] [INFO ] [sig       ] [2579/3417] Forecasting REX...
[2026-02-10T20:30:25.290639] [INFO ] [sig       ] Generating forecast for: REX
[2026-02-10T20:30:25.290672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2026-02-10T20:30:25.302817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2026-02-10T20:30:25.303172] [INFO ] [FORECASTER] Starting predict_future for REX
[2026-02-10T20:30:25.303968] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2026-02-10T20:30:25.304022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:25.304056] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:25.304084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:25.304142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:25.363468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:25.364414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:25.364505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:25.364538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:25.484219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:25.484398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:25.484441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:25.484524] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:25.488141] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2026-02-10T20:30:25.488433] [INFO ] [FORECASTER] Completed predict_future for REX
[2026-02-10T20:30:25.488570] [INFO ] [sig       ] REX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:25.633992] [INFO ] [LOCAL     ] Saved forecast: REX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/REX.txt
[2026-02-10T20:30:25.634164] [INFO ] [sig       ] [2579/3417] Completed REX in 0.3s | 2.80 sym/s | Total: 15.3m | ETA: 5.0m
[2026-02-10T20:30:25.634208] [INFO ] [sig       ] [2580/3417] Forecasting REYN...
[2026-02-10T20:30:25.634240] [INFO ] [sig       ] Generating forecast for: REYN
[2026-02-10T20:30:25.634275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2026-02-10T20:30:25.646165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2026-02-10T20:30:25.646502] [INFO ] [FORECASTER] Starting predict_future for REYN
[2026-02-10T20:30:25.647309] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2026-02-10T20:30:25.647364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:25.647399] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:25.647429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:25.647517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:25.706753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:25.707549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:25.707655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:25.707691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:25.829723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:25.829884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:25.829924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:25.829953] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:25.833562] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2026-02-10T20:30:25.833870] [INFO ] [FORECASTER] Completed predict_future for REYN
[2026-02-10T20:30:25.833999] [INFO ] [sig       ] REYN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:25.980206] [INFO ] [LOCAL     ] Saved forecast: REYN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/REYN.txt
[2026-02-10T20:30:25.980561] [INFO ] [sig       ] [2580/3417] Completed REYN in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-10T20:30:25.980624] [INFO ] [sig       ] [2581/3417] Forecasting REZI...
[2026-02-10T20:30:25.980656] [INFO ] [sig       ] Generating forecast for: REZI
[2026-02-10T20:30:25.980686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2026-02-10T20:30:25.992049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2026-02-10T20:30:25.992526] [INFO ] [FORECASTER] Starting predict_future for REZI
[2026-02-10T20:30:25.993465] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2026-02-10T20:30:25.993518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:25.993549] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:25.993602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:25.993663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:26.056969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:26.057986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:26.058122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:26.058172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:26.190848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:26.191023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:26.191076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:26.191109] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:26.194898] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2026-02-10T20:30:26.195196] [INFO ] [FORECASTER] Completed predict_future for REZI
[2026-02-10T20:30:26.195333] [INFO ] [sig       ] REZI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:26.340930] [INFO ] [LOCAL     ] Saved forecast: REZI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/REZI.txt
[2026-02-10T20:30:26.341087] [INFO ] [sig       ] [2581/3417] Completed REZI in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-10T20:30:26.341130] [INFO ] [sig       ] [2582/3417] Forecasting RF...
[2026-02-10T20:30:26.341162] [INFO ] [sig       ] Generating forecast for: RF
[2026-02-10T20:30:26.341195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2026-02-10T20:30:26.353994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2026-02-10T20:30:26.354527] [INFO ] [FORECASTER] Starting predict_future for RF
[2026-02-10T20:30:26.355536] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2026-02-10T20:30:26.355629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:26.355679] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:26.355713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:26.355774] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:26.416102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:26.416956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:26.417045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:26.417080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:26.543874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:26.544033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:26.544073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:26.544102] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:26.547498] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2026-02-10T20:30:26.547789] [INFO ] [FORECASTER] Completed predict_future for RF
[2026-02-10T20:30:26.547918] [INFO ] [sig       ] RF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:26.693439] [INFO ] [LOCAL     ] Saved forecast: RF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RF.txt
[2026-02-10T20:30:26.693605] [INFO ] [sig       ] [2582/3417] Completed RF in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-10T20:30:26.693651] [INFO ] [sig       ] [2583/3417] Forecasting RFI...
[2026-02-10T20:30:26.693694] [INFO ] [sig       ] Generating forecast for: RFI
[2026-02-10T20:30:26.693737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2026-02-10T20:30:26.706593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2026-02-10T20:30:26.706890] [INFO ] [FORECASTER] Starting predict_future for RFI
[2026-02-10T20:30:26.707669] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2026-02-10T20:30:26.707722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:26.707756] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:26.707783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:26.707840] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:26.767061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:26.768224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:26.768504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:26.768538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:26.891350] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:26.891513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:26.891553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:26.891602] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:26.895069] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2026-02-10T20:30:26.895346] [INFO ] [FORECASTER] Completed predict_future for RFI
[2026-02-10T20:30:26.895474] [INFO ] [sig       ] RFI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:27.036340] [INFO ] [LOCAL     ] Saved forecast: RFI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RFI.txt
[2026-02-10T20:30:27.036505] [INFO ] [sig       ] [2583/3417] Completed RFI in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-10T20:30:27.036546] [INFO ] [sig       ] [2584/3417] Forecasting RFL...
[2026-02-10T20:30:27.036598] [INFO ] [sig       ] Generating forecast for: RFL
[2026-02-10T20:30:27.036631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2026-02-10T20:30:27.048099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2026-02-10T20:30:27.048440] [INFO ] [FORECASTER] Starting predict_future for RFL
[2026-02-10T20:30:27.049236] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2026-02-10T20:30:27.049289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:27.049321] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:27.049349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:27.049405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:27.108712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:27.109845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:27.109936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:27.109970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:27.239961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:27.240117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:27.240163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:27.240193] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:27.244075] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2026-02-10T20:30:27.244361] [INFO ] [FORECASTER] Completed predict_future for RFL
[2026-02-10T20:30:27.244704] [INFO ] [sig       ] RFL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:27.397798] [INFO ] [LOCAL     ] Saved forecast: RFL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RFL.txt
[2026-02-10T20:30:27.397980] [INFO ] [sig       ] [2584/3417] Completed RFL in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-10T20:30:27.398031] [INFO ] [sig       ] [2585/3417] Forecasting RFM...
[2026-02-10T20:30:27.398092] [INFO ] [sig       ] Generating forecast for: RFM
[2026-02-10T20:30:27.398131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2026-02-10T20:30:27.412250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2026-02-10T20:30:27.412890] [INFO ] [FORECASTER] Starting predict_future for RFM
[2026-02-10T20:30:27.413767] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2026-02-10T20:30:27.413822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:27.413855] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:27.413883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:27.413940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:27.475991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:27.476926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:27.477017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:27.477051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:27.594475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:27.594664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:27.594707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:27.594737] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:27.599113] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2026-02-10T20:30:27.599457] [INFO ] [FORECASTER] Completed predict_future for RFM
[2026-02-10T20:30:27.599624] [INFO ] [sig       ] RFM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:27.775894] [INFO ] [LOCAL     ] Saved forecast: RFM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RFM.txt
[2026-02-10T20:30:27.776070] [INFO ] [sig       ] [2585/3417] Completed RFM in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 5.0m
[2026-02-10T20:30:27.776124] [INFO ] [sig       ] [2586/3417] Forecasting RFMZ...
[2026-02-10T20:30:27.776164] [INFO ] [sig       ] Generating forecast for: RFMZ
[2026-02-10T20:30:27.776206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2026-02-10T20:30:27.789037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2026-02-10T20:30:27.789380] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2026-02-10T20:30:27.790249] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2026-02-10T20:30:27.790318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:27.790359] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:27.790394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:27.790453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:27.851761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:27.852676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:27.852788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:27.852822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:27.971655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:27.971819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:27.971864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:27.971894] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:27.975430] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2026-02-10T20:30:27.975757] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2026-02-10T20:30:27.975894] [INFO ] [sig       ] RFMZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:28.132038] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RFMZ.txt
[2026-02-10T20:30:28.132207] [INFO ] [sig       ] [2586/3417] Completed RFMZ in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:28.132249] [INFO ] [sig       ] [2587/3417] Forecasting RGA...
[2026-02-10T20:30:28.132282] [INFO ] [sig       ] Generating forecast for: RGA
[2026-02-10T20:30:28.132313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2026-02-10T20:30:28.143553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2026-02-10T20:30:28.143944] [INFO ] [FORECASTER] Starting predict_future for RGA
[2026-02-10T20:30:28.144763] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2026-02-10T20:30:28.144816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:28.144850] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:28.144877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:28.144935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:28.205027] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:28.206005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:28.206095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:28.206128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:28.329623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:28.329791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:28.329833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:28.329861] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:28.334096] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2026-02-10T20:30:28.334459] [INFO ] [FORECASTER] Completed predict_future for RGA
[2026-02-10T20:30:28.334621] [INFO ] [sig       ] RGA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:28.485909] [INFO ] [LOCAL     ] Saved forecast: RGA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RGA.txt
[2026-02-10T20:30:28.486076] [INFO ] [sig       ] [2587/3417] Completed RGA in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:28.486118] [INFO ] [sig       ] [2588/3417] Forecasting RGCO...
[2026-02-10T20:30:28.486151] [INFO ] [sig       ] Generating forecast for: RGCO
[2026-02-10T20:30:28.486182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2026-02-10T20:30:28.499126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2026-02-10T20:30:28.499715] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2026-02-10T20:30:28.500806] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2026-02-10T20:30:28.500861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:28.500894] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:28.500921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:28.500980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:28.564838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:28.565788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:28.565884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:28.565919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:28.686065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:28.686232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:28.686278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:28.686329] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:28.690614] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2026-02-10T20:30:28.690910] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2026-02-10T20:30:28.691050] [INFO ] [sig       ] RGCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:28.842252] [INFO ] [LOCAL     ] Saved forecast: RGCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RGCO.txt
[2026-02-10T20:30:28.842436] [INFO ] [sig       ] [2588/3417] Completed RGCO in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:28.842489] [INFO ] [sig       ] [2589/3417] Forecasting RGEN...
[2026-02-10T20:30:28.842520] [INFO ] [sig       ] Generating forecast for: RGEN
[2026-02-10T20:30:28.842550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2026-02-10T20:30:28.855299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2026-02-10T20:30:28.855700] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2026-02-10T20:30:28.856521] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2026-02-10T20:30:28.856595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:28.856632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:28.856662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:28.856720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:28.919688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:28.920627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:28.920718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:28.920752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:29.051961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:29.052122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:29.052186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:29.052226] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:29.056337] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2026-02-10T20:30:29.056674] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2026-02-10T20:30:29.056820] [INFO ] [sig       ] RGEN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:29.218312] [INFO ] [LOCAL     ] Saved forecast: RGEN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RGEN.txt
[2026-02-10T20:30:29.218516] [INFO ] [sig       ] [2589/3417] Completed RGEN in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:29.218561] [INFO ] [sig       ] [2590/3417] Forecasting RGLD...
[2026-02-10T20:30:29.218614] [INFO ] [sig       ] Generating forecast for: RGLD
[2026-02-10T20:30:29.218648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2026-02-10T20:30:29.230912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2026-02-10T20:30:29.231276] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2026-02-10T20:30:29.232188] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2026-02-10T20:30:29.232243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:29.232277] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:29.232303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:29.232360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:29.298106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:29.299144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:29.299326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:29.299380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:29.430465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:29.430661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:29.430713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:29.430748] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:29.435210] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2026-02-10T20:30:29.435500] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2026-02-10T20:30:29.435653] [INFO ] [sig       ] RGLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:29.590567] [INFO ] [LOCAL     ] Saved forecast: RGLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RGLD.txt
[2026-02-10T20:30:29.590741] [INFO ] [sig       ] [2590/3417] Completed RGLD in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:29.590785] [INFO ] [sig       ] [2591/3417] Forecasting RGNX...
[2026-02-10T20:30:29.590816] [INFO ] [sig       ] Generating forecast for: RGNX
[2026-02-10T20:30:29.590847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2026-02-10T20:30:29.603856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2026-02-10T20:30:29.604237] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2026-02-10T20:30:29.605069] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2026-02-10T20:30:29.605124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:29.605161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:29.605199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:29.605268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:29.670928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:29.671820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:29.671910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:29.671944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:29.800515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:29.800716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:29.800766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:29.800798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:29.804268] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2026-02-10T20:30:29.804562] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2026-02-10T20:30:29.804721] [INFO ] [sig       ] RGNX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:29.949789] [INFO ] [LOCAL     ] Saved forecast: RGNX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RGNX.txt
[2026-02-10T20:30:29.949944] [INFO ] [sig       ] [2591/3417] Completed RGNX in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:29.949986] [INFO ] [sig       ] [2592/3417] Forecasting RGP...
[2026-02-10T20:30:29.950017] [INFO ] [sig       ] Generating forecast for: RGP
[2026-02-10T20:30:29.950049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2026-02-10T20:30:29.961840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2026-02-10T20:30:29.962234] [INFO ] [FORECASTER] Starting predict_future for RGP
[2026-02-10T20:30:29.963122] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2026-02-10T20:30:29.963187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:29.963228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:29.963272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:29.963334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:30.028621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:30.029598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:30.029693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:30.029727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:30.165030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:30.165193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:30.165243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:30.165282] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:30.168940] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2026-02-10T20:30:30.169236] [INFO ] [FORECASTER] Completed predict_future for RGP
[2026-02-10T20:30:30.169397] [INFO ] [sig       ] RGP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:30.325163] [INFO ] [LOCAL     ] Saved forecast: RGP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RGP.txt
[2026-02-10T20:30:30.325336] [INFO ] [sig       ] [2592/3417] Completed RGP in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:30.325383] [INFO ] [sig       ] [2593/3417] Forecasting RGS...
[2026-02-10T20:30:30.325415] [INFO ] [sig       ] Generating forecast for: RGS
[2026-02-10T20:30:30.325448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2026-02-10T20:30:30.337952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2026-02-10T20:30:30.338342] [INFO ] [FORECASTER] Starting predict_future for RGS
[2026-02-10T20:30:30.339363] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2026-02-10T20:30:30.339424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:30.339496] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:30.339527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:30.339795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:30.409883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:30.410985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:30.411076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:30.411109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:30.535069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:30.535230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:30.535273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:30.535309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:30.538902] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2026-02-10T20:30:30.539187] [INFO ] [FORECASTER] Completed predict_future for RGS
[2026-02-10T20:30:30.539348] [INFO ] [sig       ] RGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:30.689993] [INFO ] [LOCAL     ] Saved forecast: RGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RGS.txt
[2026-02-10T20:30:30.690174] [INFO ] [sig       ] [2593/3417] Completed RGS in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:30.690225] [INFO ] [sig       ] [2594/3417] Forecasting RGTI...
[2026-02-10T20:30:30.690264] [INFO ] [sig       ] Generating forecast for: RGTI
[2026-02-10T20:30:30.690313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2026-02-10T20:30:30.702714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2026-02-10T20:30:30.703082] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2026-02-10T20:30:30.703910] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2026-02-10T20:30:30.703965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:30.703996] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:30.704024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:30.704082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:30.771446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:30.772463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:30.772553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:30.772606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:30.907766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:30.907923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:30.907966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:30.907996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:30.911587] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2026-02-10T20:30:30.911897] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2026-02-10T20:30:30.912036] [INFO ] [sig       ] RGTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:31.064391] [INFO ] [LOCAL     ] Saved forecast: RGTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RGTI.txt
[2026-02-10T20:30:31.064545] [INFO ] [sig       ] [2594/3417] Completed RGTI in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:31.064607] [INFO ] [sig       ] [2595/3417] Forecasting RH...
[2026-02-10T20:30:31.064643] [INFO ] [sig       ] Generating forecast for: RH
[2026-02-10T20:30:31.064675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2026-02-10T20:30:31.077332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2026-02-10T20:30:31.077743] [INFO ] [FORECASTER] Starting predict_future for RH
[2026-02-10T20:30:31.078564] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2026-02-10T20:30:31.078637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:31.078670] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:31.078697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:31.078752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:31.137458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:31.138218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:31.138302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:31.138334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:31.265181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:31.265363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:31.265415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:31.265450] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:31.269362] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2026-02-10T20:30:31.269879] [INFO ] [FORECASTER] Completed predict_future for RH
[2026-02-10T20:30:31.270020] [INFO ] [sig       ] RH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:31.416876] [INFO ] [LOCAL     ] Saved forecast: RH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RH.txt
[2026-02-10T20:30:31.417021] [INFO ] [sig       ] [2595/3417] Completed RH in 0.4s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:31.417060] [INFO ] [sig       ] [2596/3417] Forecasting RHI...
[2026-02-10T20:30:31.417090] [INFO ] [sig       ] Generating forecast for: RHI
[2026-02-10T20:30:31.417123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2026-02-10T20:30:31.428553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2026-02-10T20:30:31.428878] [INFO ] [FORECASTER] Starting predict_future for RHI
[2026-02-10T20:30:31.429658] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2026-02-10T20:30:31.429711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:31.429742] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:31.429768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:31.429825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:31.486827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:31.487526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:31.487642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:31.487726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:31.612564] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:31.612750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:31.612792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:31.612820] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:31.616233] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=33.30%)
[2026-02-10T20:30:31.616534] [INFO ] [FORECASTER] Completed predict_future for RHI
[2026-02-10T20:30:31.616684] [INFO ] [sig       ] RHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:31.760718] [INFO ] [LOCAL     ] Saved forecast: RHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RHI.txt
[2026-02-10T20:30:31.760852] [INFO ] [sig       ] [2596/3417] Completed RHI in 0.3s | 2.80 sym/s | Total: 15.4m | ETA: 4.9m
[2026-02-10T20:30:31.760891] [INFO ] [sig       ] [2597/3417] Forecasting RHP...
[2026-02-10T20:30:31.760946] [INFO ] [sig       ] Generating forecast for: RHP
[2026-02-10T20:30:31.760979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2026-02-10T20:30:31.773364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2026-02-10T20:30:31.773714] [INFO ] [FORECASTER] Starting predict_future for RHP
[2026-02-10T20:30:31.774535] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2026-02-10T20:30:31.774615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:31.774651] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:31.774679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:31.774738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:31.832221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:31.833049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:31.833132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:31.833164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:31.952639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:31.952808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:31.952859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:31.952889] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:31.956315] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2026-02-10T20:30:31.956613] [INFO ] [FORECASTER] Completed predict_future for RHP
[2026-02-10T20:30:31.956750] [INFO ] [sig       ] RHP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:32.105125] [INFO ] [LOCAL     ] Saved forecast: RHP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RHP.txt
[2026-02-10T20:30:32.105264] [INFO ] [sig       ] [2597/3417] Completed RHP in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-10T20:30:32.105305] [INFO ] [sig       ] [2598/3417] Forecasting RIG...
[2026-02-10T20:30:32.105335] [INFO ] [sig       ] Generating forecast for: RIG
[2026-02-10T20:30:32.105366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2026-02-10T20:30:32.118019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2026-02-10T20:30:32.118382] [INFO ] [FORECASTER] Starting predict_future for RIG
[2026-02-10T20:30:32.119209] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2026-02-10T20:30:32.119265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:32.119297] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:32.119325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:32.119383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:32.180174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:32.181054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:32.181140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:32.181174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:32.313240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:32.313419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:32.313462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:32.313493] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:32.317516] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2026-02-10T20:30:32.317828] [INFO ] [FORECASTER] Completed predict_future for RIG
[2026-02-10T20:30:32.317967] [INFO ] [sig       ] RIG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:32.461821] [INFO ] [LOCAL     ] Saved forecast: RIG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RIG.txt
[2026-02-10T20:30:32.461989] [INFO ] [sig       ] [2598/3417] Completed RIG in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-10T20:30:32.462032] [INFO ] [sig       ] [2599/3417] Forecasting RIGL...
[2026-02-10T20:30:32.462062] [INFO ] [sig       ] Generating forecast for: RIGL
[2026-02-10T20:30:32.462093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2026-02-10T20:30:32.474826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2026-02-10T20:30:32.475155] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2026-02-10T20:30:32.476224] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2026-02-10T20:30:32.476281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:32.476318] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:32.476344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:32.476402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:32.539286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:32.540237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:32.540337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:32.540379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:32.693747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:32.693915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:32.693957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:32.693985] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:32.698089] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2026-02-10T20:30:32.698378] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2026-02-10T20:30:32.698514] [INFO ] [sig       ] RIGL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:32.843499] [INFO ] [LOCAL     ] Saved forecast: RIGL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RIGL.txt
[2026-02-10T20:30:32.843668] [INFO ] [sig       ] [2599/3417] Completed RIGL in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-10T20:30:32.843710] [INFO ] [sig       ] [2600/3417] Forecasting RILY...
[2026-02-10T20:30:32.843741] [INFO ] [sig       ] Generating forecast for: RILY
[2026-02-10T20:30:32.843772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2026-02-10T20:30:32.855421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2026-02-10T20:30:32.855791] [INFO ] [FORECASTER] Starting predict_future for RILY
[2026-02-10T20:30:32.856779] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2026-02-10T20:30:32.856832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:32.856864] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:32.856890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:32.856946] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:32.915981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:32.917019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:32.917109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:32.917142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:33.056220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:33.056385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:33.056427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:33.056475] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:33.060209] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2026-02-10T20:30:33.060532] [INFO ] [FORECASTER] Completed predict_future for RILY
[2026-02-10T20:30:33.060691] [INFO ] [sig       ] RILY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:33.205219] [INFO ] [LOCAL     ] Saved forecast: RILY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RILY.txt
[2026-02-10T20:30:33.205377] [INFO ] [sig       ] [2600/3417] Completed RILY in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-10T20:30:33.205418] [INFO ] [sig       ] [2601/3417] Forecasting RILYN...
[2026-02-10T20:30:33.205448] [INFO ] [sig       ] Generating forecast for: RILYN
[2026-02-10T20:30:33.205478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2026-02-10T20:30:33.216959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2026-02-10T20:30:33.217278] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2026-02-10T20:30:33.218133] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2026-02-10T20:30:33.218188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:33.218221] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:33.218248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:33.218304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:33.279607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:33.280494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:33.280598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:33.280635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:33.390964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:33.391127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:33.391168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:33.391197] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:33.394634] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2026-02-10T20:30:33.394918] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2026-02-10T20:30:33.395047] [INFO ] [sig       ] RILYN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:33.538929] [INFO ] [LOCAL     ] Saved forecast: RILYN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RILYN.txt
[2026-02-10T20:30:33.539097] [INFO ] [sig       ] [2601/3417] Completed RILYN in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.9m
[2026-02-10T20:30:33.539141] [INFO ] [sig       ] [2602/3417] Forecasting RILYZ...
[2026-02-10T20:30:33.539170] [INFO ] [sig       ] Generating forecast for: RILYZ
[2026-02-10T20:30:33.539201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2026-02-10T20:30:33.551297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2026-02-10T20:30:33.551749] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2026-02-10T20:30:33.552652] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2026-02-10T20:30:33.552710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:33.552743] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:33.552770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:33.552828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:33.613874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:33.614978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:33.615067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:33.615118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:33.751102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:33.751270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:33.751312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:33.751342] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:33.755528] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2026-02-10T20:30:33.755881] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2026-02-10T20:30:33.756023] [INFO ] [sig       ] RILYZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:33.906921] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RILYZ.txt
[2026-02-10T20:30:33.907083] [INFO ] [sig       ] [2602/3417] Completed RILYZ in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:33.907124] [INFO ] [sig       ] [2603/3417] Forecasting RING...
[2026-02-10T20:30:33.907154] [INFO ] [sig       ] Generating forecast for: RING
[2026-02-10T20:30:33.907184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2026-02-10T20:30:33.918919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2026-02-10T20:30:33.919231] [INFO ] [FORECASTER] Starting predict_future for RING
[2026-02-10T20:30:33.920039] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2026-02-10T20:30:33.920092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:33.920124] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:33.920151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:33.920209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:33.977749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:33.978435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:33.978547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:33.978600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:34.103271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:34.103433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:34.103474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:34.103712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:34.107460] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=79.42%)
[2026-02-10T20:30:34.107753] [INFO ] [FORECASTER] Completed predict_future for RING
[2026-02-10T20:30:34.107885] [INFO ] [sig       ] RING: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:34.251676] [INFO ] [LOCAL     ] Saved forecast: RING	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RING.txt
[2026-02-10T20:30:34.251809] [INFO ] [sig       ] [2603/3417] Completed RING in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:34.251849] [INFO ] [sig       ] [2604/3417] Forecasting RIO...
[2026-02-10T20:30:34.251881] [INFO ] [sig       ] Generating forecast for: RIO
[2026-02-10T20:30:34.251911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2026-02-10T20:30:34.264603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2026-02-10T20:30:34.264902] [INFO ] [FORECASTER] Starting predict_future for RIO
[2026-02-10T20:30:34.265695] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2026-02-10T20:30:34.265748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:34.265780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:34.265819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:34.265878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:34.326289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:34.326961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:34.327040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:34.327072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:34.458647] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:34.458817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:34.458858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:34.458886] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:34.462376] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2026-02-10T20:30:34.462700] [INFO ] [FORECASTER] Completed predict_future for RIO
[2026-02-10T20:30:34.462841] [INFO ] [sig       ] RIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:34.616450] [INFO ] [LOCAL     ] Saved forecast: RIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RIO.txt
[2026-02-10T20:30:34.616640] [INFO ] [sig       ] [2604/3417] Completed RIO in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:34.616699] [INFO ] [sig       ] [2605/3417] Forecasting RITM...
[2026-02-10T20:30:34.616749] [INFO ] [sig       ] Generating forecast for: RITM
[2026-02-10T20:30:34.616796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2026-02-10T20:30:34.629978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2026-02-10T20:30:34.630418] [INFO ] [FORECASTER] Starting predict_future for RITM
[2026-02-10T20:30:34.631430] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2026-02-10T20:30:34.631496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:34.631546] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:34.631612] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:34.631876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:34.694288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:34.695394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:34.695507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:34.695552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:34.813132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:34.813291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:34.813335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:34.813367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:34.816973] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2026-02-10T20:30:34.817262] [INFO ] [FORECASTER] Completed predict_future for RITM
[2026-02-10T20:30:34.817395] [INFO ] [sig       ] RITM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:34.960008] [INFO ] [LOCAL     ] Saved forecast: RITM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RITM.txt
[2026-02-10T20:30:34.960156] [INFO ] [sig       ] [2605/3417] Completed RITM in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:34.960198] [INFO ] [sig       ] [2606/3417] Forecasting RIVN...
[2026-02-10T20:30:34.960229] [INFO ] [sig       ] Generating forecast for: RIVN
[2026-02-10T20:30:34.960260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2026-02-10T20:30:34.972551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2026-02-10T20:30:34.972894] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2026-02-10T20:30:34.973900] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2026-02-10T20:30:34.973953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:34.973986] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:34.974013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:34.974070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:35.033556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:35.034373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:35.034460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:35.034495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:35.160871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:35.161032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:35.161073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:35.161105] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:35.164738] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2026-02-10T20:30:35.165028] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2026-02-10T20:30:35.165161] [INFO ] [sig       ] RIVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:35.309727] [INFO ] [LOCAL     ] Saved forecast: RIVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RIVN.txt
[2026-02-10T20:30:35.309913] [INFO ] [sig       ] [2606/3417] Completed RIVN in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:35.309958] [INFO ] [sig       ] [2607/3417] Forecasting RKLB...
[2026-02-10T20:30:35.309988] [INFO ] [sig       ] Generating forecast for: RKLB
[2026-02-10T20:30:35.310017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2026-02-10T20:30:35.321812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2026-02-10T20:30:35.322139] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2026-02-10T20:30:35.323037] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2026-02-10T20:30:35.323092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:35.323126] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:35.323154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:35.323211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:35.385465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:35.386716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:35.386812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:35.386848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:35.521517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:35.521703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:35.521747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:35.521777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:35.525369] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=21.31%)
[2026-02-10T20:30:35.525896] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2026-02-10T20:30:35.526059] [INFO ] [sig       ] RKLB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:35.671892] [INFO ] [LOCAL     ] Saved forecast: RKLB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RKLB.txt
[2026-02-10T20:30:35.672073] [INFO ] [sig       ] [2607/3417] Completed RKLB in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:35.672126] [INFO ] [sig       ] [2608/3417] Forecasting RL...
[2026-02-10T20:30:35.672158] [INFO ] [sig       ] Generating forecast for: RL
[2026-02-10T20:30:35.672198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2026-02-10T20:30:35.684214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2026-02-10T20:30:35.684617] [INFO ] [FORECASTER] Starting predict_future for RL
[2026-02-10T20:30:35.685469] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2026-02-10T20:30:35.685523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:35.685556] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:35.685622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:35.685697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:35.743948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:35.744851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:35.744939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:35.744973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:35.875171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:35.875333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:35.875380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:35.875426] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:35.879106] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2026-02-10T20:30:35.879416] [INFO ] [FORECASTER] Completed predict_future for RL
[2026-02-10T20:30:35.879551] [INFO ] [sig       ] RL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:36.027622] [INFO ] [LOCAL     ] Saved forecast: RL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RL.txt
[2026-02-10T20:30:36.027834] [INFO ] [sig       ] [2608/3417] Completed RL in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:36.027881] [INFO ] [sig       ] [2609/3417] Forecasting RLAY...
[2026-02-10T20:30:36.027915] [INFO ] [sig       ] Generating forecast for: RLAY
[2026-02-10T20:30:36.027946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2026-02-10T20:30:36.040767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2026-02-10T20:30:36.041254] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2026-02-10T20:30:36.042209] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2026-02-10T20:30:36.042266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:36.042299] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:36.042325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:36.042387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:36.107116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:36.108282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:36.108390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:36.108435] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:36.261432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:36.261638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:36.261694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:36.261735] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:36.265930] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2026-02-10T20:30:36.266409] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2026-02-10T20:30:36.266642] [INFO ] [sig       ] RLAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:36.476937] [INFO ] [LOCAL     ] Saved forecast: RLAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RLAY.txt
[2026-02-10T20:30:36.477195] [INFO ] [sig       ] [2609/3417] Completed RLAY in 0.4s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:36.477249] [INFO ] [sig       ] [2610/3417] Forecasting RLI...
[2026-02-10T20:30:36.477289] [INFO ] [sig       ] Generating forecast for: RLI
[2026-02-10T20:30:36.477331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2026-02-10T20:30:36.506988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2026-02-10T20:30:36.508337] [INFO ] [FORECASTER] Starting predict_future for RLI
[2026-02-10T20:30:36.509936] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2026-02-10T20:30:36.510022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:36.510385] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:36.510448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:36.510545] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:36.613059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:36.614800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:36.614999] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:36.615044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:36.803442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:36.803684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:36.803756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:36.803802] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:36.808967] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2026-02-10T20:30:36.809511] [INFO ] [FORECASTER] Completed predict_future for RLI
[2026-02-10T20:30:36.809762] [INFO ] [sig       ] RLI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:37.042350] [INFO ] [LOCAL     ] Saved forecast: RLI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RLI.txt
[2026-02-10T20:30:37.042626] [INFO ] [sig       ] [2610/3417] Completed RLI in 0.6s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:37.042701] [INFO ] [sig       ] [2611/3417] Forecasting RLJ...
[2026-02-10T20:30:37.042758] [INFO ] [sig       ] Generating forecast for: RLJ
[2026-02-10T20:30:37.042814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2026-02-10T20:30:37.060855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2026-02-10T20:30:37.064628] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2026-02-10T20:30:37.066533] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2026-02-10T20:30:37.066686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:37.066743] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:37.068164] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:37.068306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:37.166706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:37.168035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:37.168215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:37.168273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:37.318362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:37.318561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:37.318638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:37.318676] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:37.323699] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2026-02-10T20:30:37.324170] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2026-02-10T20:30:37.324373] [INFO ] [sig       ] RLJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:37.511501] [INFO ] [LOCAL     ] Saved forecast: RLJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RLJ.txt
[2026-02-10T20:30:37.511704] [INFO ] [sig       ] [2611/3417] Completed RLJ in 0.5s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:37.511748] [INFO ] [sig       ] [2612/3417] Forecasting RLMD...
[2026-02-10T20:30:37.511780] [INFO ] [sig       ] Generating forecast for: RLMD
[2026-02-10T20:30:37.511811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2026-02-10T20:30:37.523751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2026-02-10T20:30:37.524130] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2026-02-10T20:30:37.525033] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2026-02-10T20:30:37.525089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:37.525124] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:37.525151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:37.525208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:37.581808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:37.582666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:37.582756] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:37.582789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:37.708177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:37.708355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:37.708399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:37.708432] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:37.712068] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2026-02-10T20:30:37.712413] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2026-02-10T20:30:37.712567] [INFO ] [sig       ] RLMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:37.856555] [INFO ] [LOCAL     ] Saved forecast: RLMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RLMD.txt
[2026-02-10T20:30:37.856717] [INFO ] [sig       ] [2612/3417] Completed RLMD in 0.3s | 2.80 sym/s | Total: 15.5m | ETA: 4.8m
[2026-02-10T20:30:37.856758] [INFO ] [sig       ] [2613/3417] Forecasting RLTY...
[2026-02-10T20:30:37.856788] [INFO ] [sig       ] Generating forecast for: RLTY
[2026-02-10T20:30:37.856819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2026-02-10T20:30:37.869560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2026-02-10T20:30:37.869889] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2026-02-10T20:30:37.870685] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2026-02-10T20:30:37.870739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:37.870771] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:37.870798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:37.870854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:37.930334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:37.931208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:37.931295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:37.931329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:38.051436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:38.051614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:38.051657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:38.051718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:38.055172] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2026-02-10T20:30:38.055455] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2026-02-10T20:30:38.055603] [INFO ] [sig       ] RLTY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:38.196265] [INFO ] [LOCAL     ] Saved forecast: RLTY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RLTY.txt
[2026-02-10T20:30:38.196377] [INFO ] [sig       ] [2613/3417] Completed RLTY in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:38.196433] [INFO ] [sig       ] [2614/3417] Forecasting RLX...
[2026-02-10T20:30:38.196465] [INFO ] [sig       ] Generating forecast for: RLX
[2026-02-10T20:30:38.196496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2026-02-10T20:30:38.207856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2026-02-10T20:30:38.208149] [INFO ] [FORECASTER] Starting predict_future for RLX
[2026-02-10T20:30:38.208946] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2026-02-10T20:30:38.208999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:38.209032] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:38.209058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:38.209114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:38.265695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:38.266467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:38.266549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:38.266601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:38.386099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:38.386249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:38.386289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:38.386318] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:38.389738] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2026-02-10T20:30:38.390011] [INFO ] [FORECASTER] Completed predict_future for RLX
[2026-02-10T20:30:38.390140] [INFO ] [sig       ] RLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:38.529769] [INFO ] [LOCAL     ] Saved forecast: RLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RLX.txt
[2026-02-10T20:30:38.529894] [INFO ] [sig       ] [2614/3417] Completed RLX in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:38.529932] [INFO ] [sig       ] [2615/3417] Forecasting RM...
[2026-02-10T20:30:38.529962] [INFO ] [sig       ] Generating forecast for: RM
[2026-02-10T20:30:38.529991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2026-02-10T20:30:38.541321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2026-02-10T20:30:38.541635] [INFO ] [FORECASTER] Starting predict_future for RM
[2026-02-10T20:30:38.542391] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2026-02-10T20:30:38.542443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:38.542475] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:38.542502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:38.542558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:38.599052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:38.599683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:38.599762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:38.599794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:38.725511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:38.725680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:38.725722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:38.725751] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:38.729535] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2026-02-10T20:30:38.729828] [INFO ] [FORECASTER] Completed predict_future for RM
[2026-02-10T20:30:38.729957] [INFO ] [sig       ] RM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:38.880894] [INFO ] [LOCAL     ] Saved forecast: RM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RM.txt
[2026-02-10T20:30:38.881057] [INFO ] [sig       ] [2615/3417] Completed RM in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:38.881097] [INFO ] [sig       ] [2616/3417] Forecasting RMAX...
[2026-02-10T20:30:38.881126] [INFO ] [sig       ] Generating forecast for: RMAX
[2026-02-10T20:30:38.881158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2026-02-10T20:30:38.892975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2026-02-10T20:30:38.893373] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2026-02-10T20:30:38.894174] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2026-02-10T20:30:38.894226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:38.894257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:38.894284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:38.894340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:38.953685] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:38.954625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:38.954722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:38.954757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:39.071035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:39.071203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:39.071244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:39.071273] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:39.074809] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2026-02-10T20:30:39.075104] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2026-02-10T20:30:39.075240] [INFO ] [sig       ] RMAX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:39.217748] [INFO ] [LOCAL     ] Saved forecast: RMAX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RMAX.txt
[2026-02-10T20:30:39.217882] [INFO ] [sig       ] [2616/3417] Completed RMAX in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:39.217922] [INFO ] [sig       ] [2617/3417] Forecasting RMBI...
[2026-02-10T20:30:39.217952] [INFO ] [sig       ] Generating forecast for: RMBI
[2026-02-10T20:30:39.217982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2026-02-10T20:30:39.229103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2026-02-10T20:30:39.229401] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2026-02-10T20:30:39.230454] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2026-02-10T20:30:39.230534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:39.230598] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:39.230631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:39.230689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:39.290821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:39.291488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:39.291588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:39.291625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:39.411692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:39.411846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:39.411885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:39.411914] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:39.415544] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=79.51%)
[2026-02-10T20:30:39.416041] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2026-02-10T20:30:39.416172] [INFO ] [sig       ] RMBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:39.559072] [INFO ] [LOCAL     ] Saved forecast: RMBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RMBI.txt
[2026-02-10T20:30:39.559214] [INFO ] [sig       ] [2617/3417] Completed RMBI in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:39.559255] [INFO ] [sig       ] [2618/3417] Forecasting RMBS...
[2026-02-10T20:30:39.559286] [INFO ] [sig       ] Generating forecast for: RMBS
[2026-02-10T20:30:39.559316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2026-02-10T20:30:39.571122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2026-02-10T20:30:39.571558] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2026-02-10T20:30:39.572381] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2026-02-10T20:30:39.572434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:39.572466] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:39.572493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:39.572554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:39.631506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:39.632562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:39.632670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:39.632704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:39.749233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:39.749392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:39.749435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:39.749470] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:39.752862] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2026-02-10T20:30:39.753179] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2026-02-10T20:30:39.753306] [INFO ] [sig       ] RMBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:39.891669] [INFO ] [LOCAL     ] Saved forecast: RMBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RMBS.txt
[2026-02-10T20:30:39.891828] [INFO ] [sig       ] [2618/3417] Completed RMBS in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:39.891868] [INFO ] [sig       ] [2619/3417] Forecasting RMD...
[2026-02-10T20:30:39.891899] [INFO ] [sig       ] Generating forecast for: RMD
[2026-02-10T20:30:39.891930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2026-02-10T20:30:39.903553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2026-02-10T20:30:39.903935] [INFO ] [FORECASTER] Starting predict_future for RMD
[2026-02-10T20:30:39.904814] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2026-02-10T20:30:39.904868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:39.904900] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:39.904927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:39.904986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:39.962170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:39.962928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:39.963011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:39.963043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:40.085824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:40.085986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:40.086025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:40.086055] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:40.089566] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2026-02-10T20:30:40.089876] [INFO ] [FORECASTER] Completed predict_future for RMD
[2026-02-10T20:30:40.090011] [INFO ] [sig       ] RMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:40.291228] [INFO ] [LOCAL     ] Saved forecast: RMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RMD.txt
[2026-02-10T20:30:40.291380] [INFO ] [sig       ] [2619/3417] Completed RMD in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.8m
[2026-02-10T20:30:40.291420] [INFO ] [sig       ] [2620/3417] Forecasting RMI...
[2026-02-10T20:30:40.291451] [INFO ] [sig       ] Generating forecast for: RMI
[2026-02-10T20:30:40.291482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2026-02-10T20:30:40.302922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2026-02-10T20:30:40.303234] [INFO ] [FORECASTER] Starting predict_future for RMI
[2026-02-10T20:30:40.304096] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2026-02-10T20:30:40.304152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:40.304183] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:40.304210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:40.304266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:40.360817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:40.361659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:40.361780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:40.361813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:40.474868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:40.475029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:40.475069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:40.475099] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:40.478516] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2026-02-10T20:30:40.478822] [INFO ] [FORECASTER] Completed predict_future for RMI
[2026-02-10T20:30:40.478954] [INFO ] [sig       ] RMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:40.618339] [INFO ] [LOCAL     ] Saved forecast: RMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RMI.txt
[2026-02-10T20:30:40.618479] [INFO ] [sig       ] [2620/3417] Completed RMI in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:40.618524] [INFO ] [sig       ] [2621/3417] Forecasting RMM...
[2026-02-10T20:30:40.618557] [INFO ] [sig       ] Generating forecast for: RMM
[2026-02-10T20:30:40.618613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2026-02-10T20:30:40.630063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2026-02-10T20:30:40.630384] [INFO ] [FORECASTER] Starting predict_future for RMM
[2026-02-10T20:30:40.631218] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2026-02-10T20:30:40.631273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:40.631304] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:40.631331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:40.631387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:40.695601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:40.696659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:40.696780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:40.696820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:40.823838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:40.823987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:40.824027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:40.824055] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:40.827487] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2026-02-10T20:30:40.827783] [INFO ] [FORECASTER] Completed predict_future for RMM
[2026-02-10T20:30:40.827912] [INFO ] [sig       ] RMM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:40.968631] [INFO ] [LOCAL     ] Saved forecast: RMM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RMM.txt
[2026-02-10T20:30:40.968778] [INFO ] [sig       ] [2621/3417] Completed RMM in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:40.968818] [INFO ] [sig       ] [2622/3417] Forecasting RMMZ...
[2026-02-10T20:30:40.968847] [INFO ] [sig       ] Generating forecast for: RMMZ
[2026-02-10T20:30:40.968877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2026-02-10T20:30:40.980557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2026-02-10T20:30:40.980917] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2026-02-10T20:30:40.981743] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2026-02-10T20:30:40.981796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:40.981828] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:40.981855] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:40.981912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:41.040447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:41.041364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:41.041450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:41.041488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:41.153606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:41.153763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:41.153803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:41.153832] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:41.157204] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2026-02-10T20:30:41.157480] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2026-02-10T20:30:41.157665] [INFO ] [sig       ] RMMZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:41.298796] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RMMZ.txt
[2026-02-10T20:30:41.298939] [INFO ] [sig       ] [2622/3417] Completed RMMZ in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:41.298979] [INFO ] [sig       ] [2623/3417] Forecasting RMNI...
[2026-02-10T20:30:41.299010] [INFO ] [sig       ] Generating forecast for: RMNI
[2026-02-10T20:30:41.299039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2026-02-10T20:30:41.310926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2026-02-10T20:30:41.311266] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2026-02-10T20:30:41.312306] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2026-02-10T20:30:41.312361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:41.312394] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:41.312422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:41.312479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:41.376987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:41.377869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:41.377952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:41.377984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:41.499805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:41.499970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:41.500015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:41.500046] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:41.503609] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2026-02-10T20:30:41.503897] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2026-02-10T20:30:41.504031] [INFO ] [sig       ] RMNI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:41.650488] [INFO ] [LOCAL     ] Saved forecast: RMNI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RMNI.txt
[2026-02-10T20:30:41.650726] [INFO ] [sig       ] [2623/3417] Completed RMNI in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:41.650788] [INFO ] [sig       ] [2624/3417] Forecasting RNA...
[2026-02-10T20:30:41.650831] [INFO ] [sig       ] Generating forecast for: RNA
[2026-02-10T20:30:41.650875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2026-02-10T20:30:41.665767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2026-02-10T20:30:41.666143] [INFO ] [FORECASTER] Starting predict_future for RNA
[2026-02-10T20:30:41.667018] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2026-02-10T20:30:41.667073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:41.667106] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:41.667134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:41.667192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:41.725692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:41.726364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:41.726443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:41.726476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:41.846174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:41.846310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:41.846365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:41.846396] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:41.849798] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=88.62%)
[2026-02-10T20:30:41.850070] [INFO ] [FORECASTER] Completed predict_future for RNA
[2026-02-10T20:30:41.850196] [INFO ] [sig       ] RNA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:41.990205] [INFO ] [LOCAL     ] Saved forecast: RNA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RNA.txt
[2026-02-10T20:30:41.990331] [INFO ] [sig       ] [2624/3417] Completed RNA in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:41.990380] [INFO ] [sig       ] [2625/3417] Forecasting RNAC...
[2026-02-10T20:30:41.990411] [INFO ] [sig       ] Generating forecast for: RNAC
[2026-02-10T20:30:41.990443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2026-02-10T20:30:42.002345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2026-02-10T20:30:42.002709] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2026-02-10T20:30:42.003594] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2026-02-10T20:30:42.003654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:42.003686] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:42.003716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:42.003773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:42.066449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:42.067359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:42.067453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:42.067488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:42.187981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:42.188164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:42.188207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:42.188238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:42.191793] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2026-02-10T20:30:42.192069] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2026-02-10T20:30:42.192198] [INFO ] [sig       ] RNAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:42.335050] [INFO ] [LOCAL     ] Saved forecast: RNAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RNAC.txt
[2026-02-10T20:30:42.335192] [INFO ] [sig       ] [2625/3417] Completed RNAC in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:42.335234] [INFO ] [sig       ] [2626/3417] Forecasting RNAZ...
[2026-02-10T20:30:42.335265] [INFO ] [sig       ] Generating forecast for: RNAZ
[2026-02-10T20:30:42.335295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2026-02-10T20:30:42.347224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2026-02-10T20:30:42.347560] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2026-02-10T20:30:42.348491] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2026-02-10T20:30:42.348550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:42.348617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:42.348651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:42.348710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:42.408091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:42.408878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:42.408960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:42.408992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:42.527689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:42.528079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:42.528122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:42.528153] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:42.531713] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2026-02-10T20:30:42.532001] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2026-02-10T20:30:42.532176] [INFO ] [sig       ] RNAZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:42.675778] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RNAZ.txt
[2026-02-10T20:30:42.675911] [INFO ] [sig       ] [2626/3417] Completed RNAZ in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:42.675951] [INFO ] [sig       ] [2627/3417] Forecasting RNG...
[2026-02-10T20:30:42.675981] [INFO ] [sig       ] Generating forecast for: RNG
[2026-02-10T20:30:42.676011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2026-02-10T20:30:42.687546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2026-02-10T20:30:42.687890] [INFO ] [FORECASTER] Starting predict_future for RNG
[2026-02-10T20:30:42.688738] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2026-02-10T20:30:42.688792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:42.688864] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:42.688895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:42.688951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:42.751832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:42.753375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:42.753504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:42.753540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:42.887484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:42.887688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:42.887732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:42.887760] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:42.892153] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2026-02-10T20:30:42.892453] [INFO ] [FORECASTER] Completed predict_future for RNG
[2026-02-10T20:30:42.892614] [INFO ] [sig       ] RNG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:43.050059] [INFO ] [LOCAL     ] Saved forecast: RNG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RNG.txt
[2026-02-10T20:30:43.050201] [INFO ] [sig       ] [2627/3417] Completed RNG in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:43.050241] [INFO ] [sig       ] [2628/3417] Forecasting RNP...
[2026-02-10T20:30:43.050271] [INFO ] [sig       ] Generating forecast for: RNP
[2026-02-10T20:30:43.050320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2026-02-10T20:30:43.064013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2026-02-10T20:30:43.064360] [INFO ] [FORECASTER] Starting predict_future for RNP
[2026-02-10T20:30:43.065354] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2026-02-10T20:30:43.065409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:43.065463] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:43.065492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:43.065554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:43.127320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:43.128214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:43.128301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:43.128334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:43.247204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:43.247358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:43.247399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:43.247428] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:43.251303] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2026-02-10T20:30:43.251608] [INFO ] [FORECASTER] Completed predict_future for RNP
[2026-02-10T20:30:43.251744] [INFO ] [sig       ] RNP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:43.396765] [INFO ] [LOCAL     ] Saved forecast: RNP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RNP.txt
[2026-02-10T20:30:43.396944] [INFO ] [sig       ] [2628/3417] Completed RNP in 0.3s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:43.396998] [INFO ] [sig       ] [2629/3417] Forecasting ROAD...
[2026-02-10T20:30:43.397031] [INFO ] [sig       ] Generating forecast for: ROAD
[2026-02-10T20:30:43.397068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2026-02-10T20:30:43.408839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2026-02-10T20:30:43.409198] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2026-02-10T20:30:43.410062] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2026-02-10T20:30:43.410115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:43.410147] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:43.410173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:43.410230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:43.467513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:43.468377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:43.468479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:43.468514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:43.591200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:43.591359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:43.591400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:43.591429] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:43.595895] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2026-02-10T20:30:43.596195] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2026-02-10T20:30:43.596336] [INFO ] [sig       ] ROAD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:43.749447] [INFO ] [LOCAL     ] Saved forecast: ROAD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ROAD.txt
[2026-02-10T20:30:43.749631] [INFO ] [sig       ] [2629/3417] Completed ROAD in 0.4s | 2.80 sym/s | Total: 15.6m | ETA: 4.7m
[2026-02-10T20:30:43.749681] [INFO ] [sig       ] [2630/3417] Forecasting ROCK...
[2026-02-10T20:30:43.749713] [INFO ] [sig       ] Generating forecast for: ROCK
[2026-02-10T20:30:43.749745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2026-02-10T20:30:43.762691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2026-02-10T20:30:43.763026] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2026-02-10T20:30:43.763833] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2026-02-10T20:30:43.763887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:43.763919] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:43.763946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:43.764002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:43.829776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:43.830624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:43.830711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:43.830744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:43.951639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:43.951796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:43.951842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:43.951909] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:43.955416] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2026-02-10T20:30:43.955724] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2026-02-10T20:30:43.955867] [INFO ] [sig       ] ROCK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:44.111014] [INFO ] [LOCAL     ] Saved forecast: ROCK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ROCK.txt
[2026-02-10T20:30:44.111199] [INFO ] [sig       ] [2630/3417] Completed ROCK in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-10T20:30:44.111243] [INFO ] [sig       ] [2631/3417] Forecasting ROE...
[2026-02-10T20:30:44.111280] [INFO ] [sig       ] Generating forecast for: ROE
[2026-02-10T20:30:44.111321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2026-02-10T20:30:44.124406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2026-02-10T20:30:44.124864] [INFO ] [FORECASTER] Starting predict_future for ROE
[2026-02-10T20:30:44.125778] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2026-02-10T20:30:44.125847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:44.125892] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:44.125933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:44.125998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:44.185553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:44.186538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:44.186652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:44.186688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:44.311239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:44.311404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:44.311445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:44.311475] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:44.315118] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2026-02-10T20:30:44.315406] [INFO ] [FORECASTER] Completed predict_future for ROE
[2026-02-10T20:30:44.315540] [INFO ] [sig       ] ROE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:44.459320] [INFO ] [LOCAL     ] Saved forecast: ROE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ROE.txt
[2026-02-10T20:30:44.459464] [INFO ] [sig       ] [2631/3417] Completed ROE in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-10T20:30:44.459503] [INFO ] [sig       ] [2632/3417] Forecasting ROP...
[2026-02-10T20:30:44.459541] [INFO ] [sig       ] Generating forecast for: ROP
[2026-02-10T20:30:44.459595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2026-02-10T20:30:44.471321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2026-02-10T20:30:44.471697] [INFO ] [FORECASTER] Starting predict_future for ROP
[2026-02-10T20:30:44.472499] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2026-02-10T20:30:44.472564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:44.472627] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:44.472661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:44.472728] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:44.532344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:44.533319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:44.533402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:44.533435] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:44.655298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:44.655459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:44.655499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:44.655528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:44.659415] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2026-02-10T20:30:44.659782] [INFO ] [FORECASTER] Completed predict_future for ROP
[2026-02-10T20:30:44.660111] [INFO ] [sig       ] ROP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:44.824196] [INFO ] [LOCAL     ] Saved forecast: ROP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ROP.txt
[2026-02-10T20:30:44.824376] [INFO ] [sig       ] [2632/3417] Completed ROP in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-10T20:30:44.824421] [INFO ] [sig       ] [2633/3417] Forecasting RPAY...
[2026-02-10T20:30:44.824451] [INFO ] [sig       ] Generating forecast for: RPAY
[2026-02-10T20:30:44.824483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2026-02-10T20:30:44.838432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2026-02-10T20:30:44.838850] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2026-02-10T20:30:44.839721] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2026-02-10T20:30:44.839775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:44.839809] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:44.839837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:44.839895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:44.899116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:44.899964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:44.900049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:44.900081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:45.022036] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:45.022217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:45.022258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:45.022287] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:45.025769] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2026-02-10T20:30:45.026042] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2026-02-10T20:30:45.026173] [INFO ] [sig       ] RPAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:45.168544] [INFO ] [LOCAL     ] Saved forecast: RPAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RPAY.txt
[2026-02-10T20:30:45.168714] [INFO ] [sig       ] [2633/3417] Completed RPAY in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-10T20:30:45.168755] [INFO ] [sig       ] [2634/3417] Forecasting RPD...
[2026-02-10T20:30:45.168786] [INFO ] [sig       ] Generating forecast for: RPD
[2026-02-10T20:30:45.168816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2026-02-10T20:30:45.181966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2026-02-10T20:30:45.182301] [INFO ] [FORECASTER] Starting predict_future for RPD
[2026-02-10T20:30:45.183147] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2026-02-10T20:30:45.183203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:45.183236] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:45.183264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:45.183321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:45.243394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:45.244453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:45.244539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:45.244590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:45.371912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:45.372077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:45.372120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:45.372149] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:45.375751] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2026-02-10T20:30:45.376044] [INFO ] [FORECASTER] Completed predict_future for RPD
[2026-02-10T20:30:45.376178] [INFO ] [sig       ] RPD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:45.526470] [INFO ] [LOCAL     ] Saved forecast: RPD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RPD.txt
[2026-02-10T20:30:45.526672] [INFO ] [sig       ] [2634/3417] Completed RPD in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-10T20:30:45.526719] [INFO ] [sig       ] [2635/3417] Forecasting RPID...
[2026-02-10T20:30:45.526752] [INFO ] [sig       ] Generating forecast for: RPID
[2026-02-10T20:30:45.526782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2026-02-10T20:30:45.538406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2026-02-10T20:30:45.538816] [INFO ] [FORECASTER] Starting predict_future for RPID
[2026-02-10T20:30:45.539675] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2026-02-10T20:30:45.539729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:45.539761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:45.539788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:45.539846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:45.600862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:45.601789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:45.601881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:45.601914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:45.725786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:45.725952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:45.725993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:45.726041] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:45.729671] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2026-02-10T20:30:45.730004] [INFO ] [FORECASTER] Completed predict_future for RPID
[2026-02-10T20:30:45.730139] [INFO ] [sig       ] RPID: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:45.870337] [INFO ] [LOCAL     ] Saved forecast: RPID	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RPID.txt
[2026-02-10T20:30:45.870496] [INFO ] [sig       ] [2635/3417] Completed RPID in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.7m
[2026-02-10T20:30:45.870558] [INFO ] [sig       ] [2636/3417] Forecasting RPRX...
[2026-02-10T20:30:45.870633] [INFO ] [sig       ] Generating forecast for: RPRX
[2026-02-10T20:30:45.870680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2026-02-10T20:30:45.882455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2026-02-10T20:30:45.882818] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2026-02-10T20:30:45.883633] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2026-02-10T20:30:45.883688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:45.883720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:45.883748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:45.883805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:45.942505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:45.943388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:45.943476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:45.943510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:46.068873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:46.069044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:46.069088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:46.069125] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:46.072782] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=38.99%)
[2026-02-10T20:30:46.073105] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2026-02-10T20:30:46.073249] [INFO ] [sig       ] RPRX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:46.218492] [INFO ] [LOCAL     ] Saved forecast: RPRX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RPRX.txt
[2026-02-10T20:30:46.218672] [INFO ] [sig       ] [2636/3417] Completed RPRX in 0.3s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:46.218716] [INFO ] [sig       ] [2637/3417] Forecasting RQI...
[2026-02-10T20:30:46.218748] [INFO ] [sig       ] Generating forecast for: RQI
[2026-02-10T20:30:46.218779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2026-02-10T20:30:46.231472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2026-02-10T20:30:46.231937] [INFO ] [FORECASTER] Starting predict_future for RQI
[2026-02-10T20:30:46.233021] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2026-02-10T20:30:46.233092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:46.233139] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:46.233182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:46.233271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:46.296374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:46.297337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:46.297468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:46.297519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:46.420367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:46.420538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:46.420600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:46.420635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:46.424552] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=84.94%)
[2026-02-10T20:30:46.424854] [INFO ] [FORECASTER] Completed predict_future for RQI
[2026-02-10T20:30:46.424988] [INFO ] [sig       ] RQI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:46.573167] [INFO ] [LOCAL     ] Saved forecast: RQI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RQI.txt
[2026-02-10T20:30:46.573315] [INFO ] [sig       ] [2637/3417] Completed RQI in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:46.573356] [INFO ] [sig       ] [2638/3417] Forecasting RRBI...
[2026-02-10T20:30:46.573388] [INFO ] [sig       ] Generating forecast for: RRBI
[2026-02-10T20:30:46.573419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2026-02-10T20:30:46.585812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2026-02-10T20:30:46.586380] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2026-02-10T20:30:46.587381] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2026-02-10T20:30:46.587435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:46.587467] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:46.587494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:46.587549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:46.648457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:46.649499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:46.649604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:46.649640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:46.768153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:46.768302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:46.768345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:46.768374] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:46.772486] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=67.99%)
[2026-02-10T20:30:46.772788] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2026-02-10T20:30:46.772923] [INFO ] [sig       ] RRBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:46.924513] [INFO ] [LOCAL     ] Saved forecast: RRBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RRBI.txt
[2026-02-10T20:30:46.924678] [INFO ] [sig       ] [2638/3417] Completed RRBI in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:46.924721] [INFO ] [sig       ] [2639/3417] Forecasting RRC...
[2026-02-10T20:30:46.924750] [INFO ] [sig       ] Generating forecast for: RRC
[2026-02-10T20:30:46.924781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2026-02-10T20:30:46.936854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2026-02-10T20:30:46.937167] [INFO ] [FORECASTER] Starting predict_future for RRC
[2026-02-10T20:30:46.938022] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2026-02-10T20:30:46.938101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:46.938135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:46.938162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:46.938231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:46.996868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:46.997639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:46.997725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:46.997759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:47.118680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:47.118844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:47.118884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:47.118914] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:47.122535] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2026-02-10T20:30:47.122896] [INFO ] [FORECASTER] Completed predict_future for RRC
[2026-02-10T20:30:47.123049] [INFO ] [sig       ] RRC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:47.277861] [INFO ] [LOCAL     ] Saved forecast: RRC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RRC.txt
[2026-02-10T20:30:47.278033] [INFO ] [sig       ] [2639/3417] Completed RRC in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:47.278097] [INFO ] [sig       ] [2640/3417] Forecasting RRGB...
[2026-02-10T20:30:47.278153] [INFO ] [sig       ] Generating forecast for: RRGB
[2026-02-10T20:30:47.278212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2026-02-10T20:30:47.290707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2026-02-10T20:30:47.291253] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2026-02-10T20:30:47.292113] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2026-02-10T20:30:47.292167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:47.292200] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:47.292228] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:47.292289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:47.354512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:47.355445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:47.355534] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:47.355570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:47.475143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:47.475297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:47.475337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:47.475367] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:47.478838] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2026-02-10T20:30:47.479125] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2026-02-10T20:30:47.479260] [INFO ] [sig       ] RRGB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:47.640157] [INFO ] [LOCAL     ] Saved forecast: RRGB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RRGB.txt
[2026-02-10T20:30:47.640352] [INFO ] [sig       ] [2640/3417] Completed RRGB in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:47.640395] [INFO ] [sig       ] [2641/3417] Forecasting RRX...
[2026-02-10T20:30:47.640424] [INFO ] [sig       ] Generating forecast for: RRX
[2026-02-10T20:30:47.640455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2026-02-10T20:30:47.652943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2026-02-10T20:30:47.653347] [INFO ] [FORECASTER] Starting predict_future for RRX
[2026-02-10T20:30:47.654407] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2026-02-10T20:30:47.654473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:47.654506] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:47.654533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:47.654619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:47.716547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:47.717561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:47.717696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:47.717733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:47.844455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:47.844634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:47.844680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:47.844712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:47.848525] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2026-02-10T20:30:47.848883] [INFO ] [FORECASTER] Completed predict_future for RRX
[2026-02-10T20:30:47.849035] [INFO ] [sig       ] RRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:48.004554] [INFO ] [LOCAL     ] Saved forecast: RRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RRX.txt
[2026-02-10T20:30:48.004753] [INFO ] [sig       ] [2641/3417] Completed RRX in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:48.004797] [INFO ] [sig       ] [2642/3417] Forecasting RS...
[2026-02-10T20:30:48.004831] [INFO ] [sig       ] Generating forecast for: RS
[2026-02-10T20:30:48.004865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2026-02-10T20:30:48.017304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2026-02-10T20:30:48.017708] [INFO ] [FORECASTER] Starting predict_future for RS
[2026-02-10T20:30:48.018564] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2026-02-10T20:30:48.018652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:48.018695] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:48.018730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:48.018803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:48.083434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:48.084385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:48.084474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:48.084509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:48.222643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:48.222829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:48.222882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:48.222915] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:48.226911] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2026-02-10T20:30:48.227210] [INFO ] [FORECASTER] Completed predict_future for RS
[2026-02-10T20:30:48.227352] [INFO ] [sig       ] RS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:48.383261] [INFO ] [LOCAL     ] Saved forecast: RS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RS.txt
[2026-02-10T20:30:48.383428] [INFO ] [sig       ] [2642/3417] Completed RS in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:48.383476] [INFO ] [sig       ] [2643/3417] Forecasting RSG...
[2026-02-10T20:30:48.383511] [INFO ] [sig       ] Generating forecast for: RSG
[2026-02-10T20:30:48.383543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2026-02-10T20:30:48.395701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2026-02-10T20:30:48.396029] [INFO ] [FORECASTER] Starting predict_future for RSG
[2026-02-10T20:30:48.396845] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2026-02-10T20:30:48.396898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:48.396931] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:48.396959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:48.397015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:48.454158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:48.455038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:48.455126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:48.455159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:48.584222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:48.584387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:48.584428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:48.584458] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:48.588496] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2026-02-10T20:30:48.588792] [INFO ] [FORECASTER] Completed predict_future for RSG
[2026-02-10T20:30:48.588922] [INFO ] [sig       ] RSG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:48.735695] [INFO ] [LOCAL     ] Saved forecast: RSG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RSG.txt
[2026-02-10T20:30:48.735857] [INFO ] [sig       ] [2643/3417] Completed RSG in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:48.735899] [INFO ] [sig       ] [2644/3417] Forecasting RSI...
[2026-02-10T20:30:48.735931] [INFO ] [sig       ] Generating forecast for: RSI
[2026-02-10T20:30:48.735963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2026-02-10T20:30:48.748115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2026-02-10T20:30:48.748440] [INFO ] [FORECASTER] Starting predict_future for RSI
[2026-02-10T20:30:48.749326] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2026-02-10T20:30:48.749393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:48.749456] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:48.749485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:48.749544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:48.807420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:48.808262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:48.808352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:48.808385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:48.940725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:48.940926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:48.940967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:48.940996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:48.944682] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2026-02-10T20:30:48.944957] [INFO ] [FORECASTER] Completed predict_future for RSI
[2026-02-10T20:30:48.945087] [INFO ] [sig       ] RSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:49.090944] [INFO ] [LOCAL     ] Saved forecast: RSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RSI.txt
[2026-02-10T20:30:49.091120] [INFO ] [sig       ] [2644/3417] Completed RSI in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:49.091163] [INFO ] [sig       ] [2645/3417] Forecasting RSKD...
[2026-02-10T20:30:49.091194] [INFO ] [sig       ] Generating forecast for: RSKD
[2026-02-10T20:30:49.091225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2026-02-10T20:30:49.102894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2026-02-10T20:30:49.103270] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2026-02-10T20:30:49.104132] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2026-02-10T20:30:49.104188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:49.104222] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:49.104249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:49.104310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:49.164737] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:49.165851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:49.165946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:49.165989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:49.289779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:49.289947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:49.289990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:49.290020] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:49.293612] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2026-02-10T20:30:49.293921] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2026-02-10T20:30:49.294059] [INFO ] [sig       ] RSKD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:49.442110] [INFO ] [LOCAL     ] Saved forecast: RSKD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RSKD.txt
[2026-02-10T20:30:49.442297] [INFO ] [sig       ] [2645/3417] Completed RSKD in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:49.442337] [INFO ] [sig       ] [2646/3417] Forecasting RSSS...
[2026-02-10T20:30:49.442368] [INFO ] [sig       ] Generating forecast for: RSSS
[2026-02-10T20:30:49.442400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2026-02-10T20:30:49.456870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2026-02-10T20:30:49.457348] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2026-02-10T20:30:49.458529] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2026-02-10T20:30:49.458645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:49.458699] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:49.458745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:49.458842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:49.525564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:49.526544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:49.526657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:49.526699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:49.646264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:49.646435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:49.646476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:49.646505] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:49.650098] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2026-02-10T20:30:49.650436] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2026-02-10T20:30:49.650598] [INFO ] [sig       ] RSSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:49.804358] [INFO ] [LOCAL     ] Saved forecast: RSSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RSSS.txt
[2026-02-10T20:30:49.804597] [INFO ] [sig       ] [2646/3417] Completed RSSS in 0.4s | 2.80 sym/s | Total: 15.7m | ETA: 4.6m
[2026-02-10T20:30:49.804669] [INFO ] [sig       ] [2647/3417] Forecasting RTO...
[2026-02-10T20:30:49.804718] [INFO ] [sig       ] Generating forecast for: RTO
[2026-02-10T20:30:49.804768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2026-02-10T20:30:49.816910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2026-02-10T20:30:49.817247] [INFO ] [FORECASTER] Starting predict_future for RTO
[2026-02-10T20:30:49.818080] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2026-02-10T20:30:49.818135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:49.818168] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:49.818195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:49.818252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:49.894558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:49.895752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:49.895897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:49.895943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:50.041337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:50.041508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:50.041550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:50.041641] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:50.045221] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2026-02-10T20:30:50.045519] [INFO ] [FORECASTER] Completed predict_future for RTO
[2026-02-10T20:30:50.045678] [INFO ] [sig       ] RTO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:50.199828] [INFO ] [LOCAL     ] Saved forecast: RTO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RTO.txt
[2026-02-10T20:30:50.200036] [INFO ] [sig       ] [2647/3417] Completed RTO in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-10T20:30:50.200084] [INFO ] [sig       ] [2648/3417] Forecasting RUM...
[2026-02-10T20:30:50.200119] [INFO ] [sig       ] Generating forecast for: RUM
[2026-02-10T20:30:50.200154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2026-02-10T20:30:50.212833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2026-02-10T20:30:50.213164] [INFO ] [FORECASTER] Starting predict_future for RUM
[2026-02-10T20:30:50.214021] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2026-02-10T20:30:50.214077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:50.214110] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:50.214138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:50.214196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:50.275814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:50.276739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:50.276829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:50.276864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:50.404952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:50.405319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:50.405387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:50.405419] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:50.409786] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2026-02-10T20:30:50.410088] [INFO ] [FORECASTER] Completed predict_future for RUM
[2026-02-10T20:30:50.410227] [INFO ] [sig       ] RUM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:50.570120] [INFO ] [LOCAL     ] Saved forecast: RUM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RUM.txt
[2026-02-10T20:30:50.570294] [INFO ] [sig       ] [2648/3417] Completed RUM in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-10T20:30:50.570336] [INFO ] [sig       ] [2649/3417] Forecasting RUN...
[2026-02-10T20:30:50.570367] [INFO ] [sig       ] Generating forecast for: RUN
[2026-02-10T20:30:50.570398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2026-02-10T20:30:50.582368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2026-02-10T20:30:50.582793] [INFO ] [FORECASTER] Starting predict_future for RUN
[2026-02-10T20:30:50.583617] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2026-02-10T20:30:50.583672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:50.583705] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:50.583732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:50.583790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:50.640795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:50.641734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:50.641825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:50.641857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:50.771381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:50.771560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:50.771631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:50.771664] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:50.775452] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=78.46%)
[2026-02-10T20:30:50.775781] [INFO ] [FORECASTER] Completed predict_future for RUN
[2026-02-10T20:30:50.775922] [INFO ] [sig       ] RUN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:50.919337] [INFO ] [LOCAL     ] Saved forecast: RUN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RUN.txt
[2026-02-10T20:30:50.919511] [INFO ] [sig       ] [2649/3417] Completed RUN in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-10T20:30:50.919554] [INFO ] [sig       ] [2650/3417] Forecasting RUNN...
[2026-02-10T20:30:50.919605] [INFO ] [sig       ] Generating forecast for: RUNN
[2026-02-10T20:30:50.919639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2026-02-10T20:30:50.930892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2026-02-10T20:30:50.931216] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2026-02-10T20:30:50.932053] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2026-02-10T20:30:50.932106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:50.932139] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:50.932166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:50.932223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:50.988788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:50.989711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:50.989803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:50.989836] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:51.108741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:51.108905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:51.108945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:51.108975] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:51.112414] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2026-02-10T20:30:51.112719] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2026-02-10T20:30:51.112853] [INFO ] [sig       ] RUNN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:51.258990] [INFO ] [LOCAL     ] Saved forecast: RUNN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RUNN.txt
[2026-02-10T20:30:51.259167] [INFO ] [sig       ] [2650/3417] Completed RUNN in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-10T20:30:51.259218] [INFO ] [sig       ] [2651/3417] Forecasting RUSHA...
[2026-02-10T20:30:51.259251] [INFO ] [sig       ] Generating forecast for: RUSHA
[2026-02-10T20:30:51.259284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2026-02-10T20:30:51.275378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2026-02-10T20:30:51.275932] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2026-02-10T20:30:51.277105] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2026-02-10T20:30:51.277178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:51.277222] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:51.277261] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:51.277343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:51.364400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:51.365560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:51.365707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:51.365754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:51.487047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:51.487221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:51.487263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:51.487293] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:51.491035] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=51.40%)
[2026-02-10T20:30:51.491423] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2026-02-10T20:30:51.491599] [INFO ] [sig       ] RUSHA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:51.648886] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RUSHA.txt
[2026-02-10T20:30:51.649109] [INFO ] [sig       ] [2651/3417] Completed RUSHA in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-10T20:30:51.649174] [INFO ] [sig       ] [2652/3417] Forecasting RUSHB...
[2026-02-10T20:30:51.649207] [INFO ] [sig       ] Generating forecast for: RUSHB
[2026-02-10T20:30:51.649239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2026-02-10T20:30:51.660727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2026-02-10T20:30:51.661109] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2026-02-10T20:30:51.661979] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2026-02-10T20:30:51.662037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:51.662086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:51.662116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:51.662173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:51.718772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:51.719738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:51.719845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:51.719878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:51.831756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:51.831924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:51.831965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:51.831995] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:51.835847] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2026-02-10T20:30:51.836211] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2026-02-10T20:30:51.836361] [INFO ] [sig       ] RUSHB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:51.979860] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RUSHB.txt
[2026-02-10T20:30:51.980021] [INFO ] [sig       ] [2652/3417] Completed RUSHB in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.6m
[2026-02-10T20:30:51.980062] [INFO ] [sig       ] [2653/3417] Forecasting RVMD...
[2026-02-10T20:30:51.980094] [INFO ] [sig       ] Generating forecast for: RVMD
[2026-02-10T20:30:51.980125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2026-02-10T20:30:51.991975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2026-02-10T20:30:51.992339] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2026-02-10T20:30:51.993178] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2026-02-10T20:30:51.993240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:51.993279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:51.993309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:51.993378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:52.058294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:52.059354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:52.059450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:52.059486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:52.191445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:52.191636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:52.191679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:52.191708] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:52.195366] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2026-02-10T20:30:52.195719] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2026-02-10T20:30:52.195891] [INFO ] [sig       ] RVMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:52.379116] [INFO ] [LOCAL     ] Saved forecast: RVMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RVMD.txt
[2026-02-10T20:30:52.379283] [INFO ] [sig       ] [2653/3417] Completed RVMD in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:52.379326] [INFO ] [sig       ] [2654/3417] Forecasting RVSB...
[2026-02-10T20:30:52.379356] [INFO ] [sig       ] Generating forecast for: RVSB
[2026-02-10T20:30:52.379386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2026-02-10T20:30:52.391923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2026-02-10T20:30:52.392336] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2026-02-10T20:30:52.393247] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2026-02-10T20:30:52.393303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:52.393336] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:52.393365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:52.393424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:52.453381] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:52.454330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:52.454470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:52.454519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:52.579090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:52.579260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:52.579302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:52.579333] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:52.583054] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2026-02-10T20:30:52.583482] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2026-02-10T20:30:52.583669] [INFO ] [sig       ] RVSB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:52.730634] [INFO ] [LOCAL     ] Saved forecast: RVSB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RVSB.txt
[2026-02-10T20:30:52.730846] [INFO ] [sig       ] [2654/3417] Completed RVSB in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:52.730891] [INFO ] [sig       ] [2655/3417] Forecasting RVTY...
[2026-02-10T20:30:52.730926] [INFO ] [sig       ] Generating forecast for: RVTY
[2026-02-10T20:30:52.730958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2026-02-10T20:30:52.743633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2026-02-10T20:30:52.744100] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2026-02-10T20:30:52.744972] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2026-02-10T20:30:52.745028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:52.745060] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:52.745088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:52.745146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:52.806302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:52.807204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:52.807294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:52.807326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:52.936637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:52.936799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:52.936840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:52.936870] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:52.940525] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2026-02-10T20:30:52.940842] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2026-02-10T20:30:52.940981] [INFO ] [sig       ] RVTY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:53.081856] [INFO ] [LOCAL     ] Saved forecast: RVTY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RVTY.txt
[2026-02-10T20:30:53.082027] [INFO ] [sig       ] [2655/3417] Completed RVTY in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:53.082074] [INFO ] [sig       ] [2656/3417] Forecasting RWAY...
[2026-02-10T20:30:53.082106] [INFO ] [sig       ] Generating forecast for: RWAY
[2026-02-10T20:30:53.082137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2026-02-10T20:30:53.093593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2026-02-10T20:30:53.093989] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2026-02-10T20:30:53.094802] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2026-02-10T20:30:53.094856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:53.094888] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:53.094914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:53.094971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:53.153991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:53.154915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:53.155021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:53.155064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:53.279744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:53.279913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:53.279956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:53.280013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:53.283962] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2026-02-10T20:30:53.284382] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2026-02-10T20:30:53.284546] [INFO ] [sig       ] RWAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:53.433411] [INFO ] [LOCAL     ] Saved forecast: RWAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RWAY.txt
[2026-02-10T20:30:53.433598] [INFO ] [sig       ] [2656/3417] Completed RWAY in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:53.433643] [INFO ] [sig       ] [2657/3417] Forecasting RXO...
[2026-02-10T20:30:53.433674] [INFO ] [sig       ] Generating forecast for: RXO
[2026-02-10T20:30:53.433705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2026-02-10T20:30:53.445300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2026-02-10T20:30:53.445658] [INFO ] [FORECASTER] Starting predict_future for RXO
[2026-02-10T20:30:53.446476] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2026-02-10T20:30:53.446531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:53.446565] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:53.446616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:53.446675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:53.503647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:53.504395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:53.504476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:53.504508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:53.626854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:53.627012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:53.627052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:53.627081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:53.630551] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2026-02-10T20:30:53.630852] [INFO ] [FORECASTER] Completed predict_future for RXO
[2026-02-10T20:30:53.630999] [INFO ] [sig       ] RXO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:53.775221] [INFO ] [LOCAL     ] Saved forecast: RXO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RXO.txt
[2026-02-10T20:30:53.775420] [INFO ] [sig       ] [2657/3417] Completed RXO in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:53.775461] [INFO ] [sig       ] [2658/3417] Forecasting RXRX...
[2026-02-10T20:30:53.775493] [INFO ] [sig       ] Generating forecast for: RXRX
[2026-02-10T20:30:53.775523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2026-02-10T20:30:53.786860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2026-02-10T20:30:53.787281] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2026-02-10T20:30:53.788208] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2026-02-10T20:30:53.788268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:53.788301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:53.788328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:53.788386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:53.845788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:53.846726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:53.846816] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:53.846849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:53.973876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:53.974048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:53.974092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:53.974122] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:53.977813] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2026-02-10T20:30:53.978203] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2026-02-10T20:30:53.978356] [INFO ] [sig       ] RXRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:54.122482] [INFO ] [LOCAL     ] Saved forecast: RXRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RXRX.txt
[2026-02-10T20:30:54.122670] [INFO ] [sig       ] [2658/3417] Completed RXRX in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:54.122715] [INFO ] [sig       ] [2659/3417] Forecasting RY...
[2026-02-10T20:30:54.122746] [INFO ] [sig       ] Generating forecast for: RY
[2026-02-10T20:30:54.122777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2026-02-10T20:30:54.134732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2026-02-10T20:30:54.135167] [INFO ] [FORECASTER] Starting predict_future for RY
[2026-02-10T20:30:54.136048] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2026-02-10T20:30:54.136103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:54.136137] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:54.136166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:54.136225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:54.193492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:54.194394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:54.194483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:54.194515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:54.321333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:54.321499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:54.321559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:54.321613] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:54.325209] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2026-02-10T20:30:54.325534] [INFO ] [FORECASTER] Completed predict_future for RY
[2026-02-10T20:30:54.325699] [INFO ] [sig       ] RY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:54.487742] [INFO ] [LOCAL     ] Saved forecast: RY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RY.txt
[2026-02-10T20:30:54.487903] [INFO ] [sig       ] [2659/3417] Completed RY in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:54.487944] [INFO ] [sig       ] [2660/3417] Forecasting RYAAY...
[2026-02-10T20:30:54.487975] [INFO ] [sig       ] Generating forecast for: RYAAY
[2026-02-10T20:30:54.488007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2026-02-10T20:30:54.500074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2026-02-10T20:30:54.500509] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2026-02-10T20:30:54.501453] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2026-02-10T20:30:54.501510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:54.501545] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:54.501597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:54.501665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:54.559673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:54.560606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:54.560705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:54.560739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:54.689331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:54.689501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:54.689542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:54.689588] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:54.693016] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2026-02-10T20:30:54.693301] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2026-02-10T20:30:54.693435] [INFO ] [sig       ] RYAAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:54.837838] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RYAAY.txt
[2026-02-10T20:30:54.838008] [INFO ] [sig       ] [2660/3417] Completed RYAAY in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:54.838073] [INFO ] [sig       ] [2661/3417] Forecasting RYAM...
[2026-02-10T20:30:54.838104] [INFO ] [sig       ] Generating forecast for: RYAM
[2026-02-10T20:30:54.838135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2026-02-10T20:30:54.850244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2026-02-10T20:30:54.850697] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2026-02-10T20:30:54.851595] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2026-02-10T20:30:54.851651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:54.851713] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:54.851743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:54.851803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:54.911469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:54.912283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:54.912395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:54.912438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:55.047971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:55.048172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:55.048222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:55.048253] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:55.052265] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2026-02-10T20:30:55.052696] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2026-02-10T20:30:55.052885] [INFO ] [sig       ] RYAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:55.222388] [INFO ] [LOCAL     ] Saved forecast: RYAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RYAM.txt
[2026-02-10T20:30:55.222544] [INFO ] [sig       ] [2661/3417] Completed RYAM in 0.4s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:55.222607] [INFO ] [sig       ] [2662/3417] Forecasting RYAN...
[2026-02-10T20:30:55.222652] [INFO ] [sig       ] Generating forecast for: RYAN
[2026-02-10T20:30:55.222689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2026-02-10T20:30:55.234835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2026-02-10T20:30:55.235183] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2026-02-10T20:30:55.236032] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2026-02-10T20:30:55.236086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:55.236120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:55.236155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:55.236222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:55.296509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:55.297347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:55.297438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:55.297473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:55.420749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:55.420912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:55.420955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:55.420986] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:55.424593] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2026-02-10T20:30:55.424891] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2026-02-10T20:30:55.425033] [INFO ] [sig       ] RYAN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:55.567299] [INFO ] [LOCAL     ] Saved forecast: RYAN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/RYAN.txt
[2026-02-10T20:30:55.567442] [INFO ] [sig       ] [2662/3417] Completed RYAN in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:55.567481] [INFO ] [sig       ] [2663/3417] Forecasting RYI...
[2026-02-10T20:30:55.567512] [INFO ] [sig       ] Generating forecast for: RYI
[2026-02-10T20:30:55.567543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2026-02-10T20:30:55.581142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2026-02-10T20:30:55.581495] [INFO ] [FORECASTER] Starting predict_future for RYI
[2026-02-10T20:30:55.582321] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2026-02-10T20:30:55.582377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:55.582423] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:55.582453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:55.582513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:55.641439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:55.642324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:55.642414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:55.642447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:55.764499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:55.764681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:55.764725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:55.764754] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:55.768559] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=18.79%)
[2026-02-10T20:30:55.768897] [INFO ] [FORECASTER] Completed predict_future for RYI
[2026-02-10T20:30:55.769058] [INFO ] [sig       ] RYI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:55.916979] [INFO ] [LOCAL     ] Saved forecast: RYI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RYI.txt
[2026-02-10T20:30:55.917135] [INFO ] [sig       ] [2663/3417] Completed RYI in 0.3s | 2.80 sym/s | Total: 15.8m | ETA: 4.5m
[2026-02-10T20:30:55.917178] [INFO ] [sig       ] [2664/3417] Forecasting RYN...
[2026-02-10T20:30:55.917209] [INFO ] [sig       ] Generating forecast for: RYN
[2026-02-10T20:30:55.917243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2026-02-10T20:30:55.929124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2026-02-10T20:30:55.929515] [INFO ] [FORECASTER] Starting predict_future for RYN
[2026-02-10T20:30:55.930364] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2026-02-10T20:30:55.930418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:55.930452] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:55.930481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:55.930540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:55.996950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:55.998494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:55.998642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:55.998687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:56.135563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:56.135823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:56.135878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:56.135941] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:56.140242] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2026-02-10T20:30:56.140797] [INFO ] [FORECASTER] Completed predict_future for RYN
[2026-02-10T20:30:56.141006] [INFO ] [sig       ] RYN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:56.301087] [INFO ] [LOCAL     ] Saved forecast: RYN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RYN.txt
[2026-02-10T20:30:56.301261] [INFO ] [sig       ] [2664/3417] Completed RYN in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-10T20:30:56.301307] [INFO ] [sig       ] [2665/3417] Forecasting RYTM...
[2026-02-10T20:30:56.301340] [INFO ] [sig       ] Generating forecast for: RYTM
[2026-02-10T20:30:56.301373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2026-02-10T20:30:56.314039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2026-02-10T20:30:56.314413] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2026-02-10T20:30:56.315349] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2026-02-10T20:30:56.315406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:56.315439] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:56.315468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:56.315527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:56.380466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:56.381421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:56.381519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:56.381566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:56.520797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:56.520978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:56.521038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:56.521082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:56.524794] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2026-02-10T20:30:56.525088] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2026-02-10T20:30:56.525246] [INFO ] [sig       ] RYTM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:56.678584] [INFO ] [LOCAL     ] Saved forecast: RYTM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RYTM.txt
[2026-02-10T20:30:56.678750] [INFO ] [sig       ] [2665/3417] Completed RYTM in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-10T20:30:56.678791] [INFO ] [sig       ] [2666/3417] Forecasting RZB...
[2026-02-10T20:30:56.678824] [INFO ] [sig       ] Generating forecast for: RZB
[2026-02-10T20:30:56.678864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2026-02-10T20:30:56.689839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2026-02-10T20:30:56.690192] [INFO ] [FORECASTER] Starting predict_future for RZB
[2026-02-10T20:30:56.691986] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2026-02-10T20:30:56.692039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:56.692071] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:56.692096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:56.692152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:56.751953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:56.752895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:56.752993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:56.753027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:56.881773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:56.881937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:56.881979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:56.882010] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:56.885722] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=49.27%)
[2026-02-10T20:30:56.886014] [INFO ] [FORECASTER] Completed predict_future for RZB
[2026-02-10T20:30:56.886154] [INFO ] [sig       ] RZB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:57.054656] [INFO ] [LOCAL     ] Saved forecast: RZB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RZB.txt
[2026-02-10T20:30:57.054822] [INFO ] [sig       ] [2666/3417] Completed RZB in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-10T20:30:57.054865] [INFO ] [sig       ] [2667/3417] Forecasting RZC...
[2026-02-10T20:30:57.054907] [INFO ] [sig       ] Generating forecast for: RZC
[2026-02-10T20:30:57.054950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2026-02-10T20:30:57.069652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2026-02-10T20:30:57.070078] [INFO ] [FORECASTER] Starting predict_future for RZC
[2026-02-10T20:30:57.071056] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2026-02-10T20:30:57.071111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:57.071146] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:57.071184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:57.071247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:57.138558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:57.139497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:57.139610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:57.139648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:57.273315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:57.273482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:57.273530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:57.273589] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:57.277652] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2026-02-10T20:30:57.278014] [INFO ] [FORECASTER] Completed predict_future for RZC
[2026-02-10T20:30:57.278180] [INFO ] [sig       ] RZC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:57.432782] [INFO ] [LOCAL     ] Saved forecast: RZC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/RZC.txt
[2026-02-10T20:30:57.432961] [INFO ] [sig       ] [2667/3417] Completed RZC in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-10T20:30:57.433005] [INFO ] [sig       ] [2668/3417] Forecasting S...
[2026-02-10T20:30:57.433038] [INFO ] [sig       ] Generating forecast for: S
[2026-02-10T20:30:57.433069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2026-02-10T20:30:57.445890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2026-02-10T20:30:57.446273] [INFO ] [FORECASTER] Starting predict_future for S
[2026-02-10T20:30:57.447127] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2026-02-10T20:30:57.447183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:57.447216] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:57.447244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:57.447302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:57.510724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:57.511723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:57.511849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:57.511893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:57.651979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:57.652142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:57.652185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:57.652216] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:57.656198] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2026-02-10T20:30:57.656566] [INFO ] [FORECASTER] Completed predict_future for S
[2026-02-10T20:30:57.656738] [INFO ] [sig       ] S: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:57.816629] [INFO ] [LOCAL     ] Saved forecast: S	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/S.txt
[2026-02-10T20:30:57.816796] [INFO ] [sig       ] [2668/3417] Completed S in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-10T20:30:57.816840] [INFO ] [sig       ] [2669/3417] Forecasting SA...
[2026-02-10T20:30:57.816873] [INFO ] [sig       ] Generating forecast for: SA
[2026-02-10T20:30:57.816910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2026-02-10T20:30:57.830430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2026-02-10T20:30:57.830850] [INFO ] [FORECASTER] Starting predict_future for SA
[2026-02-10T20:30:57.831680] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2026-02-10T20:30:57.831746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:57.831794] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:57.831833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:57.831919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:57.901685] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:57.902632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:57.902726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:57.902760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:58.037091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:58.037254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:58.037296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:58.037324] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:58.041276] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2026-02-10T20:30:58.041668] [INFO ] [FORECASTER] Completed predict_future for SA
[2026-02-10T20:30:58.041823] [INFO ] [sig       ] SA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:58.198239] [INFO ] [LOCAL     ] Saved forecast: SA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SA.txt
[2026-02-10T20:30:58.198431] [INFO ] [sig       ] [2669/3417] Completed SA in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.5m
[2026-02-10T20:30:58.198479] [INFO ] [sig       ] [2670/3417] Forecasting SAFE...
[2026-02-10T20:30:58.198512] [INFO ] [sig       ] Generating forecast for: SAFE
[2026-02-10T20:30:58.198545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2026-02-10T20:30:58.210602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2026-02-10T20:30:58.211079] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2026-02-10T20:30:58.211992] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2026-02-10T20:30:58.212049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:58.212082] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:58.212110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:58.212167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:58.274298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:58.275193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:58.275295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:58.275337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:58.400757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:58.400917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:58.400957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:58.400986] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:58.404432] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=46.46%)
[2026-02-10T20:30:58.404731] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2026-02-10T20:30:58.404862] [INFO ] [sig       ] SAFE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:58.550236] [INFO ] [LOCAL     ] Saved forecast: SAFE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAFE.txt
[2026-02-10T20:30:58.550600] [INFO ] [sig       ] [2670/3417] Completed SAFE in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:30:58.550641] [INFO ] [sig       ] [2671/3417] Forecasting SAH...
[2026-02-10T20:30:58.550670] [INFO ] [sig       ] Generating forecast for: SAH
[2026-02-10T20:30:58.550700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2026-02-10T20:30:58.563280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2026-02-10T20:30:58.563657] [INFO ] [FORECASTER] Starting predict_future for SAH
[2026-02-10T20:30:58.564436] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2026-02-10T20:30:58.564489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:58.564521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:58.564549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:58.564626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:58.624698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:58.625528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:58.625634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:58.625701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:58.749452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:58.749630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:58.749674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:58.749703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:58.753667] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=42.73%)
[2026-02-10T20:30:58.753964] [INFO ] [FORECASTER] Completed predict_future for SAH
[2026-02-10T20:30:58.754101] [INFO ] [sig       ] SAH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:58.905988] [INFO ] [LOCAL     ] Saved forecast: SAH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAH.txt
[2026-02-10T20:30:58.906149] [INFO ] [sig       ] [2671/3417] Completed SAH in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:30:58.906191] [INFO ] [sig       ] [2672/3417] Forecasting SAIA...
[2026-02-10T20:30:58.906222] [INFO ] [sig       ] Generating forecast for: SAIA
[2026-02-10T20:30:58.906256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2026-02-10T20:30:58.920223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2026-02-10T20:30:58.920657] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2026-02-10T20:30:58.921504] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2026-02-10T20:30:58.921560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:58.921616] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:58.921646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:58.921706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:58.980065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:58.980976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:58.981068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:58.981102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:59.109977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:59.110142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:59.110185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:59.110216] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:59.114163] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=36.28%)
[2026-02-10T20:30:59.114475] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2026-02-10T20:30:59.114629] [INFO ] [sig       ] SAIA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:59.255003] [INFO ] [LOCAL     ] Saved forecast: SAIA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAIA.txt
[2026-02-10T20:30:59.255152] [INFO ] [sig       ] [2672/3417] Completed SAIA in 0.3s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:30:59.255193] [INFO ] [sig       ] [2673/3417] Forecasting SAIC...
[2026-02-10T20:30:59.255222] [INFO ] [sig       ] Generating forecast for: SAIC
[2026-02-10T20:30:59.255254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2026-02-10T20:30:59.266836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2026-02-10T20:30:59.267181] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2026-02-10T20:30:59.267984] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2026-02-10T20:30:59.268037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:59.268103] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:59.268131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:59.268186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:59.324998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:59.325830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:59.325916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:59.325951] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:59.457332] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:59.457506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:59.457560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:59.457615] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:59.462997] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2026-02-10T20:30:59.463666] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2026-02-10T20:30:59.463888] [INFO ] [sig       ] SAIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:30:59.608923] [INFO ] [LOCAL     ] Saved forecast: SAIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAIC.txt
[2026-02-10T20:30:59.609090] [INFO ] [sig       ] [2673/3417] Completed SAIC in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:30:59.609151] [INFO ] [sig       ] [2674/3417] Forecasting SAM...
[2026-02-10T20:30:59.609186] [INFO ] [sig       ] Generating forecast for: SAM
[2026-02-10T20:30:59.609219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2026-02-10T20:30:59.620899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2026-02-10T20:30:59.621248] [INFO ] [FORECASTER] Starting predict_future for SAM
[2026-02-10T20:30:59.622142] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2026-02-10T20:30:59.622198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:59.622232] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:59.622260] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:59.622317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:30:59.681511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:30:59.682514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:30:59.682627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:30:59.682664] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:30:59.806932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:30:59.807102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:30:59.807143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:30:59.807171] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:30:59.810987] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=75.50%)
[2026-02-10T20:30:59.811403] [INFO ] [FORECASTER] Completed predict_future for SAM
[2026-02-10T20:30:59.811568] [INFO ] [sig       ] SAM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:30:59.965626] [INFO ] [LOCAL     ] Saved forecast: SAM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SAM.txt
[2026-02-10T20:30:59.965818] [INFO ] [sig       ] [2674/3417] Completed SAM in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:30:59.965860] [INFO ] [sig       ] [2675/3417] Forecasting SAMG...
[2026-02-10T20:30:59.965893] [INFO ] [sig       ] Generating forecast for: SAMG
[2026-02-10T20:30:59.965925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2026-02-10T20:30:59.977226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2026-02-10T20:30:59.977587] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2026-02-10T20:30:59.981849] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2026-02-10T20:30:59.981911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:30:59.981956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:30:59.981985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:30:59.982047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:00.039895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:00.040868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:00.041075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:00.041112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:00.159600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:00.159766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:00.159807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:00.159836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:00.163374] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=42.75%)
[2026-02-10T20:31:00.163683] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2026-02-10T20:31:00.163814] [INFO ] [sig       ] SAMG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:00.318224] [INFO ] [LOCAL     ] Saved forecast: SAMG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAMG.txt
[2026-02-10T20:31:00.318403] [INFO ] [sig       ] [2675/3417] Completed SAMG in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:31:00.318447] [INFO ] [sig       ] [2676/3417] Forecasting SAN...
[2026-02-10T20:31:00.318481] [INFO ] [sig       ] Generating forecast for: SAN
[2026-02-10T20:31:00.318515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2026-02-10T20:31:00.330625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2026-02-10T20:31:00.331051] [INFO ] [FORECASTER] Starting predict_future for SAN
[2026-02-10T20:31:00.331915] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2026-02-10T20:31:00.331983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:00.332018] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:00.332046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:00.332104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:00.391969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:00.392872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:00.392957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:00.392990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:00.523887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:00.524052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:00.524094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:00.524124] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:00.527692] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2026-02-10T20:31:00.527976] [INFO ] [FORECASTER] Completed predict_future for SAN
[2026-02-10T20:31:00.528147] [INFO ] [sig       ] SAN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:00.695776] [INFO ] [LOCAL     ] Saved forecast: SAN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SAN.txt
[2026-02-10T20:31:00.695940] [INFO ] [sig       ] [2676/3417] Completed SAN in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:31:00.695990] [INFO ] [sig       ] [2677/3417] Forecasting SANA...
[2026-02-10T20:31:00.696030] [INFO ] [sig       ] Generating forecast for: SANA
[2026-02-10T20:31:00.696081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2026-02-10T20:31:00.707101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2026-02-10T20:31:00.707455] [INFO ] [FORECASTER] Starting predict_future for SANA
[2026-02-10T20:31:00.708375] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2026-02-10T20:31:00.708432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:00.708467] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:00.708495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:00.708552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:00.766900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:00.767970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:00.768088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:00.768130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:00.897069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:00.897233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:00.897274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:00.897302] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:00.900793] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2026-02-10T20:31:00.901073] [INFO ] [FORECASTER] Completed predict_future for SANA
[2026-02-10T20:31:00.901201] [INFO ] [sig       ] SANA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:01.044740] [INFO ] [LOCAL     ] Saved forecast: SANA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SANA.txt
[2026-02-10T20:31:01.044900] [INFO ] [sig       ] [2677/3417] Completed SANA in 0.3s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:31:01.044939] [INFO ] [sig       ] [2678/3417] Forecasting SANM...
[2026-02-10T20:31:01.044970] [INFO ] [sig       ] Generating forecast for: SANM
[2026-02-10T20:31:01.045001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2026-02-10T20:31:01.058758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2026-02-10T20:31:01.059076] [INFO ] [FORECASTER] Starting predict_future for SANM
[2026-02-10T20:31:01.059866] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2026-02-10T20:31:01.059924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:01.060329] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:01.060362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:01.060420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:01.121741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:01.122662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:01.122753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:01.122788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:01.249192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:01.249353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:01.249394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:01.249423] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:01.252886] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=53.57%)
[2026-02-10T20:31:01.253162] [INFO ] [FORECASTER] Completed predict_future for SANM
[2026-02-10T20:31:01.253318] [INFO ] [sig       ] SANM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:01.426734] [INFO ] [LOCAL     ] Saved forecast: SANM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SANM.txt
[2026-02-10T20:31:01.427895] [INFO ] [sig       ] [2678/3417] Completed SANM in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:31:01.427980] [INFO ] [sig       ] [2679/3417] Forecasting SAP...
[2026-02-10T20:31:01.428031] [INFO ] [sig       ] Generating forecast for: SAP
[2026-02-10T20:31:01.428102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2026-02-10T20:31:01.446066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2026-02-10T20:31:01.446625] [INFO ] [FORECASTER] Starting predict_future for SAP
[2026-02-10T20:31:01.447894] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2026-02-10T20:31:01.447979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:01.448021] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:01.448091] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:01.448178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:01.511731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:01.512555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:01.512666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:01.512700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:01.643719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:01.643881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:01.643923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:01.643952] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:01.647390] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=22.04%)
[2026-02-10T20:31:01.647746] [INFO ] [FORECASTER] Completed predict_future for SAP
[2026-02-10T20:31:01.647904] [INFO ] [sig       ] SAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:01.799995] [INFO ] [LOCAL     ] Saved forecast: SAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAP.txt
[2026-02-10T20:31:01.800167] [INFO ] [sig       ] [2679/3417] Completed SAP in 0.4s | 2.80 sym/s | Total: 15.9m | ETA: 4.4m
[2026-02-10T20:31:01.800233] [INFO ] [sig       ] [2680/3417] Forecasting SARK...
[2026-02-10T20:31:01.800266] [INFO ] [sig       ] Generating forecast for: SARK
[2026-02-10T20:31:01.800297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2026-02-10T20:31:01.814532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2026-02-10T20:31:01.814934] [INFO ] [FORECASTER] Starting predict_future for SARK
[2026-02-10T20:31:01.815849] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2026-02-10T20:31:01.815916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:01.815963] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:01.815996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:01.816055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:01.878405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:01.879283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:01.879371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:01.879406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:02.012435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:02.012627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:02.012672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:02.012702] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:02.016371] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2026-02-10T20:31:02.016746] [INFO ] [FORECASTER] Completed predict_future for SARK
[2026-02-10T20:31:02.016899] [INFO ] [sig       ] SARK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:02.168863] [INFO ] [LOCAL     ] Saved forecast: SARK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SARK.txt
[2026-02-10T20:31:02.169027] [INFO ] [sig       ] [2680/3417] Completed SARK in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:02.169068] [INFO ] [sig       ] [2681/3417] Forecasting SATL...
[2026-02-10T20:31:02.169102] [INFO ] [sig       ] Generating forecast for: SATL
[2026-02-10T20:31:02.169134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2026-02-10T20:31:02.180932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2026-02-10T20:31:02.181354] [INFO ] [FORECASTER] Starting predict_future for SATL
[2026-02-10T20:31:02.182182] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2026-02-10T20:31:02.182236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:02.182269] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:02.182296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:02.182352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:02.248622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:02.249657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:02.249762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:02.249809] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:02.387085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:02.387446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:02.387489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:02.387554] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:02.391403] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2026-02-10T20:31:02.391815] [INFO ] [FORECASTER] Completed predict_future for SATL
[2026-02-10T20:31:02.391976] [INFO ] [sig       ] SATL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:02.543461] [INFO ] [LOCAL     ] Saved forecast: SATL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SATL.txt
[2026-02-10T20:31:02.543665] [INFO ] [sig       ] [2681/3417] Completed SATL in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:02.543721] [INFO ] [sig       ] [2682/3417] Forecasting SATS...
[2026-02-10T20:31:02.543755] [INFO ] [sig       ] Generating forecast for: SATS
[2026-02-10T20:31:02.543787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2026-02-10T20:31:02.555696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2026-02-10T20:31:02.556125] [INFO ] [FORECASTER] Starting predict_future for SATS
[2026-02-10T20:31:02.556989] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2026-02-10T20:31:02.557054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:02.557087] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:02.557114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:02.557169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:02.616009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:02.616940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:02.617066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:02.617118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:02.747067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:02.747245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:02.747287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:02.747318] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:02.751175] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2026-02-10T20:31:02.751604] [INFO ] [FORECASTER] Completed predict_future for SATS
[2026-02-10T20:31:02.751772] [INFO ] [sig       ] SATS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:02.900545] [INFO ] [LOCAL     ] Saved forecast: SATS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SATS.txt
[2026-02-10T20:31:02.900739] [INFO ] [sig       ] [2682/3417] Completed SATS in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:02.900781] [INFO ] [sig       ] [2683/3417] Forecasting SAVA...
[2026-02-10T20:31:02.900814] [INFO ] [sig       ] Generating forecast for: SAVA
[2026-02-10T20:31:02.900845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2026-02-10T20:31:02.913784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2026-02-10T20:31:02.914208] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2026-02-10T20:31:02.915042] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2026-02-10T20:31:02.915097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:02.915129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:02.915157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:02.915214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:02.973984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:02.974905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:02.975011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:02.975044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:03.099533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:03.099723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:03.099785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:03.099817] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:03.103452] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2026-02-10T20:31:03.103806] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2026-02-10T20:31:03.103965] [INFO ] [sig       ] SAVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:03.250624] [INFO ] [LOCAL     ] Saved forecast: SAVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SAVA.txt
[2026-02-10T20:31:03.250999] [INFO ] [sig       ] [2683/3417] Completed SAVA in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:03.251040] [INFO ] [sig       ] [2684/3417] Forecasting SB...
[2026-02-10T20:31:03.251074] [INFO ] [sig       ] Generating forecast for: SB
[2026-02-10T20:31:03.251109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2026-02-10T20:31:03.265691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2026-02-10T20:31:03.266120] [INFO ] [FORECASTER] Starting predict_future for SB
[2026-02-10T20:31:03.267053] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2026-02-10T20:31:03.267133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:03.267173] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:03.267204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:03.267262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:03.329411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:03.330378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:03.330484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:03.330518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:03.454858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:03.455024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:03.455064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:03.455093] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:03.461731] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2026-02-10T20:31:03.462076] [INFO ] [FORECASTER] Completed predict_future for SB
[2026-02-10T20:31:03.462244] [INFO ] [sig       ] SB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:03.606431] [INFO ] [LOCAL     ] Saved forecast: SB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SB.txt
[2026-02-10T20:31:03.606631] [INFO ] [sig       ] [2684/3417] Completed SB in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:03.606676] [INFO ] [sig       ] [2685/3417] Forecasting SBAC...
[2026-02-10T20:31:03.606709] [INFO ] [sig       ] Generating forecast for: SBAC
[2026-02-10T20:31:03.606740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2026-02-10T20:31:03.620337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2026-02-10T20:31:03.620793] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2026-02-10T20:31:03.621673] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2026-02-10T20:31:03.621729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:03.621763] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:03.621791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:03.621849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:03.681358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:03.682333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:03.682643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:03.682679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:03.809435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:03.809621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:03.809665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:03.809696] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:03.813226] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2026-02-10T20:31:03.813523] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2026-02-10T20:31:03.813682] [INFO ] [sig       ] SBAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:03.958105] [INFO ] [LOCAL     ] Saved forecast: SBAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBAC.txt
[2026-02-10T20:31:03.958280] [INFO ] [sig       ] [2685/3417] Completed SBAC in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:03.958321] [INFO ] [sig       ] [2686/3417] Forecasting SBCF...
[2026-02-10T20:31:03.958351] [INFO ] [sig       ] Generating forecast for: SBCF
[2026-02-10T20:31:03.958382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2026-02-10T20:31:03.970979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2026-02-10T20:31:03.971596] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2026-02-10T20:31:03.972630] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2026-02-10T20:31:03.972686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:03.972720] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:03.972748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:03.972814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:04.036471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:04.037375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:04.037466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:04.037501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:04.165786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:04.165949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:04.165990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:04.166019] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:04.169487] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2026-02-10T20:31:04.169802] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2026-02-10T20:31:04.169940] [INFO ] [sig       ] SBCF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:04.311560] [INFO ] [LOCAL     ] Saved forecast: SBCF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SBCF.txt
[2026-02-10T20:31:04.311745] [INFO ] [sig       ] [2686/3417] Completed SBCF in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.4m
[2026-02-10T20:31:04.311786] [INFO ] [sig       ] [2687/3417] Forecasting SBFM...
[2026-02-10T20:31:04.311817] [INFO ] [sig       ] Generating forecast for: SBFM
[2026-02-10T20:31:04.311847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2026-02-10T20:31:04.324091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2026-02-10T20:31:04.324513] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2026-02-10T20:31:04.325433] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2026-02-10T20:31:04.325492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:04.325540] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:04.325570] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:04.325671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:04.384367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:04.385309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:04.385403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:04.385436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:04.507473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:04.507659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:04.507701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:04.507730] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:04.511343] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=41.10%)
[2026-02-10T20:31:04.511743] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2026-02-10T20:31:04.511902] [INFO ] [sig       ] SBFM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:04.655467] [INFO ] [LOCAL     ] Saved forecast: SBFM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBFM.txt
[2026-02-10T20:31:04.655652] [INFO ] [sig       ] [2687/3417] Completed SBFM in 0.3s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:04.655696] [INFO ] [sig       ] [2688/3417] Forecasting SBGI...
[2026-02-10T20:31:04.655726] [INFO ] [sig       ] Generating forecast for: SBGI
[2026-02-10T20:31:04.655759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2026-02-10T20:31:04.668801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2026-02-10T20:31:04.669227] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2026-02-10T20:31:04.670068] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2026-02-10T20:31:04.670121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:04.670153] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:04.670180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:04.670237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:04.726868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:04.727820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:04.727947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:04.727981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:04.862309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:04.862474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:04.862517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:04.862548] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:04.866210] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2026-02-10T20:31:04.866564] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2026-02-10T20:31:04.866747] [INFO ] [sig       ] SBGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:05.010269] [INFO ] [LOCAL     ] Saved forecast: SBGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBGI.txt
[2026-02-10T20:31:05.010442] [INFO ] [sig       ] [2688/3417] Completed SBGI in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:05.010484] [INFO ] [sig       ] [2689/3417] Forecasting SBH...
[2026-02-10T20:31:05.010516] [INFO ] [sig       ] Generating forecast for: SBH
[2026-02-10T20:31:05.010548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2026-02-10T20:31:05.022444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2026-02-10T20:31:05.022880] [INFO ] [FORECASTER] Starting predict_future for SBH
[2026-02-10T20:31:05.023769] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2026-02-10T20:31:05.023824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:05.023858] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:05.023886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:05.023955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:05.087444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:05.088764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:05.088862] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:05.088896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:05.218076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:05.218253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:05.218294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:05.218325] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:05.222809] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2026-02-10T20:31:05.223167] [INFO ] [FORECASTER] Completed predict_future for SBH
[2026-02-10T20:31:05.223503] [INFO ] [sig       ] SBH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:05.376924] [INFO ] [LOCAL     ] Saved forecast: SBH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SBH.txt
[2026-02-10T20:31:05.377089] [INFO ] [sig       ] [2689/3417] Completed SBH in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:05.377131] [INFO ] [sig       ] [2690/3417] Forecasting SBI...
[2026-02-10T20:31:05.377160] [INFO ] [sig       ] Generating forecast for: SBI
[2026-02-10T20:31:05.377192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2026-02-10T20:31:05.390459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2026-02-10T20:31:05.390935] [INFO ] [FORECASTER] Starting predict_future for SBI
[2026-02-10T20:31:05.391837] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2026-02-10T20:31:05.391894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:05.391927] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:05.391955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:05.392012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:05.463033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:05.464004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:05.464106] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:05.464140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:05.598782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:05.598968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:05.599024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:05.599065] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:05.603858] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2026-02-10T20:31:05.604351] [INFO ] [FORECASTER] Completed predict_future for SBI
[2026-02-10T20:31:05.604556] [INFO ] [sig       ] SBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:05.765660] [INFO ] [LOCAL     ] Saved forecast: SBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBI.txt
[2026-02-10T20:31:05.765830] [INFO ] [sig       ] [2690/3417] Completed SBI in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:05.765870] [INFO ] [sig       ] [2691/3417] Forecasting SBLK...
[2026-02-10T20:31:05.765930] [INFO ] [sig       ] Generating forecast for: SBLK
[2026-02-10T20:31:05.765966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2026-02-10T20:31:05.777688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2026-02-10T20:31:05.778144] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2026-02-10T20:31:05.778991] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2026-02-10T20:31:05.779045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:05.779080] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:05.779108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:05.779165] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:05.836036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:05.836974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:05.837060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:05.837094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:05.957774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:05.957941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:05.957983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:05.958013] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:05.961561] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2026-02-10T20:31:05.961869] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2026-02-10T20:31:05.962004] [INFO ] [sig       ] SBLK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:06.106178] [INFO ] [LOCAL     ] Saved forecast: SBLK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBLK.txt
[2026-02-10T20:31:06.106384] [INFO ] [sig       ] [2691/3417] Completed SBLK in 0.3s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:06.106427] [INFO ] [sig       ] [2692/3417] Forecasting SBRA...
[2026-02-10T20:31:06.106456] [INFO ] [sig       ] Generating forecast for: SBRA
[2026-02-10T20:31:06.106489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2026-02-10T20:31:06.118709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2026-02-10T20:31:06.119129] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2026-02-10T20:31:06.119980] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2026-02-10T20:31:06.120034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:06.120071] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:06.120104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:06.120172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:06.179919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:06.180835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:06.180923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:06.180957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:06.307942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:06.308139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:06.308181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:06.308210] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:06.311950] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2026-02-10T20:31:06.312272] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2026-02-10T20:31:06.312414] [INFO ] [sig       ] SBRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:06.454371] [INFO ] [LOCAL     ] Saved forecast: SBRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SBRA.txt
[2026-02-10T20:31:06.454531] [INFO ] [sig       ] [2692/3417] Completed SBRA in 0.3s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:06.454590] [INFO ] [sig       ] [2693/3417] Forecasting SBS...
[2026-02-10T20:31:06.454624] [INFO ] [sig       ] Generating forecast for: SBS
[2026-02-10T20:31:06.454658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2026-02-10T20:31:06.466951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2026-02-10T20:31:06.467302] [INFO ] [FORECASTER] Starting predict_future for SBS
[2026-02-10T20:31:06.468125] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2026-02-10T20:31:06.468178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:06.468210] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:06.468238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:06.468294] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:06.525199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:06.526110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:06.526195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:06.526228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:06.656787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:06.656954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:06.656995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:06.657023] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:06.660909] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2026-02-10T20:31:06.661202] [INFO ] [FORECASTER] Completed predict_future for SBS
[2026-02-10T20:31:06.661334] [INFO ] [sig       ] SBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:06.809024] [INFO ] [LOCAL     ] Saved forecast: SBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBS.txt
[2026-02-10T20:31:06.809203] [INFO ] [sig       ] [2693/3417] Completed SBS in 0.4s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:06.809244] [INFO ] [sig       ] [2694/3417] Forecasting SBSI...
[2026-02-10T20:31:06.809274] [INFO ] [sig       ] Generating forecast for: SBSI
[2026-02-10T20:31:06.809304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2026-02-10T20:31:06.822306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2026-02-10T20:31:06.822710] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2026-02-10T20:31:06.823703] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2026-02-10T20:31:06.823757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:06.823790] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:06.823816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:06.823871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:06.884033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:06.884977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:06.885064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:06.885097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:07.005425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:07.005614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:07.005657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:07.005705] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:07.009705] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2026-02-10T20:31:07.009994] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2026-02-10T20:31:07.010126] [INFO ] [sig       ] SBSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:07.155889] [INFO ] [LOCAL     ] Saved forecast: SBSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBSI.txt
[2026-02-10T20:31:07.156037] [INFO ] [sig       ] [2694/3417] Completed SBSI in 0.3s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:07.156076] [INFO ] [sig       ] [2695/3417] Forecasting SBUX...
[2026-02-10T20:31:07.156106] [INFO ] [sig       ] Generating forecast for: SBUX
[2026-02-10T20:31:07.156137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2026-02-10T20:31:07.167619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2026-02-10T20:31:07.167937] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2026-02-10T20:31:07.168762] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2026-02-10T20:31:07.168815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:07.168876] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:07.168906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:07.168963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:07.225614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:07.226350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:07.226434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:07.226467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:07.352365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:07.352535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:07.352595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:07.352628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:07.356194] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=34.84%)
[2026-02-10T20:31:07.356491] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2026-02-10T20:31:07.356642] [INFO ] [sig       ] SBUX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:07.503786] [INFO ] [LOCAL     ] Saved forecast: SBUX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SBUX.txt
[2026-02-10T20:31:07.503948] [INFO ] [sig       ] [2695/3417] Completed SBUX in 0.3s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:07.503988] [INFO ] [sig       ] [2696/3417] Forecasting SCD...
[2026-02-10T20:31:07.504017] [INFO ] [sig       ] Generating forecast for: SCD
[2026-02-10T20:31:07.504049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2026-02-10T20:31:07.515662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2026-02-10T20:31:07.515998] [INFO ] [FORECASTER] Starting predict_future for SCD
[2026-02-10T20:31:07.516794] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2026-02-10T20:31:07.516848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:07.516880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:07.516908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:07.516964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:07.574114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:07.574977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:07.575079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:07.575114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:07.693763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:07.693922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:07.693962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:07.693991] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:07.697779] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2026-02-10T20:31:07.698085] [INFO ] [FORECASTER] Completed predict_future for SCD
[2026-02-10T20:31:07.698230] [INFO ] [sig       ] SCD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:07.844310] [INFO ] [LOCAL     ] Saved forecast: SCD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SCD.txt
[2026-02-10T20:31:07.844476] [INFO ] [sig       ] [2696/3417] Completed SCD in 0.3s | 2.80 sym/s | Total: 16.0m | ETA: 4.3m
[2026-02-10T20:31:07.844517] [INFO ] [sig       ] [2697/3417] Forecasting SCHL...
[2026-02-10T20:31:07.844547] [INFO ] [sig       ] Generating forecast for: SCHL
[2026-02-10T20:31:07.844602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2026-02-10T20:31:07.856136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2026-02-10T20:31:07.856524] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2026-02-10T20:31:07.857318] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2026-02-10T20:31:07.857371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:07.857404] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:07.857432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:07.857488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:07.919680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:07.920569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:07.920675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:07.920713] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:08.045085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:08.045250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:08.045290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:08.045319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:08.048903] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2026-02-10T20:31:08.049283] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2026-02-10T20:31:08.049452] [INFO ] [sig       ] SCHL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:08.190175] [INFO ] [LOCAL     ] Saved forecast: SCHL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SCHL.txt
[2026-02-10T20:31:08.190339] [INFO ] [sig       ] [2697/3417] Completed SCHL in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:08.190381] [INFO ] [sig       ] [2698/3417] Forecasting SCI...
[2026-02-10T20:31:08.190412] [INFO ] [sig       ] Generating forecast for: SCI
[2026-02-10T20:31:08.190443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2026-02-10T20:31:08.201620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2026-02-10T20:31:08.201961] [INFO ] [FORECASTER] Starting predict_future for SCI
[2026-02-10T20:31:08.202791] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2026-02-10T20:31:08.202845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:08.202876] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:08.202916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:08.202974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:08.259619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:08.260490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:08.260602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:08.260638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:08.383480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:08.383669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:08.383712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:08.383774] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:08.387245] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=29.48%)
[2026-02-10T20:31:08.387529] [INFO ] [FORECASTER] Completed predict_future for SCI
[2026-02-10T20:31:08.387686] [INFO ] [sig       ] SCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:08.528545] [INFO ] [LOCAL     ] Saved forecast: SCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SCI.txt
[2026-02-10T20:31:08.528735] [INFO ] [sig       ] [2698/3417] Completed SCI in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:08.528775] [INFO ] [sig       ] [2699/3417] Forecasting SCL...
[2026-02-10T20:31:08.528806] [INFO ] [sig       ] Generating forecast for: SCL
[2026-02-10T20:31:08.528840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2026-02-10T20:31:08.540668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2026-02-10T20:31:08.541085] [INFO ] [FORECASTER] Starting predict_future for SCL
[2026-02-10T20:31:08.541926] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2026-02-10T20:31:08.541983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:08.542015] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:08.542042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:08.542098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:08.599184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:08.600124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:08.600214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:08.600248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:08.718895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:08.719080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:08.719123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:08.719155] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:08.722972] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2026-02-10T20:31:08.723346] [INFO ] [FORECASTER] Completed predict_future for SCL
[2026-02-10T20:31:08.723502] [INFO ] [sig       ] SCL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:08.867193] [INFO ] [LOCAL     ] Saved forecast: SCL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SCL.txt
[2026-02-10T20:31:08.867334] [INFO ] [sig       ] [2699/3417] Completed SCL in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:08.867374] [INFO ] [sig       ] [2700/3417] Forecasting SCM...
[2026-02-10T20:31:08.867403] [INFO ] [sig       ] Generating forecast for: SCM
[2026-02-10T20:31:08.867433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2026-02-10T20:31:08.883056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2026-02-10T20:31:08.883370] [INFO ] [FORECASTER] Starting predict_future for SCM
[2026-02-10T20:31:08.884382] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2026-02-10T20:31:08.884434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:08.884474] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:08.884502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:08.884558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:08.942668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:08.943519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:08.943639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:08.943676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:09.066160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:09.066344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:09.066387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:09.066417] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:09.070161] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2026-02-10T20:31:09.070514] [INFO ] [FORECASTER] Completed predict_future for SCM
[2026-02-10T20:31:09.070676] [INFO ] [sig       ] SCM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:09.216509] [INFO ] [LOCAL     ] Saved forecast: SCM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SCM.txt
[2026-02-10T20:31:09.216719] [INFO ] [sig       ] [2700/3417] Completed SCM in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:09.216765] [INFO ] [sig       ] [2701/3417] Forecasting SCSC...
[2026-02-10T20:31:09.216794] [INFO ] [sig       ] Generating forecast for: SCSC
[2026-02-10T20:31:09.216828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2026-02-10T20:31:09.230203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2026-02-10T20:31:09.230695] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2026-02-10T20:31:09.231767] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2026-02-10T20:31:09.231831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:09.231873] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:09.231908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:09.231982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:09.292964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:09.293937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:09.294040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:09.294074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:09.431786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:09.431954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:09.431996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:09.432026] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:09.435767] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2026-02-10T20:31:09.436121] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2026-02-10T20:31:09.436271] [INFO ] [sig       ] SCSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:09.580371] [INFO ] [LOCAL     ] Saved forecast: SCSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SCSC.txt
[2026-02-10T20:31:09.580542] [INFO ] [sig       ] [2701/3417] Completed SCSC in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:09.580607] [INFO ] [sig       ] [2702/3417] Forecasting SCVL...
[2026-02-10T20:31:09.580643] [INFO ] [sig       ] Generating forecast for: SCVL
[2026-02-10T20:31:09.580682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2026-02-10T20:31:09.593862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2026-02-10T20:31:09.594366] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2026-02-10T20:31:09.595491] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2026-02-10T20:31:09.595558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:09.595627] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:09.595668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:09.595752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:09.675475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:09.676686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:09.676809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:09.676860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:09.833205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:09.833388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:09.833433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:09.833463] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:09.837872] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=48.83%)
[2026-02-10T20:31:09.838473] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2026-02-10T20:31:09.838732] [INFO ] [sig       ] SCVL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:09.992741] [INFO ] [LOCAL     ] Saved forecast: SCVL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SCVL.txt
[2026-02-10T20:31:09.992924] [INFO ] [sig       ] [2702/3417] Completed SCVL in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:09.992978] [INFO ] [sig       ] [2703/3417] Forecasting SCZ...
[2026-02-10T20:31:09.993019] [INFO ] [sig       ] Generating forecast for: SCZ
[2026-02-10T20:31:09.993059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2026-02-10T20:31:10.004980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2026-02-10T20:31:10.005403] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2026-02-10T20:31:10.006237] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2026-02-10T20:31:10.006291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:10.006323] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:10.006349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:10.006404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:10.063993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:10.064935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:10.065030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:10.065063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:10.192010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:10.192234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:10.192279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:10.192308] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:10.196289] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2026-02-10T20:31:10.196648] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2026-02-10T20:31:10.196799] [INFO ] [sig       ] SCZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:10.339707] [INFO ] [LOCAL     ] Saved forecast: SCZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SCZ.txt
[2026-02-10T20:31:10.339877] [INFO ] [sig       ] [2703/3417] Completed SCZ in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.3m
[2026-02-10T20:31:10.339919] [INFO ] [sig       ] [2704/3417] Forecasting SD...
[2026-02-10T20:31:10.339950] [INFO ] [sig       ] Generating forecast for: SD
[2026-02-10T20:31:10.339981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2026-02-10T20:31:10.351878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2026-02-10T20:31:10.352225] [INFO ] [FORECASTER] Starting predict_future for SD
[2026-02-10T20:31:10.353027] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2026-02-10T20:31:10.353079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:10.353111] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:10.353138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:10.353208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:10.410685] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:10.411623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:10.411710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:10.411743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:10.538253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:10.538429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:10.538470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:10.538498] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:10.542217] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=51.10%)
[2026-02-10T20:31:10.542606] [INFO ] [FORECASTER] Completed predict_future for SD
[2026-02-10T20:31:10.542756] [INFO ] [sig       ] SD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:10.689731] [INFO ] [LOCAL     ] Saved forecast: SD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SD.txt
[2026-02-10T20:31:10.689894] [INFO ] [sig       ] [2704/3417] Completed SD in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:10.689937] [INFO ] [sig       ] [2705/3417] Forecasting SDA...
[2026-02-10T20:31:10.689969] [INFO ] [sig       ] Generating forecast for: SDA
[2026-02-10T20:31:10.690000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2026-02-10T20:31:10.701959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2026-02-10T20:31:10.702444] [INFO ] [FORECASTER] Starting predict_future for SDA
[2026-02-10T20:31:10.703340] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2026-02-10T20:31:10.703398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:10.703430] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:10.703457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:10.703514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:10.763175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:10.764102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:10.764202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:10.764278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:10.886772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:10.886939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:10.886982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:10.887012] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:10.890790] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2026-02-10T20:31:10.891161] [INFO ] [FORECASTER] Completed predict_future for SDA
[2026-02-10T20:31:10.891311] [INFO ] [sig       ] SDA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:11.040522] [INFO ] [LOCAL     ] Saved forecast: SDA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SDA.txt
[2026-02-10T20:31:11.040720] [INFO ] [sig       ] [2705/3417] Completed SDA in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:11.040763] [INFO ] [sig       ] [2706/3417] Forecasting SDHY...
[2026-02-10T20:31:11.040794] [INFO ] [sig       ] Generating forecast for: SDHY
[2026-02-10T20:31:11.040825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2026-02-10T20:31:11.052804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2026-02-10T20:31:11.053211] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2026-02-10T20:31:11.054052] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2026-02-10T20:31:11.054109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:11.054141] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:11.054167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:11.054224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:11.113310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:11.114290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:11.114398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:11.114434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:11.241168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:11.241329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:11.241374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:11.241404] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:11.245188] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2026-02-10T20:31:11.245554] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2026-02-10T20:31:11.245735] [INFO ] [sig       ] SDHY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:11.392621] [INFO ] [LOCAL     ] Saved forecast: SDHY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SDHY.txt
[2026-02-10T20:31:11.392791] [INFO ] [sig       ] [2706/3417] Completed SDHY in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:11.392832] [INFO ] [sig       ] [2707/3417] Forecasting SDRL...
[2026-02-10T20:31:11.392864] [INFO ] [sig       ] Generating forecast for: SDRL
[2026-02-10T20:31:11.392894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2026-02-10T20:31:11.404947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2026-02-10T20:31:11.405377] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2026-02-10T20:31:11.406269] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2026-02-10T20:31:11.406327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:11.406360] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:11.406387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:11.406443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:11.464802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:11.465725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:11.465844] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:11.465887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:11.598095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:11.598351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:11.598415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:11.598461] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:11.603735] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2026-02-10T20:31:11.604174] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2026-02-10T20:31:11.604376] [INFO ] [sig       ] SDRL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:11.801625] [INFO ] [LOCAL     ] Saved forecast: SDRL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SDRL.txt
[2026-02-10T20:31:11.801792] [INFO ] [sig       ] [2707/3417] Completed SDRL in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:11.801835] [INFO ] [sig       ] [2708/3417] Forecasting SDVY...
[2026-02-10T20:31:11.801867] [INFO ] [sig       ] Generating forecast for: SDVY
[2026-02-10T20:31:11.801898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2026-02-10T20:31:11.814710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2026-02-10T20:31:11.815150] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2026-02-10T20:31:11.816259] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2026-02-10T20:31:11.816329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:11.816377] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:11.816419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:11.816507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:11.885457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:11.886373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:11.886463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:11.886497] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:12.012454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:12.012637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:12.012681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:12.012711] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:12.016208] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=64.86%)
[2026-02-10T20:31:12.016525] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2026-02-10T20:31:12.016684] [INFO ] [sig       ] SDVY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:12.164968] [INFO ] [LOCAL     ] Saved forecast: SDVY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SDVY.txt
[2026-02-10T20:31:12.165153] [INFO ] [sig       ] [2708/3417] Completed SDVY in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:12.165197] [INFO ] [sig       ] [2709/3417] Forecasting SE...
[2026-02-10T20:31:12.165228] [INFO ] [sig       ] Generating forecast for: SE
[2026-02-10T20:31:12.165265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2026-02-10T20:31:12.177661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2026-02-10T20:31:12.178011] [INFO ] [FORECASTER] Starting predict_future for SE
[2026-02-10T20:31:12.178858] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2026-02-10T20:31:12.178912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:12.178945] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:12.178973] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:12.179030] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:12.237760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:12.238592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:12.238678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:12.238712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:12.359734] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:12.359911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:12.359953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:12.359984] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:12.363551] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2026-02-10T20:31:12.363889] [INFO ] [FORECASTER] Completed predict_future for SE
[2026-02-10T20:31:12.364033] [INFO ] [sig       ] SE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:12.509767] [INFO ] [LOCAL     ] Saved forecast: SE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SE.txt
[2026-02-10T20:31:12.509918] [INFO ] [sig       ] [2709/3417] Completed SE in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:12.509959] [INFO ] [sig       ] [2710/3417] Forecasting SEDG...
[2026-02-10T20:31:12.509990] [INFO ] [sig       ] Generating forecast for: SEDG
[2026-02-10T20:31:12.510026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2026-02-10T20:31:12.522075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2026-02-10T20:31:12.522424] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2026-02-10T20:31:12.523257] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2026-02-10T20:31:12.523311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:12.523342] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:12.523372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:12.523430] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:12.582397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:12.583269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:12.583369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:12.583409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:12.705658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:12.705829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:12.705872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:12.705901] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:12.709636] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=39.39%)
[2026-02-10T20:31:12.709948] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2026-02-10T20:31:12.710088] [INFO ] [sig       ] SEDG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:12.857461] [INFO ] [LOCAL     ] Saved forecast: SEDG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SEDG.txt
[2026-02-10T20:31:12.857656] [INFO ] [sig       ] [2710/3417] Completed SEDG in 0.3s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:12.857700] [INFO ] [sig       ] [2711/3417] Forecasting SEE...
[2026-02-10T20:31:12.857731] [INFO ] [sig       ] Generating forecast for: SEE
[2026-02-10T20:31:12.857761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2026-02-10T20:31:12.869935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2026-02-10T20:31:12.870319] [INFO ] [FORECASTER] Starting predict_future for SEE
[2026-02-10T20:31:12.871211] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2026-02-10T20:31:12.871281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:12.871329] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:12.871364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:12.871424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:12.930351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:12.931323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:12.931437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:12.931487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:13.067986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:13.068178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:13.068223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:13.068253] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:13.072004] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=83.96%)
[2026-02-10T20:31:13.072307] [INFO ] [FORECASTER] Completed predict_future for SEE
[2026-02-10T20:31:13.072443] [INFO ] [sig       ] SEE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:13.215850] [INFO ] [LOCAL     ] Saved forecast: SEE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SEE.txt
[2026-02-10T20:31:13.216021] [INFO ] [sig       ] [2711/3417] Completed SEE in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:13.216071] [INFO ] [sig       ] [2712/3417] Forecasting SEIC...
[2026-02-10T20:31:13.216102] [INFO ] [sig       ] Generating forecast for: SEIC
[2026-02-10T20:31:13.216132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2026-02-10T20:31:13.228252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2026-02-10T20:31:13.228807] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2026-02-10T20:31:13.229644] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2026-02-10T20:31:13.229697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:13.229775] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:13.229804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:13.229860] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:13.288407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:13.289247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:13.289333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:13.289367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:13.439842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:13.440007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:13.440051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:13.440082] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:13.443840] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2026-02-10T20:31:13.444156] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2026-02-10T20:31:13.444294] [INFO ] [sig       ] SEIC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:13.587857] [INFO ] [LOCAL     ] Saved forecast: SEIC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SEIC.txt
[2026-02-10T20:31:13.588018] [INFO ] [sig       ] [2712/3417] Completed SEIC in 0.4s | 2.80 sym/s | Total: 16.1m | ETA: 4.2m
[2026-02-10T20:31:13.588086] [INFO ] [sig       ] [2713/3417] Forecasting SELF...
[2026-02-10T20:31:13.588119] [INFO ] [sig       ] Generating forecast for: SELF
[2026-02-10T20:31:13.588152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2026-02-10T20:31:13.599962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2026-02-10T20:31:13.600306] [INFO ] [FORECASTER] Starting predict_future for SELF
[2026-02-10T20:31:13.601173] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2026-02-10T20:31:13.601228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:13.601262] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:13.601289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:13.601348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:13.662049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:13.662993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:13.663083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:13.663118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:13.775537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:13.775754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:13.775799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:13.775828] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:13.779536] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2026-02-10T20:31:13.779878] [INFO ] [FORECASTER] Completed predict_future for SELF
[2026-02-10T20:31:13.780024] [INFO ] [sig       ] SELF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:13.926280] [INFO ] [LOCAL     ] Saved forecast: SELF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SELF.txt
[2026-02-10T20:31:13.926438] [INFO ] [sig       ] [2713/3417] Completed SELF in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:13.926482] [INFO ] [sig       ] [2714/3417] Forecasting SEM...
[2026-02-10T20:31:13.926518] [INFO ] [sig       ] Generating forecast for: SEM
[2026-02-10T20:31:13.926564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2026-02-10T20:31:13.938796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2026-02-10T20:31:13.939166] [INFO ] [FORECASTER] Starting predict_future for SEM
[2026-02-10T20:31:13.940068] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2026-02-10T20:31:13.940124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:13.940157] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:13.940184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:13.940242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:14.002003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:14.002933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:14.003029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:14.003062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:14.126589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:14.126758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:14.126803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:14.126833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:14.133673] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2026-02-10T20:31:14.134031] [INFO ] [FORECASTER] Completed predict_future for SEM
[2026-02-10T20:31:14.134196] [INFO ] [sig       ] SEM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:14.279158] [INFO ] [LOCAL     ] Saved forecast: SEM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SEM.txt
[2026-02-10T20:31:14.279318] [INFO ] [sig       ] [2714/3417] Completed SEM in 0.4s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:14.279368] [INFO ] [sig       ] [2715/3417] Forecasting SENEA...
[2026-02-10T20:31:14.279399] [INFO ] [sig       ] Generating forecast for: SENEA
[2026-02-10T20:31:14.279432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2026-02-10T20:31:14.291421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2026-02-10T20:31:14.291843] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2026-02-10T20:31:14.292733] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2026-02-10T20:31:14.292787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:14.292819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:14.292846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:14.292903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:14.351855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:14.352913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:14.353032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:14.353068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:14.490167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:14.490335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:14.490377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:14.490441] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:14.494858] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2026-02-10T20:31:14.495169] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2026-02-10T20:31:14.495317] [INFO ] [sig       ] SENEA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:14.666970] [INFO ] [LOCAL     ] Saved forecast: SENEA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SENEA.txt
[2026-02-10T20:31:14.667150] [INFO ] [sig       ] [2715/3417] Completed SENEA in 0.4s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:14.667201] [INFO ] [sig       ] [2716/3417] Forecasting SENS...
[2026-02-10T20:31:14.667233] [INFO ] [sig       ] Generating forecast for: SENS
[2026-02-10T20:31:14.667266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2026-02-10T20:31:14.682219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2026-02-10T20:31:14.682712] [INFO ] [FORECASTER] Starting predict_future for SENS
[2026-02-10T20:31:14.683814] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2026-02-10T20:31:14.683884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:14.683931] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:14.683971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:14.684061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:14.744435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:14.745359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:14.745449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:14.745484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:14.871998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:14.872166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:14.872208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:14.872240] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:14.875866] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2026-02-10T20:31:14.876188] [INFO ] [FORECASTER] Completed predict_future for SENS
[2026-02-10T20:31:14.876327] [INFO ] [sig       ] SENS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:15.018787] [INFO ] [LOCAL     ] Saved forecast: SENS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SENS.txt
[2026-02-10T20:31:15.018974] [INFO ] [sig       ] [2716/3417] Completed SENS in 0.4s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:15.019017] [INFO ] [sig       ] [2717/3417] Forecasting SERA...
[2026-02-10T20:31:15.019058] [INFO ] [sig       ] Generating forecast for: SERA
[2026-02-10T20:31:15.019103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2026-02-10T20:31:15.030900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2026-02-10T20:31:15.031237] [INFO ] [FORECASTER] Starting predict_future for SERA
[2026-02-10T20:31:15.032073] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2026-02-10T20:31:15.032133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:15.032166] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:15.032192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:15.032251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:15.091251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:15.092115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:15.092205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:15.092240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:15.212844] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:15.213004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:15.213044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:15.213074] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:15.216662] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2026-02-10T20:31:15.216961] [INFO ] [FORECASTER] Completed predict_future for SERA
[2026-02-10T20:31:15.217097] [INFO ] [sig       ] SERA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:15.357518] [INFO ] [LOCAL     ] Saved forecast: SERA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SERA.txt
[2026-02-10T20:31:15.357694] [INFO ] [sig       ] [2717/3417] Completed SERA in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:15.357735] [INFO ] [sig       ] [2718/3417] Forecasting SES...
[2026-02-10T20:31:15.357765] [INFO ] [sig       ] Generating forecast for: SES
[2026-02-10T20:31:15.357796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2026-02-10T20:31:15.370011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2026-02-10T20:31:15.370375] [INFO ] [FORECASTER] Starting predict_future for SES
[2026-02-10T20:31:15.371210] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2026-02-10T20:31:15.371265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:15.371297] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:15.371323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:15.371379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:15.427937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:15.428781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:15.428868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:15.428902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:15.555523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:15.555720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:15.555797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:15.555831] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:15.559520] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2026-02-10T20:31:15.559859] [INFO ] [FORECASTER] Completed predict_future for SES
[2026-02-10T20:31:15.560011] [INFO ] [sig       ] SES: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:15.701908] [INFO ] [LOCAL     ] Saved forecast: SES	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SES.txt
[2026-02-10T20:31:15.702046] [INFO ] [sig       ] [2718/3417] Completed SES in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:15.702086] [INFO ] [sig       ] [2719/3417] Forecasting SEVN...
[2026-02-10T20:31:15.702116] [INFO ] [sig       ] Generating forecast for: SEVN
[2026-02-10T20:31:15.702145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2026-02-10T20:31:15.713709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2026-02-10T20:31:15.714026] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2026-02-10T20:31:15.714823] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2026-02-10T20:31:15.714877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:15.714909] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:15.714936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:15.714992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:15.773145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:15.773913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:15.773997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:15.774030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:15.892850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:15.893018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:15.893063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:15.893094] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:15.896707] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=24.44%)
[2026-02-10T20:31:15.896993] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2026-02-10T20:31:15.897128] [INFO ] [sig       ] SEVN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:16.037151] [INFO ] [LOCAL     ] Saved forecast: SEVN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SEVN.txt
[2026-02-10T20:31:16.037295] [INFO ] [sig       ] [2719/3417] Completed SEVN in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.2m
[2026-02-10T20:31:16.037335] [INFO ] [sig       ] [2720/3417] Forecasting SEZL...
[2026-02-10T20:31:16.037364] [INFO ] [sig       ] Generating forecast for: SEZL
[2026-02-10T20:31:16.037396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2026-02-10T20:31:16.050041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2026-02-10T20:31:16.050357] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2026-02-10T20:31:16.051165] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2026-02-10T20:31:16.051220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:16.051253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:16.051280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:16.051338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:16.109279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:16.110083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:16.110166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:16.110199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:16.229176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:16.229343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:16.229385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:16.229417] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:16.232851] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2026-02-10T20:31:16.233130] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2026-02-10T20:31:16.233258] [INFO ] [sig       ] SEZL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:16.374791] [INFO ] [LOCAL     ] Saved forecast: SEZL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SEZL.txt
[2026-02-10T20:31:16.374928] [INFO ] [sig       ] [2720/3417] Completed SEZL in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:16.374967] [INFO ] [sig       ] [2721/3417] Forecasting SF...
[2026-02-10T20:31:16.374997] [INFO ] [sig       ] Generating forecast for: SF
[2026-02-10T20:31:16.375027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2026-02-10T20:31:16.386752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2026-02-10T20:31:16.387061] [INFO ] [FORECASTER] Starting predict_future for SF
[2026-02-10T20:31:16.387851] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2026-02-10T20:31:16.387904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:16.387936] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:16.387963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:16.388020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:16.445736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:16.446412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:16.446497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:16.446531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:16.569837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:16.569989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:16.570028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:16.570057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:16.573447] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2026-02-10T20:31:16.573739] [INFO ] [FORECASTER] Completed predict_future for SF
[2026-02-10T20:31:16.573866] [INFO ] [sig       ] SF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:16.717468] [INFO ] [LOCAL     ] Saved forecast: SF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SF.txt
[2026-02-10T20:31:16.717667] [INFO ] [sig       ] [2721/3417] Completed SF in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:16.717711] [INFO ] [sig       ] [2722/3417] Forecasting SFB...
[2026-02-10T20:31:16.717741] [INFO ] [sig       ] Generating forecast for: SFB
[2026-02-10T20:31:16.717771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2026-02-10T20:31:16.729438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2026-02-10T20:31:16.729860] [INFO ] [FORECASTER] Starting predict_future for SFB
[2026-02-10T20:31:16.730707] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2026-02-10T20:31:16.730769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:16.730823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:16.730854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:16.730913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:16.790048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:16.790957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:16.791074] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:16.791108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:16.907442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:16.907641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:16.907686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:16.907715] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:16.911697] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2026-02-10T20:31:16.912029] [INFO ] [FORECASTER] Completed predict_future for SFB
[2026-02-10T20:31:16.912183] [INFO ] [sig       ] SFB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:17.056029] [INFO ] [LOCAL     ] Saved forecast: SFB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SFB.txt
[2026-02-10T20:31:17.056194] [INFO ] [sig       ] [2722/3417] Completed SFB in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:17.056234] [INFO ] [sig       ] [2723/3417] Forecasting SFBS...
[2026-02-10T20:31:17.056264] [INFO ] [sig       ] Generating forecast for: SFBS
[2026-02-10T20:31:17.056297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2026-02-10T20:31:17.067570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2026-02-10T20:31:17.067981] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2026-02-10T20:31:17.068880] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2026-02-10T20:31:17.068935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:17.068966] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:17.068993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:17.069048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:17.126887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:17.127857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:17.127954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:17.127987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:17.256897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:17.257074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:17.257118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:17.257148] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:17.260827] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2026-02-10T20:31:17.261146] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2026-02-10T20:31:17.261295] [INFO ] [sig       ] SFBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:17.403546] [INFO ] [LOCAL     ] Saved forecast: SFBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SFBS.txt
[2026-02-10T20:31:17.403739] [INFO ] [sig       ] [2723/3417] Completed SFBS in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:17.403780] [INFO ] [sig       ] [2724/3417] Forecasting SFIX...
[2026-02-10T20:31:17.403811] [INFO ] [sig       ] Generating forecast for: SFIX
[2026-02-10T20:31:17.403842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2026-02-10T20:31:17.415303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2026-02-10T20:31:17.415762] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2026-02-10T20:31:17.416646] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2026-02-10T20:31:17.416700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:17.416731] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:17.416757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:17.416814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:17.474993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:17.475947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:17.476038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:17.476072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:17.598397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:17.598590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:17.598635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:17.598664] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:17.602242] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2026-02-10T20:31:17.602533] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2026-02-10T20:31:17.602691] [INFO ] [sig       ] SFIX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:17.744081] [INFO ] [LOCAL     ] Saved forecast: SFIX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SFIX.txt
[2026-02-10T20:31:17.744251] [INFO ] [sig       ] [2724/3417] Completed SFIX in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:17.744293] [INFO ] [sig       ] [2725/3417] Forecasting SFL...
[2026-02-10T20:31:17.744325] [INFO ] [sig       ] Generating forecast for: SFL
[2026-02-10T20:31:17.744357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2026-02-10T20:31:17.755447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2026-02-10T20:31:17.755832] [INFO ] [FORECASTER] Starting predict_future for SFL
[2026-02-10T20:31:17.756620] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2026-02-10T20:31:17.756672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:17.756704] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:17.756730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:17.756789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:17.817521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:17.818464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:17.818551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:17.818604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:17.945905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:17.946078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:17.946122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:17.946153] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:17.949836] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2026-02-10T20:31:17.950160] [INFO ] [FORECASTER] Completed predict_future for SFL
[2026-02-10T20:31:17.950303] [INFO ] [sig       ] SFL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:18.093846] [INFO ] [LOCAL     ] Saved forecast: SFL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SFL.txt
[2026-02-10T20:31:18.094038] [INFO ] [sig       ] [2725/3417] Completed SFL in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:18.094079] [INFO ] [sig       ] [2726/3417] Forecasting SFLO...
[2026-02-10T20:31:18.094117] [INFO ] [sig       ] Generating forecast for: SFLO
[2026-02-10T20:31:18.094152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2026-02-10T20:31:18.106325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2026-02-10T20:31:18.106676] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2026-02-10T20:31:18.107442] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2026-02-10T20:31:18.107495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:18.107527] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:18.107763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:18.107821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:18.170249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:18.171239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:18.171335] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:18.171372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:18.293782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:18.293939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:18.293982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:18.294015] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:18.297450] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2026-02-10T20:31:18.297758] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2026-02-10T20:31:18.297909] [INFO ] [sig       ] SFLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:18.438376] [INFO ] [LOCAL     ] Saved forecast: SFLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SFLO.txt
[2026-02-10T20:31:18.438545] [INFO ] [sig       ] [2726/3417] Completed SFLO in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:18.438605] [INFO ] [sig       ] [2727/3417] Forecasting SFM...
[2026-02-10T20:31:18.438639] [INFO ] [sig       ] Generating forecast for: SFM
[2026-02-10T20:31:18.438669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2026-02-10T20:31:18.450672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2026-02-10T20:31:18.451010] [INFO ] [FORECASTER] Starting predict_future for SFM
[2026-02-10T20:31:18.451797] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2026-02-10T20:31:18.451850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:18.451882] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:18.451909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:18.451965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:18.508817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:18.509682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:18.509767] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:18.509799] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:18.631271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:18.631438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:18.631480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:18.631509] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:18.635141] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-10T20:31:18.635440] [INFO ] [FORECASTER] Completed predict_future for SFM
[2026-02-10T20:31:18.635788] [INFO ] [sig       ] SFM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:18.776594] [INFO ] [LOCAL     ] Saved forecast: SFM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SFM.txt
[2026-02-10T20:31:18.776742] [INFO ] [sig       ] [2727/3417] Completed SFM in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:18.776782] [INFO ] [sig       ] [2728/3417] Forecasting SFNC...
[2026-02-10T20:31:18.776812] [INFO ] [sig       ] Generating forecast for: SFNC
[2026-02-10T20:31:18.776843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2026-02-10T20:31:18.788919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2026-02-10T20:31:18.789276] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2026-02-10T20:31:18.790087] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2026-02-10T20:31:18.790140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:18.790172] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:18.790199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:18.790256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:18.850125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:18.851044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:18.851137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:18.851179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:18.975565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:18.975759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:18.975801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:18.975832] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:18.979590] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2026-02-10T20:31:18.979902] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2026-02-10T20:31:18.980059] [INFO ] [sig       ] SFNC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:19.127978] [INFO ] [LOCAL     ] Saved forecast: SFNC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SFNC.txt
[2026-02-10T20:31:19.128187] [INFO ] [sig       ] [2728/3417] Completed SFNC in 0.4s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:19.128228] [INFO ] [sig       ] [2729/3417] Forecasting SG...
[2026-02-10T20:31:19.128262] [INFO ] [sig       ] Generating forecast for: SG
[2026-02-10T20:31:19.128291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2026-02-10T20:31:19.139886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2026-02-10T20:31:19.140254] [INFO ] [FORECASTER] Starting predict_future for SG
[2026-02-10T20:31:19.141074] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2026-02-10T20:31:19.141128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:19.141201] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:19.141230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:19.141288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:19.199417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:19.200347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:19.200453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:19.200499] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:19.329038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:19.329217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:19.329260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:19.329309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:19.332822] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2026-02-10T20:31:19.333113] [INFO ] [FORECASTER] Completed predict_future for SG
[2026-02-10T20:31:19.333246] [INFO ] [sig       ] SG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:19.479083] [INFO ] [LOCAL     ] Saved forecast: SG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SG.txt
[2026-02-10T20:31:19.479260] [INFO ] [sig       ] [2729/3417] Completed SG in 0.4s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:19.479301] [INFO ] [sig       ] [2730/3417] Forecasting SGC...
[2026-02-10T20:31:19.479332] [INFO ] [sig       ] Generating forecast for: SGC
[2026-02-10T20:31:19.479361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2026-02-10T20:31:19.491379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2026-02-10T20:31:19.491783] [INFO ] [FORECASTER] Starting predict_future for SGC
[2026-02-10T20:31:19.492705] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2026-02-10T20:31:19.492758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:19.492789] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:19.492816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:19.492872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:19.549780] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:19.550793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:19.550890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:19.550923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:19.673682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:19.673852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:19.673895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:19.673924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:19.677495] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2026-02-10T20:31:19.677830] [INFO ] [FORECASTER] Completed predict_future for SGC
[2026-02-10T20:31:19.678000] [INFO ] [sig       ] SGC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:19.825503] [INFO ] [LOCAL     ] Saved forecast: SGC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SGC.txt
[2026-02-10T20:31:19.825705] [INFO ] [sig       ] [2730/3417] Completed SGC in 0.3s | 2.80 sym/s | Total: 16.2m | ETA: 4.1m
[2026-02-10T20:31:19.825749] [INFO ] [sig       ] [2731/3417] Forecasting SGHC...
[2026-02-10T20:31:19.825778] [INFO ] [sig       ] Generating forecast for: SGHC
[2026-02-10T20:31:19.825809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2026-02-10T20:31:19.837980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2026-02-10T20:31:19.838446] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2026-02-10T20:31:19.839526] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2026-02-10T20:31:19.839607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:19.839642] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:19.839669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:19.839725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:19.895707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:19.896625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:19.896717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:19.896768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:20.023234] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:20.023402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:20.023443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:20.023471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:20.027200] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2026-02-10T20:31:20.027515] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2026-02-10T20:31:20.027713] [INFO ] [sig       ] SGHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:20.176499] [INFO ] [LOCAL     ] Saved forecast: SGHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SGHC.txt
[2026-02-10T20:31:20.176678] [INFO ] [sig       ] [2731/3417] Completed SGHC in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-10T20:31:20.176721] [INFO ] [sig       ] [2732/3417] Forecasting SGRY...
[2026-02-10T20:31:20.176750] [INFO ] [sig       ] Generating forecast for: SGRY
[2026-02-10T20:31:20.176782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2026-02-10T20:31:20.187913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2026-02-10T20:31:20.188298] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2026-02-10T20:31:20.189098] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2026-02-10T20:31:20.189151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:20.189183] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:20.189210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:20.189267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:20.247103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:20.247991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:20.248110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:20.248146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:20.375700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:20.375863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:20.375905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:20.375968] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:20.379605] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=71.26%)
[2026-02-10T20:31:20.379908] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2026-02-10T20:31:20.380051] [INFO ] [sig       ] SGRY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:20.523088] [INFO ] [LOCAL     ] Saved forecast: SGRY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SGRY.txt
[2026-02-10T20:31:20.523250] [INFO ] [sig       ] [2732/3417] Completed SGRY in 0.3s | 2.80 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-10T20:31:20.523291] [INFO ] [sig       ] [2733/3417] Forecasting SHAK...
[2026-02-10T20:31:20.523322] [INFO ] [sig       ] Generating forecast for: SHAK
[2026-02-10T20:31:20.523353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2026-02-10T20:31:20.534794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2026-02-10T20:31:20.535165] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2026-02-10T20:31:20.535982] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2026-02-10T20:31:20.536037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:20.536069] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:20.536097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:20.536165] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:20.592539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:20.593465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:20.593553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:20.593609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:20.717436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:20.717639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:20.717682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:20.717711] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:20.721407] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2026-02-10T20:31:20.721800] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2026-02-10T20:31:20.721959] [INFO ] [sig       ] SHAK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:20.868595] [INFO ] [LOCAL     ] Saved forecast: SHAK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHAK.txt
[2026-02-10T20:31:20.868774] [INFO ] [sig       ] [2733/3417] Completed SHAK in 0.3s | 2.80 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-10T20:31:20.868822] [INFO ] [sig       ] [2734/3417] Forecasting SHBI...
[2026-02-10T20:31:20.868854] [INFO ] [sig       ] Generating forecast for: SHBI
[2026-02-10T20:31:20.868886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2026-02-10T20:31:20.883873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2026-02-10T20:31:20.884370] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2026-02-10T20:31:20.885466] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2026-02-10T20:31:20.885531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:20.885569] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:20.885625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:20.885703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:20.948590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:20.949562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:20.949714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:20.949751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:21.073072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:21.073247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:21.073289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:21.073320] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:21.076963] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2026-02-10T20:31:21.077384] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2026-02-10T20:31:21.077542] [INFO ] [sig       ] SHBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:21.224694] [INFO ] [LOCAL     ] Saved forecast: SHBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHBI.txt
[2026-02-10T20:31:21.224866] [INFO ] [sig       ] [2734/3417] Completed SHBI in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-10T20:31:21.224909] [INFO ] [sig       ] [2735/3417] Forecasting SHC...
[2026-02-10T20:31:21.224956] [INFO ] [sig       ] Generating forecast for: SHC
[2026-02-10T20:31:21.225014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2026-02-10T20:31:21.236813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2026-02-10T20:31:21.237224] [INFO ] [FORECASTER] Starting predict_future for SHC
[2026-02-10T20:31:21.238109] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2026-02-10T20:31:21.238164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:21.238198] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:21.238227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:21.238285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:21.296300] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:21.297225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:21.297313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:21.297345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:21.418175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:21.418360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:21.418403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:21.418432] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:21.422427] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2026-02-10T20:31:21.422855] [INFO ] [FORECASTER] Completed predict_future for SHC
[2026-02-10T20:31:21.423014] [INFO ] [sig       ] SHC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:21.569372] [INFO ] [LOCAL     ] Saved forecast: SHC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SHC.txt
[2026-02-10T20:31:21.569565] [INFO ] [sig       ] [2735/3417] Completed SHC in 0.3s | 2.80 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-10T20:31:21.569635] [INFO ] [sig       ] [2736/3417] Forecasting SHEL...
[2026-02-10T20:31:21.569667] [INFO ] [sig       ] Generating forecast for: SHEL
[2026-02-10T20:31:21.569696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2026-02-10T20:31:21.581614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2026-02-10T20:31:21.582030] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2026-02-10T20:31:21.582846] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2026-02-10T20:31:21.582899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:21.582932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:21.582959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:21.583015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:21.640520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:21.641438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:21.641538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:21.641596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:21.770547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:21.770765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:21.770826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:21.770861] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:21.775528] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2026-02-10T20:31:21.776024] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2026-02-10T20:31:21.776189] [INFO ] [sig       ] SHEL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:21.923757] [INFO ] [LOCAL     ] Saved forecast: SHEL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHEL.txt
[2026-02-10T20:31:21.923923] [INFO ] [sig       ] [2736/3417] Completed SHEL in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.1m
[2026-02-10T20:31:21.923965] [INFO ] [sig       ] [2737/3417] Forecasting SHEN...
[2026-02-10T20:31:21.923997] [INFO ] [sig       ] Generating forecast for: SHEN
[2026-02-10T20:31:21.924035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2026-02-10T20:31:21.936013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2026-02-10T20:31:21.936455] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2026-02-10T20:31:21.937299] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2026-02-10T20:31:21.937355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:21.937387] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:21.937413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:21.937470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:21.997555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:21.998507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:21.998615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:21.998651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:22.135541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:22.135784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:22.135834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:22.135864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:22.139547] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2026-02-10T20:31:22.139880] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2026-02-10T20:31:22.140015] [INFO ] [sig       ] SHEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:22.280962] [INFO ] [LOCAL     ] Saved forecast: SHEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SHEN.txt
[2026-02-10T20:31:22.281131] [INFO ] [sig       ] [2737/3417] Completed SHEN in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:22.281172] [INFO ] [sig       ] [2738/3417] Forecasting SHG...
[2026-02-10T20:31:22.281204] [INFO ] [sig       ] Generating forecast for: SHG
[2026-02-10T20:31:22.281235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2026-02-10T20:31:22.293088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2026-02-10T20:31:22.293500] [INFO ] [FORECASTER] Starting predict_future for SHG
[2026-02-10T20:31:22.294417] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2026-02-10T20:31:22.294477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:22.294514] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:22.294542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:22.294630] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:22.353527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:22.354492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:22.354600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:22.354639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:22.478084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:22.478261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:22.478305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:22.478336] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:22.482047] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2026-02-10T20:31:22.482390] [INFO ] [FORECASTER] Completed predict_future for SHG
[2026-02-10T20:31:22.482551] [INFO ] [sig       ] SHG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:22.624596] [INFO ] [LOCAL     ] Saved forecast: SHG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SHG.txt
[2026-02-10T20:31:22.624783] [INFO ] [sig       ] [2738/3417] Completed SHG in 0.3s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:22.624827] [INFO ] [sig       ] [2739/3417] Forecasting SHIP...
[2026-02-10T20:31:22.624859] [INFO ] [sig       ] Generating forecast for: SHIP
[2026-02-10T20:31:22.624893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2026-02-10T20:31:22.636858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2026-02-10T20:31:22.637268] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2026-02-10T20:31:22.638175] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2026-02-10T20:31:22.638235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:22.638268] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:22.638297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:22.638354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:22.698083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:22.699008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:22.699130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:22.699175] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:22.823013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:22.823167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:22.823209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:22.823239] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:22.826958] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2026-02-10T20:31:22.827314] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2026-02-10T20:31:22.827467] [INFO ] [sig       ] SHIP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:22.979655] [INFO ] [LOCAL     ] Saved forecast: SHIP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHIP.txt
[2026-02-10T20:31:22.979810] [INFO ] [sig       ] [2739/3417] Completed SHIP in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:22.979849] [INFO ] [sig       ] [2740/3417] Forecasting SHLS...
[2026-02-10T20:31:22.979879] [INFO ] [sig       ] Generating forecast for: SHLS
[2026-02-10T20:31:22.979910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2026-02-10T20:31:22.991171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2026-02-10T20:31:22.991469] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2026-02-10T20:31:22.992285] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2026-02-10T20:31:22.992338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:22.992369] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:22.992397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:22.992453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:23.051328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:23.052176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:23.052262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:23.052295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:23.182612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:23.182775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:23.182818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:23.182849] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:23.187242] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2026-02-10T20:31:23.187589] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2026-02-10T20:31:23.187894] [INFO ] [sig       ] SHLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:23.333857] [INFO ] [LOCAL     ] Saved forecast: SHLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SHLS.txt
[2026-02-10T20:31:23.334035] [INFO ] [sig       ] [2740/3417] Completed SHLS in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:23.334081] [INFO ] [sig       ] [2741/3417] Forecasting SHO...
[2026-02-10T20:31:23.334115] [INFO ] [sig       ] Generating forecast for: SHO
[2026-02-10T20:31:23.334148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2026-02-10T20:31:23.346653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2026-02-10T20:31:23.347039] [INFO ] [FORECASTER] Starting predict_future for SHO
[2026-02-10T20:31:23.347926] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2026-02-10T20:31:23.347980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:23.348020] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:23.348085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:23.348149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:23.408232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:23.409167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:23.409256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:23.409289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:23.538426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:23.538627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:23.538673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:23.538704] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:23.542464] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2026-02-10T20:31:23.542789] [INFO ] [FORECASTER] Completed predict_future for SHO
[2026-02-10T20:31:23.542928] [INFO ] [sig       ] SHO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:23.687500] [INFO ] [LOCAL     ] Saved forecast: SHO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHO.txt
[2026-02-10T20:31:23.687712] [INFO ] [sig       ] [2741/3417] Completed SHO in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:23.687758] [INFO ] [sig       ] [2742/3417] Forecasting SHOC...
[2026-02-10T20:31:23.687791] [INFO ] [sig       ] Generating forecast for: SHOC
[2026-02-10T20:31:23.687823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2026-02-10T20:31:23.700043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2026-02-10T20:31:23.700462] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2026-02-10T20:31:23.701626] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2026-02-10T20:31:23.701701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:23.701746] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:23.701784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:23.701869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:23.769168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:23.770190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:23.770287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:23.770320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:23.925491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:23.925745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:23.925814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:23.925865] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:23.931611] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2026-02-10T20:31:23.932130] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2026-02-10T20:31:23.932352] [INFO ] [sig       ] SHOC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:24.159148] [INFO ] [LOCAL     ] Saved forecast: SHOC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHOC.txt
[2026-02-10T20:31:24.159464] [INFO ] [sig       ] [2742/3417] Completed SHOC in 0.5s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:24.159535] [INFO ] [sig       ] [2743/3417] Forecasting SHOO...
[2026-02-10T20:31:24.159618] [INFO ] [sig       ] Generating forecast for: SHOO
[2026-02-10T20:31:24.159674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2026-02-10T20:31:24.181224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2026-02-10T20:31:24.182898] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2026-02-10T20:31:24.184185] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2026-02-10T20:31:24.184257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:24.184302] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:24.184338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:24.184415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:24.274291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:24.275597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:24.275743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:24.275801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:24.462103] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:24.462315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:24.462385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:24.462434] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:24.467733] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2026-02-10T20:31:24.468450] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2026-02-10T20:31:24.468711] [INFO ] [sig       ] SHOO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:24.690081] [INFO ] [LOCAL     ] Saved forecast: SHOO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHOO.txt
[2026-02-10T20:31:24.690336] [INFO ] [sig       ] [2743/3417] Completed SHOO in 0.5s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:24.690393] [INFO ] [sig       ] [2744/3417] Forecasting SHOP...
[2026-02-10T20:31:24.690436] [INFO ] [sig       ] Generating forecast for: SHOP
[2026-02-10T20:31:24.690479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2026-02-10T20:31:24.722066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2026-02-10T20:31:24.722721] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2026-02-10T20:31:24.724094] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2026-02-10T20:31:24.724169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:24.724225] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:24.724275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:24.724371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:24.813174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:24.814459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:24.814601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:24.814657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:24.992488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:24.992781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:24.992864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:24.992915] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:24.998393] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2026-02-10T20:31:24.998861] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2026-02-10T20:31:24.999058] [INFO ] [sig       ] SHOP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:25.188030] [INFO ] [LOCAL     ] Saved forecast: SHOP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SHOP.txt
[2026-02-10T20:31:25.188304] [INFO ] [sig       ] [2744/3417] Completed SHOP in 0.5s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:25.188374] [INFO ] [sig       ] [2745/3417] Forecasting SHY...
[2026-02-10T20:31:25.188424] [INFO ] [sig       ] Generating forecast for: SHY
[2026-02-10T20:31:25.188484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2026-02-10T20:31:25.202663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2026-02-10T20:31:25.203133] [INFO ] [FORECASTER] Starting predict_future for SHY
[2026-02-10T20:31:25.204122] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2026-02-10T20:31:25.204183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:25.204220] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:25.204248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:25.204312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:25.272954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:25.274203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:25.274356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:25.274397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:25.401051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:25.401216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:25.401258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:25.401290] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:25.404972] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2026-02-10T20:31:25.405288] [INFO ] [FORECASTER] Completed predict_future for SHY
[2026-02-10T20:31:25.405435] [INFO ] [sig       ] SHY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:25.553704] [INFO ] [LOCAL     ] Saved forecast: SHY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SHY.txt
[2026-02-10T20:31:25.553872] [INFO ] [sig       ] [2745/3417] Completed SHY in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:25.553915] [INFO ] [sig       ] [2746/3417] Forecasting SIBN...
[2026-02-10T20:31:25.553947] [INFO ] [sig       ] Generating forecast for: SIBN
[2026-02-10T20:31:25.553980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2026-02-10T20:31:25.566231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2026-02-10T20:31:25.566668] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2026-02-10T20:31:25.567509] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2026-02-10T20:31:25.567613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:25.567714] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:25.567745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:25.567804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:25.628085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:25.629036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:25.629137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:25.629171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:25.753625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:25.753792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:25.753834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:25.753864] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:25.758104] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: UP (p=64.92%)
[2026-02-10T20:31:25.758515] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2026-02-10T20:31:25.758731] [INFO ] [sig       ] SIBN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:25.916635] [INFO ] [LOCAL     ] Saved forecast: SIBN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SIBN.txt
[2026-02-10T20:31:25.916827] [INFO ] [sig       ] [2746/3417] Completed SIBN in 0.4s | 2.80 sym/s | Total: 16.3m | ETA: 4.0m
[2026-02-10T20:31:25.916877] [INFO ] [sig       ] [2747/3417] Forecasting SID...
[2026-02-10T20:31:25.916910] [INFO ] [sig       ] Generating forecast for: SID
[2026-02-10T20:31:25.916943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2026-02-10T20:31:25.931752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2026-02-10T20:31:25.932412] [INFO ] [FORECASTER] Starting predict_future for SID
[2026-02-10T20:31:25.933438] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2026-02-10T20:31:25.933496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:25.933537] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:25.933599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:25.933682] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:26.000629] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:26.001543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:26.001662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:26.001697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:26.121529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:26.121714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:26.121758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:26.121789] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:26.125435] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2026-02-10T20:31:26.125789] [INFO ] [FORECASTER] Completed predict_future for SID
[2026-02-10T20:31:26.125929] [INFO ] [sig       ] SID: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:26.272901] [INFO ] [LOCAL     ] Saved forecast: SID	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SID.txt
[2026-02-10T20:31:26.273067] [INFO ] [sig       ] [2747/3417] Completed SID in 0.4s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:26.273109] [INFO ] [sig       ] [2748/3417] Forecasting SIEB...
[2026-02-10T20:31:26.273142] [INFO ] [sig       ] Generating forecast for: SIEB
[2026-02-10T20:31:26.273172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2026-02-10T20:31:26.284097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2026-02-10T20:31:26.284460] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2026-02-10T20:31:26.285262] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2026-02-10T20:31:26.285315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:26.285349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:26.285376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:26.285432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:26.348528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:26.349475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:26.349598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:26.349645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:26.467386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:26.467555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:26.467620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:26.467652] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:26.471195] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2026-02-10T20:31:26.471483] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2026-02-10T20:31:26.471637] [INFO ] [sig       ] SIEB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:26.616951] [INFO ] [LOCAL     ] Saved forecast: SIEB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SIEB.txt
[2026-02-10T20:31:26.617111] [INFO ] [sig       ] [2748/3417] Completed SIEB in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:26.617154] [INFO ] [sig       ] [2749/3417] Forecasting SIFY...
[2026-02-10T20:31:26.617186] [INFO ] [sig       ] Generating forecast for: SIFY
[2026-02-10T20:31:26.617220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2026-02-10T20:31:26.629331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2026-02-10T20:31:26.629718] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2026-02-10T20:31:26.630535] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2026-02-10T20:31:26.630618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:26.630654] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:26.630681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:26.630739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:26.688933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:26.689858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:26.689950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:26.689984] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:26.810305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:26.810472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:26.810514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:26.810602] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:26.814192] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=60.99%)
[2026-02-10T20:31:26.814537] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2026-02-10T20:31:26.814715] [INFO ] [sig       ] SIFY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:26.957795] [INFO ] [LOCAL     ] Saved forecast: SIFY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SIFY.txt
[2026-02-10T20:31:26.957956] [INFO ] [sig       ] [2749/3417] Completed SIFY in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:26.958004] [INFO ] [sig       ] [2750/3417] Forecasting SIG...
[2026-02-10T20:31:26.958036] [INFO ] [sig       ] Generating forecast for: SIG
[2026-02-10T20:31:26.958087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2026-02-10T20:31:26.970444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2026-02-10T20:31:26.970895] [INFO ] [FORECASTER] Starting predict_future for SIG
[2026-02-10T20:31:26.971758] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2026-02-10T20:31:26.971813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:26.971847] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:26.971875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:26.971932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:27.031118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:27.032053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:27.032150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:27.032183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:27.151021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:27.151190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:27.151230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:27.151259] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:27.154878] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2026-02-10T20:31:27.155239] [INFO ] [FORECASTER] Completed predict_future for SIG
[2026-02-10T20:31:27.155389] [INFO ] [sig       ] SIG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:27.382610] [INFO ] [LOCAL     ] Saved forecast: SIG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SIG.txt
[2026-02-10T20:31:27.382776] [INFO ] [sig       ] [2750/3417] Completed SIG in 0.4s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:27.382817] [INFO ] [sig       ] [2751/3417] Forecasting SIGA...
[2026-02-10T20:31:27.382847] [INFO ] [sig       ] Generating forecast for: SIGA
[2026-02-10T20:31:27.382879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2026-02-10T20:31:27.394261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2026-02-10T20:31:27.394658] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2026-02-10T20:31:27.395461] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2026-02-10T20:31:27.395517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:27.395549] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:27.395596] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:27.395658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:27.454126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:27.455070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:27.455163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:27.455198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:27.577347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:27.577521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:27.577564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:27.577624] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:27.581386] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2026-02-10T20:31:27.581793] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2026-02-10T20:31:27.581986] [INFO ] [sig       ] SIGA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:27.729334] [INFO ] [LOCAL     ] Saved forecast: SIGA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SIGA.txt
[2026-02-10T20:31:27.729493] [INFO ] [sig       ] [2751/3417] Completed SIGA in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:27.729534] [INFO ] [sig       ] [2752/3417] Forecasting SIGI...
[2026-02-10T20:31:27.729592] [INFO ] [sig       ] Generating forecast for: SIGI
[2026-02-10T20:31:27.729639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2026-02-10T20:31:27.741323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2026-02-10T20:31:27.741694] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2026-02-10T20:31:27.742486] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2026-02-10T20:31:27.742543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:27.742609] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:27.742643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:27.742703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:27.800124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:27.800993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:27.801084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:27.801118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:27.922545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:27.922727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:27.922766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:27.922794] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:27.926213] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2026-02-10T20:31:27.926500] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2026-02-10T20:31:27.926653] [INFO ] [sig       ] SIGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:28.073403] [INFO ] [LOCAL     ] Saved forecast: SIGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SIGI.txt
[2026-02-10T20:31:28.073566] [INFO ] [sig       ] [2752/3417] Completed SIGI in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:28.073630] [INFO ] [sig       ] [2753/3417] Forecasting SII...
[2026-02-10T20:31:28.073660] [INFO ] [sig       ] Generating forecast for: SII
[2026-02-10T20:31:28.073698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2026-02-10T20:31:28.085862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2026-02-10T20:31:28.086258] [INFO ] [FORECASTER] Starting predict_future for SII
[2026-02-10T20:31:28.087088] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2026-02-10T20:31:28.087142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:28.087175] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:28.087202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:28.087259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:28.146490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:28.147388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:28.147475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:28.147511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:28.268125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:28.268296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:28.268355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:28.268387] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:28.271984] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2026-02-10T20:31:28.272274] [INFO ] [FORECASTER] Completed predict_future for SII
[2026-02-10T20:31:28.272408] [INFO ] [sig       ] SII: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:28.419270] [INFO ] [LOCAL     ] Saved forecast: SII	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SII.txt
[2026-02-10T20:31:28.419436] [INFO ] [sig       ] [2753/3417] Completed SII in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 4.0m
[2026-02-10T20:31:28.419477] [INFO ] [sig       ] [2754/3417] Forecasting SIMO...
[2026-02-10T20:31:28.419509] [INFO ] [sig       ] Generating forecast for: SIMO
[2026-02-10T20:31:28.419539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2026-02-10T20:31:28.431784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2026-02-10T20:31:28.432211] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2026-02-10T20:31:28.433077] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2026-02-10T20:31:28.433134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:28.433167] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:28.433194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:28.433251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:28.490259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:28.491197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:28.491291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:28.491324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:28.611007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:28.611170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:28.611210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:28.611238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:28.614709] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2026-02-10T20:31:28.615007] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2026-02-10T20:31:28.615155] [INFO ] [sig       ] SIMO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:28.764529] [INFO ] [LOCAL     ] Saved forecast: SIMO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SIMO.txt
[2026-02-10T20:31:28.764748] [INFO ] [sig       ] [2754/3417] Completed SIMO in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:28.764794] [INFO ] [sig       ] [2755/3417] Forecasting SIRI...
[2026-02-10T20:31:28.764826] [INFO ] [sig       ] Generating forecast for: SIRI
[2026-02-10T20:31:28.764858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2026-02-10T20:31:28.777368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2026-02-10T20:31:28.777840] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2026-02-10T20:31:28.779106] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2026-02-10T20:31:28.779177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:28.779211] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:28.779238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:28.779297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:28.850089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:28.851068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:28.851178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:28.851212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:29.012647] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:29.012823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:29.012866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:29.012896] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:29.017477] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2026-02-10T20:31:29.018029] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2026-02-10T20:31:29.018271] [INFO ] [sig       ] SIRI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:29.167806] [INFO ] [LOCAL     ] Saved forecast: SIRI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SIRI.txt
[2026-02-10T20:31:29.167959] [INFO ] [sig       ] [2755/3417] Completed SIRI in 0.4s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:29.168000] [INFO ] [sig       ] [2756/3417] Forecasting SITC...
[2026-02-10T20:31:29.168031] [INFO ] [sig       ] Generating forecast for: SITC
[2026-02-10T20:31:29.168092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2026-02-10T20:31:29.179504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2026-02-10T20:31:29.179870] [INFO ] [FORECASTER] Starting predict_future for SITC
[2026-02-10T20:31:29.180669] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2026-02-10T20:31:29.180723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:29.180754] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:29.180782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:29.180839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:29.238454] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:29.239566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:29.239701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:29.239736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:29.368249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:29.368417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:29.368459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:29.368490] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:29.372105] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2026-02-10T20:31:29.372413] [INFO ] [FORECASTER] Completed predict_future for SITC
[2026-02-10T20:31:29.372554] [INFO ] [sig       ] SITC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:29.528688] [INFO ] [LOCAL     ] Saved forecast: SITC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SITC.txt
[2026-02-10T20:31:29.528853] [INFO ] [sig       ] [2756/3417] Completed SITC in 0.4s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:29.528893] [INFO ] [sig       ] [2757/3417] Forecasting SITE...
[2026-02-10T20:31:29.528926] [INFO ] [sig       ] Generating forecast for: SITE
[2026-02-10T20:31:29.528956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2026-02-10T20:31:29.540960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2026-02-10T20:31:29.541308] [INFO ] [FORECASTER] Starting predict_future for SITE
[2026-02-10T20:31:29.542305] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2026-02-10T20:31:29.542358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:29.542402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:29.542431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:29.542488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:29.603167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:29.604087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:29.604171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:29.604205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:29.725767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:29.725929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:29.725970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:29.726000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:29.729511] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2026-02-10T20:31:29.729815] [INFO ] [FORECASTER] Completed predict_future for SITE
[2026-02-10T20:31:29.729949] [INFO ] [sig       ] SITE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:29.874601] [INFO ] [LOCAL     ] Saved forecast: SITE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SITE.txt
[2026-02-10T20:31:29.874760] [INFO ] [sig       ] [2757/3417] Completed SITE in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:29.874799] [INFO ] [sig       ] [2758/3417] Forecasting SITM...
[2026-02-10T20:31:29.874830] [INFO ] [sig       ] Generating forecast for: SITM
[2026-02-10T20:31:29.874860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2026-02-10T20:31:29.887284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2026-02-10T20:31:29.887703] [INFO ] [FORECASTER] Starting predict_future for SITM
[2026-02-10T20:31:29.888552] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2026-02-10T20:31:29.888632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:29.888666] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:29.888693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:29.888750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:29.950352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:29.951261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:29.951350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:29.951384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:30.089268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:30.089428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:30.089468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:30.089497] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:30.093402] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2026-02-10T20:31:30.093702] [INFO ] [FORECASTER] Completed predict_future for SITM
[2026-02-10T20:31:30.093837] [INFO ] [sig       ] SITM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:30.241522] [INFO ] [LOCAL     ] Saved forecast: SITM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SITM.txt
[2026-02-10T20:31:30.241715] [INFO ] [sig       ] [2758/3417] Completed SITM in 0.4s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:30.241757] [INFO ] [sig       ] [2759/3417] Forecasting SIXG...
[2026-02-10T20:31:30.241787] [INFO ] [sig       ] Generating forecast for: SIXG
[2026-02-10T20:31:30.241819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2026-02-10T20:31:30.253099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2026-02-10T20:31:30.253534] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2026-02-10T20:31:30.254360] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2026-02-10T20:31:30.254414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:30.254447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:30.254474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:30.254531] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:30.311217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:30.312127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:30.312215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:30.312248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:30.430506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:30.430701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:30.430748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:30.430779] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:30.434197] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2026-02-10T20:31:30.434476] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2026-02-10T20:31:30.434622] [INFO ] [sig       ] SIXG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:30.575102] [INFO ] [LOCAL     ] Saved forecast: SIXG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SIXG.txt
[2026-02-10T20:31:30.575273] [INFO ] [sig       ] [2759/3417] Completed SIXG in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:30.575315] [INFO ] [sig       ] [2760/3417] Forecasting SJM...
[2026-02-10T20:31:30.575346] [INFO ] [sig       ] Generating forecast for: SJM
[2026-02-10T20:31:30.575376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2026-02-10T20:31:30.586799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2026-02-10T20:31:30.587178] [INFO ] [FORECASTER] Starting predict_future for SJM
[2026-02-10T20:31:30.587998] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2026-02-10T20:31:30.588076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:30.588118] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:30.588152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:30.588211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:30.645040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:30.645918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:30.646002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:30.646034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:30.768676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:30.768840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:30.768883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:30.768913] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:30.772381] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2026-02-10T20:31:30.772687] [INFO ] [FORECASTER] Completed predict_future for SJM
[2026-02-10T20:31:30.772818] [INFO ] [sig       ] SJM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:30.912378] [INFO ] [LOCAL     ] Saved forecast: SJM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SJM.txt
[2026-02-10T20:31:30.912521] [INFO ] [sig       ] [2760/3417] Completed SJM in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:30.912561] [INFO ] [sig       ] [2761/3417] Forecasting SKE...
[2026-02-10T20:31:30.912618] [INFO ] [sig       ] Generating forecast for: SKE
[2026-02-10T20:31:30.912653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2026-02-10T20:31:30.924282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2026-02-10T20:31:30.924615] [INFO ] [FORECASTER] Starting predict_future for SKE
[2026-02-10T20:31:30.925414] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2026-02-10T20:31:30.925468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:30.925500] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:30.925528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:30.925607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:30.981911] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:30.982663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:30.982746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:30.982779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:31.097264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:31.097453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:31.097504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:31.097544] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:31.101126] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2026-02-10T20:31:31.101435] [INFO ] [FORECASTER] Completed predict_future for SKE
[2026-02-10T20:31:31.101590] [INFO ] [sig       ] SKE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:31.245139] [INFO ] [LOCAL     ] Saved forecast: SKE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKE.txt
[2026-02-10T20:31:31.245305] [INFO ] [sig       ] [2761/3417] Completed SKE in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:31.245352] [INFO ] [sig       ] [2762/3417] Forecasting SKIL...
[2026-02-10T20:31:31.245383] [INFO ] [sig       ] Generating forecast for: SKIL
[2026-02-10T20:31:31.245415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2026-02-10T20:31:31.257326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2026-02-10T20:31:31.257697] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2026-02-10T20:31:31.258512] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2026-02-10T20:31:31.258565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:31.258617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:31.258645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:31.258702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:31.316999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:31.317746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:31.317830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:31.317864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:31.439946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:31.440142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:31.440191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:31.440223] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:31.443945] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2026-02-10T20:31:31.444240] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2026-02-10T20:31:31.444372] [INFO ] [sig       ] SKIL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:31.587033] [INFO ] [LOCAL     ] Saved forecast: SKIL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKIL.txt
[2026-02-10T20:31:31.587208] [INFO ] [sig       ] [2762/3417] Completed SKIL in 0.3s | 2.80 sym/s | Total: 16.4m | ETA: 3.9m
[2026-02-10T20:31:31.587257] [INFO ] [sig       ] [2763/3417] Forecasting SKIN...
[2026-02-10T20:31:31.587289] [INFO ] [sig       ] Generating forecast for: SKIN
[2026-02-10T20:31:31.587331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2026-02-10T20:31:31.599959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2026-02-10T20:31:31.600332] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2026-02-10T20:31:31.601166] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2026-02-10T20:31:31.601220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:31.601279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:31.601308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:31.601363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:31.659049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:31.659774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:31.659866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:31.659902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:31.782787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:31.782950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:31.782991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:31.783021] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:31.786528] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2026-02-10T20:31:31.786840] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2026-02-10T20:31:31.786973] [INFO ] [sig       ] SKIN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:31.932124] [INFO ] [LOCAL     ] Saved forecast: SKIN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKIN.txt
[2026-02-10T20:31:31.932269] [INFO ] [sig       ] [2763/3417] Completed SKIN in 0.3s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:31.932308] [INFO ] [sig       ] [2764/3417] Forecasting SKLZ...
[2026-02-10T20:31:31.932338] [INFO ] [sig       ] Generating forecast for: SKLZ
[2026-02-10T20:31:31.932369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2026-02-10T20:31:31.943836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2026-02-10T20:31:31.944189] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2026-02-10T20:31:31.945019] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2026-02-10T20:31:31.945074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:31.945106] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:31.945133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:31.945190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:32.002537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:32.003344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:32.003427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:32.003460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:32.124663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:32.124829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:32.124870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:32.124922] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:32.128546] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2026-02-10T20:31:32.128867] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2026-02-10T20:31:32.129002] [INFO ] [sig       ] SKLZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:32.276400] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SKLZ.txt
[2026-02-10T20:31:32.276553] [INFO ] [sig       ] [2764/3417] Completed SKLZ in 0.3s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:32.276614] [INFO ] [sig       ] [2765/3417] Forecasting SKM...
[2026-02-10T20:31:32.276646] [INFO ] [sig       ] Generating forecast for: SKM
[2026-02-10T20:31:32.276678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2026-02-10T20:31:32.289555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2026-02-10T20:31:32.290123] [INFO ] [FORECASTER] Starting predict_future for SKM
[2026-02-10T20:31:32.290938] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2026-02-10T20:31:32.290992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:32.291024] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:32.291052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:32.291107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:32.352883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:32.353816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:32.353903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:32.353940] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:32.478490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:32.478677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:32.478720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:32.478748] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:32.482174] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2026-02-10T20:31:32.482454] [INFO ] [FORECASTER] Completed predict_future for SKM
[2026-02-10T20:31:32.482601] [INFO ] [sig       ] SKM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:32.639147] [INFO ] [LOCAL     ] Saved forecast: SKM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKM.txt
[2026-02-10T20:31:32.639300] [INFO ] [sig       ] [2765/3417] Completed SKM in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:32.639340] [INFO ] [sig       ] [2766/3417] Forecasting SKRE...
[2026-02-10T20:31:32.639369] [INFO ] [sig       ] Generating forecast for: SKRE
[2026-02-10T20:31:32.639401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2026-02-10T20:31:32.650933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2026-02-10T20:31:32.651273] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2026-02-10T20:31:32.652071] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2026-02-10T20:31:32.652124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:32.652155] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:32.652181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:32.652236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:32.708346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:32.709129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:32.709213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:32.709263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:32.830752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:32.830967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:32.831016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:32.831080] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:32.834840] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2026-02-10T20:31:32.835130] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2026-02-10T20:31:32.835260] [INFO ] [sig       ] SKRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:32.989976] [INFO ] [LOCAL     ] Saved forecast: SKRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKRE.txt
[2026-02-10T20:31:32.990177] [INFO ] [sig       ] [2766/3417] Completed SKRE in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:32.990237] [INFO ] [sig       ] [2767/3417] Forecasting SKWD...
[2026-02-10T20:31:32.990289] [INFO ] [sig       ] Generating forecast for: SKWD
[2026-02-10T20:31:32.990344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2026-02-10T20:31:33.004168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2026-02-10T20:31:33.004640] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2026-02-10T20:31:33.006029] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2026-02-10T20:31:33.006096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:33.006136] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:33.006170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:33.006261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:33.072093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:33.073058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:33.073150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:33.073184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:33.215869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:33.216049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:33.216093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:33.216122] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:33.220031] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2026-02-10T20:31:33.220334] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2026-02-10T20:31:33.220472] [INFO ] [sig       ] SKWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:33.379993] [INFO ] [LOCAL     ] Saved forecast: SKWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKWD.txt
[2026-02-10T20:31:33.380165] [INFO ] [sig       ] [2767/3417] Completed SKWD in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:33.380206] [INFO ] [sig       ] [2768/3417] Forecasting SKY...
[2026-02-10T20:31:33.380239] [INFO ] [sig       ] Generating forecast for: SKY
[2026-02-10T20:31:33.380270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2026-02-10T20:31:33.392905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2026-02-10T20:31:33.393375] [INFO ] [FORECASTER] Starting predict_future for SKY
[2026-02-10T20:31:33.394464] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2026-02-10T20:31:33.394522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:33.394554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:33.394615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:33.394678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:33.463346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:33.464265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:33.464356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:33.464389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:33.609474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:33.609670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:33.609721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:33.609756] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:33.614261] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=50.76%)
[2026-02-10T20:31:33.614597] [INFO ] [FORECASTER] Completed predict_future for SKY
[2026-02-10T20:31:33.614777] [INFO ] [sig       ] SKY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:33.773848] [INFO ] [LOCAL     ] Saved forecast: SKY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKY.txt
[2026-02-10T20:31:33.774044] [INFO ] [sig       ] [2768/3417] Completed SKY in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:33.774089] [INFO ] [sig       ] [2769/3417] Forecasting SKYH...
[2026-02-10T20:31:33.774120] [INFO ] [sig       ] Generating forecast for: SKYH
[2026-02-10T20:31:33.774152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2026-02-10T20:31:33.786285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2026-02-10T20:31:33.786763] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2026-02-10T20:31:33.787736] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2026-02-10T20:31:33.787795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:33.787828] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:33.787854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:33.787911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:33.852098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:33.853053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:33.853146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:33.853181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:33.987233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:33.987403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:33.987446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:33.987476] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:33.991541] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2026-02-10T20:31:33.991910] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2026-02-10T20:31:33.992074] [INFO ] [sig       ] SKYH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:34.158352] [INFO ] [LOCAL     ] Saved forecast: SKYH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SKYH.txt
[2026-02-10T20:31:34.158560] [INFO ] [sig       ] [2769/3417] Completed SKYH in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:34.158623] [INFO ] [sig       ] [2770/3417] Forecasting SKYX...
[2026-02-10T20:31:34.158654] [INFO ] [sig       ] Generating forecast for: SKYX
[2026-02-10T20:31:34.158691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2026-02-10T20:31:34.174669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2026-02-10T20:31:34.175115] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2026-02-10T20:31:34.176082] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2026-02-10T20:31:34.176140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:34.176171] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:34.176198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:34.176258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:34.247954] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:34.249202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:34.249312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:34.249356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:34.375885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:34.376064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:34.376106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:34.376136] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:34.379952] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2026-02-10T20:31:34.380303] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2026-02-10T20:31:34.380480] [INFO ] [sig       ] SKYX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:34.535431] [INFO ] [LOCAL     ] Saved forecast: SKYX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SKYX.txt
[2026-02-10T20:31:34.535646] [INFO ] [sig       ] [2770/3417] Completed SKYX in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.9m
[2026-02-10T20:31:34.535699] [INFO ] [sig       ] [2771/3417] Forecasting SKYY...
[2026-02-10T20:31:34.535732] [INFO ] [sig       ] Generating forecast for: SKYY
[2026-02-10T20:31:34.535765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2026-02-10T20:31:34.548496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2026-02-10T20:31:34.548937] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2026-02-10T20:31:34.549777] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2026-02-10T20:31:34.549832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:34.549865] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:34.549890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:34.549951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:34.614997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:34.615913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:34.616026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:34.616074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:34.752568] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:34.752760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:34.752803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:34.752832] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:34.757521] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2026-02-10T20:31:34.757873] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2026-02-10T20:31:34.758018] [INFO ] [sig       ] SKYY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:34.908455] [INFO ] [LOCAL     ] Saved forecast: SKYY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SKYY.txt
[2026-02-10T20:31:34.908629] [INFO ] [sig       ] [2771/3417] Completed SKYY in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:34.908675] [INFO ] [sig       ] [2772/3417] Forecasting SLAB...
[2026-02-10T20:31:34.908706] [INFO ] [sig       ] Generating forecast for: SLAB
[2026-02-10T20:31:34.908746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2026-02-10T20:31:34.920893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2026-02-10T20:31:34.921240] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2026-02-10T20:31:34.922064] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2026-02-10T20:31:34.922118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:34.922151] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:34.922178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:34.922234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:34.979346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:34.980211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:34.980299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:34.980333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:35.120462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:35.120647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:35.120690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:35.120720] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:35.124693] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2026-02-10T20:31:35.124998] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2026-02-10T20:31:35.125137] [INFO ] [sig       ] SLAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:35.290261] [INFO ] [LOCAL     ] Saved forecast: SLAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLAB.txt
[2026-02-10T20:31:35.290438] [INFO ] [sig       ] [2772/3417] Completed SLAB in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:35.290483] [INFO ] [sig       ] [2773/3417] Forecasting SLB...
[2026-02-10T20:31:35.290513] [INFO ] [sig       ] Generating forecast for: SLB
[2026-02-10T20:31:35.290542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2026-02-10T20:31:35.304386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2026-02-10T20:31:35.304862] [INFO ] [FORECASTER] Starting predict_future for SLB
[2026-02-10T20:31:35.306036] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2026-02-10T20:31:35.306092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:35.306126] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:35.306156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:35.306214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:35.372661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:35.373618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:35.373745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:35.373792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:35.530926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:35.531310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:35.531358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:35.531394] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:35.535322] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2026-02-10T20:31:35.535648] [INFO ] [FORECASTER] Completed predict_future for SLB
[2026-02-10T20:31:35.535800] [INFO ] [sig       ] SLB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:35.697221] [INFO ] [LOCAL     ] Saved forecast: SLB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLB.txt
[2026-02-10T20:31:35.697389] [INFO ] [sig       ] [2773/3417] Completed SLB in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:35.697430] [INFO ] [sig       ] [2774/3417] Forecasting SLDB...
[2026-02-10T20:31:35.697463] [INFO ] [sig       ] Generating forecast for: SLDB
[2026-02-10T20:31:35.697504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2026-02-10T20:31:35.711415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2026-02-10T20:31:35.711868] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2026-02-10T20:31:35.712887] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2026-02-10T20:31:35.712948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:35.712981] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:35.713008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:35.713065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:35.780727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:35.781729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:35.781844] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:35.781894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:35.916513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:35.916695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:35.916747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:35.916779] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:35.920696] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2026-02-10T20:31:35.920995] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2026-02-10T20:31:35.921141] [INFO ] [sig       ] SLDB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:36.083981] [INFO ] [LOCAL     ] Saved forecast: SLDB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLDB.txt
[2026-02-10T20:31:36.084342] [INFO ] [sig       ] [2774/3417] Completed SLDB in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:36.084393] [INFO ] [sig       ] [2775/3417] Forecasting SLDP...
[2026-02-10T20:31:36.084424] [INFO ] [sig       ] Generating forecast for: SLDP
[2026-02-10T20:31:36.084454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2026-02-10T20:31:36.098646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2026-02-10T20:31:36.099072] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2026-02-10T20:31:36.100151] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2026-02-10T20:31:36.100221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:36.100264] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:36.100295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:36.100352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:36.165939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:36.166956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:36.167067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:36.167108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:36.306694] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:36.306871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:36.306914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:36.306944] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:36.310842] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2026-02-10T20:31:36.311187] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2026-02-10T20:31:36.311331] [INFO ] [sig       ] SLDP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:36.468618] [INFO ] [LOCAL     ] Saved forecast: SLDP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLDP.txt
[2026-02-10T20:31:36.468795] [INFO ] [sig       ] [2775/3417] Completed SLDP in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:36.468856] [INFO ] [sig       ] [2776/3417] Forecasting SLF...
[2026-02-10T20:31:36.468901] [INFO ] [sig       ] Generating forecast for: SLF
[2026-02-10T20:31:36.468947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2026-02-10T20:31:36.481839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2026-02-10T20:31:36.482242] [INFO ] [FORECASTER] Starting predict_future for SLF
[2026-02-10T20:31:36.483164] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2026-02-10T20:31:36.483219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:36.483252] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:36.483280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:36.483337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:36.553872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:36.554824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:36.554925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:36.554969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:36.696895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:36.697060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:36.697101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:36.697131] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:36.700755] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2026-02-10T20:31:36.701039] [INFO ] [FORECASTER] Completed predict_future for SLF
[2026-02-10T20:31:36.701171] [INFO ] [sig       ] SLF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:36.848077] [INFO ] [LOCAL     ] Saved forecast: SLF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLF.txt
[2026-02-10T20:31:36.848259] [INFO ] [sig       ] [2776/3417] Completed SLF in 0.4s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:36.848302] [INFO ] [sig       ] [2777/3417] Forecasting SLG...
[2026-02-10T20:31:36.848333] [INFO ] [sig       ] Generating forecast for: SLG
[2026-02-10T20:31:36.848363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2026-02-10T20:31:36.860295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2026-02-10T20:31:36.860657] [INFO ] [FORECASTER] Starting predict_future for SLG
[2026-02-10T20:31:36.861773] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2026-02-10T20:31:36.861850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:36.861906] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:36.861954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:36.862230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:36.918520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:36.919404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:36.919492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:36.919524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:37.040604] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:37.040764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:37.040806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:37.040835] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:37.044300] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2026-02-10T20:31:37.044602] [INFO ] [FORECASTER] Completed predict_future for SLG
[2026-02-10T20:31:37.044736] [INFO ] [sig       ] SLG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:37.191553] [INFO ] [LOCAL     ] Saved forecast: SLG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLG.txt
[2026-02-10T20:31:37.191728] [INFO ] [sig       ] [2777/3417] Completed SLG in 0.3s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:37.191772] [INFO ] [sig       ] [2778/3417] Forecasting SLGN...
[2026-02-10T20:31:37.191804] [INFO ] [sig       ] Generating forecast for: SLGN
[2026-02-10T20:31:37.191842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2026-02-10T20:31:37.204628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2026-02-10T20:31:37.205080] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2026-02-10T20:31:37.206056] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2026-02-10T20:31:37.206113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:37.206144] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:37.206172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:37.206246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:37.270352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:37.271369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:37.271461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:37.271494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:37.396205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:37.396369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:37.396409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:37.396438] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:37.399967] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2026-02-10T20:31:37.400259] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2026-02-10T20:31:37.400390] [INFO ] [sig       ] SLGN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:37.540548] [INFO ] [LOCAL     ] Saved forecast: SLGN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLGN.txt
[2026-02-10T20:31:37.540717] [INFO ] [sig       ] [2778/3417] Completed SLGN in 0.3s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:37.540757] [INFO ] [sig       ] [2779/3417] Forecasting SLM...
[2026-02-10T20:31:37.540787] [INFO ] [sig       ] Generating forecast for: SLM
[2026-02-10T20:31:37.540817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2026-02-10T20:31:37.552005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2026-02-10T20:31:37.552367] [INFO ] [FORECASTER] Starting predict_future for SLM
[2026-02-10T20:31:37.553274] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2026-02-10T20:31:37.553329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:37.553362] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:37.553391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:37.553448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:37.610929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:37.611811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:37.611899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:37.611931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:37.732742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:37.732900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:37.732940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:37.732969] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:37.736524] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2026-02-10T20:31:37.736848] [INFO ] [FORECASTER] Completed predict_future for SLM
[2026-02-10T20:31:37.736983] [INFO ] [sig       ] SLM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:37.880169] [INFO ] [LOCAL     ] Saved forecast: SLM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLM.txt
[2026-02-10T20:31:37.880326] [INFO ] [sig       ] [2779/3417] Completed SLM in 0.3s | 2.80 sym/s | Total: 16.5m | ETA: 3.8m
[2026-02-10T20:31:37.880369] [INFO ] [sig       ] [2780/3417] Forecasting SLN...
[2026-02-10T20:31:37.880401] [INFO ] [sig       ] Generating forecast for: SLN
[2026-02-10T20:31:37.880432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2026-02-10T20:31:37.891859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2026-02-10T20:31:37.892202] [INFO ] [FORECASTER] Starting predict_future for SLN
[2026-02-10T20:31:37.893048] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2026-02-10T20:31:37.893103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:37.893182] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:37.893210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:37.893280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:37.951664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:37.952476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:37.952562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:37.952616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:38.076960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:38.077125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:38.077166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:38.077196] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:38.081123] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2026-02-10T20:31:38.081620] [INFO ] [FORECASTER] Completed predict_future for SLN
[2026-02-10T20:31:38.081760] [INFO ] [sig       ] SLN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:38.229849] [INFO ] [LOCAL     ] Saved forecast: SLN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLN.txt
[2026-02-10T20:31:38.230003] [INFO ] [sig       ] [2780/3417] Completed SLN in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:38.230046] [INFO ] [sig       ] [2781/3417] Forecasting SLNO...
[2026-02-10T20:31:38.230076] [INFO ] [sig       ] Generating forecast for: SLNO
[2026-02-10T20:31:38.230107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2026-02-10T20:31:38.241072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2026-02-10T20:31:38.241373] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2026-02-10T20:31:38.242177] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2026-02-10T20:31:38.242242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:38.242276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:38.242303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:38.242361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:38.300706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:38.301427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:38.301507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:38.301540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:38.426084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:38.426251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:38.426298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:38.426341] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:38.430545] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2026-02-10T20:31:38.430910] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2026-02-10T20:31:38.431071] [INFO ] [sig       ] SLNO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:38.578961] [INFO ] [LOCAL     ] Saved forecast: SLNO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLNO.txt
[2026-02-10T20:31:38.579116] [INFO ] [sig       ] [2781/3417] Completed SLNO in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:38.579155] [INFO ] [sig       ] [2782/3417] Forecasting SLP...
[2026-02-10T20:31:38.579185] [INFO ] [sig       ] Generating forecast for: SLP
[2026-02-10T20:31:38.579216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2026-02-10T20:31:38.591381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2026-02-10T20:31:38.591722] [INFO ] [FORECASTER] Starting predict_future for SLP
[2026-02-10T20:31:38.592556] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2026-02-10T20:31:38.592647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:38.592685] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:38.592724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:38.592795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:38.654813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:38.655797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:38.655880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:38.655913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:38.779317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:38.779476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:38.779516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:38.779545] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:38.783302] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2026-02-10T20:31:38.783620] [INFO ] [FORECASTER] Completed predict_future for SLP
[2026-02-10T20:31:38.783754] [INFO ] [sig       ] SLP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:38.934820] [INFO ] [LOCAL     ] Saved forecast: SLP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLP.txt
[2026-02-10T20:31:38.934974] [INFO ] [sig       ] [2782/3417] Completed SLP in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:38.935016] [INFO ] [sig       ] [2783/3417] Forecasting SLQD...
[2026-02-10T20:31:38.935054] [INFO ] [sig       ] Generating forecast for: SLQD
[2026-02-10T20:31:38.935104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2026-02-10T20:31:38.946303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2026-02-10T20:31:38.946661] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2026-02-10T20:31:38.947436] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2026-02-10T20:31:38.947489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:38.947520] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:38.947547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:38.947627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:39.007402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:39.008603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:39.008692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:39.008724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:39.130496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:39.130679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:39.130721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:39.130785] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:39.134612] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2026-02-10T20:31:39.134922] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2026-02-10T20:31:39.135060] [INFO ] [sig       ] SLQD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:39.280481] [INFO ] [LOCAL     ] Saved forecast: SLQD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLQD.txt
[2026-02-10T20:31:39.280671] [INFO ] [sig       ] [2783/3417] Completed SLQD in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:39.280715] [INFO ] [sig       ] [2784/3417] Forecasting SLRC...
[2026-02-10T20:31:39.280746] [INFO ] [sig       ] Generating forecast for: SLRC
[2026-02-10T20:31:39.280777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2026-02-10T20:31:39.293552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2026-02-10T20:31:39.293950] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2026-02-10T20:31:39.294782] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2026-02-10T20:31:39.294838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:39.294870] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:39.294898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:39.294955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:39.353339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:39.354373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:39.354457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:39.354489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:39.478618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:39.478809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:39.478853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:39.478881] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:39.482631] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=56.49%)
[2026-02-10T20:31:39.482938] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2026-02-10T20:31:39.483085] [INFO ] [sig       ] SLRC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:39.628785] [INFO ] [LOCAL     ] Saved forecast: SLRC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLRC.txt
[2026-02-10T20:31:39.628971] [INFO ] [sig       ] [2784/3417] Completed SLRC in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:39.629037] [INFO ] [sig       ] [2785/3417] Forecasting SLS...
[2026-02-10T20:31:39.629071] [INFO ] [sig       ] Generating forecast for: SLS
[2026-02-10T20:31:39.629102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2026-02-10T20:31:39.641669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2026-02-10T20:31:39.642014] [INFO ] [FORECASTER] Starting predict_future for SLS
[2026-02-10T20:31:39.642807] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2026-02-10T20:31:39.642860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:39.642892] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:39.642919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:39.642977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:39.702320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:39.703227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:39.703312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:39.703344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:39.827022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:39.827373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:39.827416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:39.827445] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:39.831163] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2026-02-10T20:31:39.831444] [INFO ] [FORECASTER] Completed predict_future for SLS
[2026-02-10T20:31:39.831592] [INFO ] [sig       ] SLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:39.973784] [INFO ] [LOCAL     ] Saved forecast: SLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLS.txt
[2026-02-10T20:31:39.973935] [INFO ] [sig       ] [2785/3417] Completed SLS in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:39.973974] [INFO ] [sig       ] [2786/3417] Forecasting SLVM...
[2026-02-10T20:31:39.974005] [INFO ] [sig       ] Generating forecast for: SLVM
[2026-02-10T20:31:39.974036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2026-02-10T20:31:39.985107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2026-02-10T20:31:39.985429] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2026-02-10T20:31:39.986237] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2026-02-10T20:31:39.986291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:39.986324] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:39.986352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:39.986408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:40.045167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:40.046079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:40.046168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:40.046202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:40.173945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:40.174112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:40.174154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:40.174182] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:40.178413] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2026-02-10T20:31:40.178716] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2026-02-10T20:31:40.178870] [INFO ] [sig       ] SLVM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:40.337119] [INFO ] [LOCAL     ] Saved forecast: SLVM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SLVM.txt
[2026-02-10T20:31:40.337267] [INFO ] [sig       ] [2786/3417] Completed SLVM in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:40.337307] [INFO ] [sig       ] [2787/3417] Forecasting SLVO...
[2026-02-10T20:31:40.337337] [INFO ] [sig       ] Generating forecast for: SLVO
[2026-02-10T20:31:40.337368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2026-02-10T20:31:40.348498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2026-02-10T20:31:40.348910] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2026-02-10T20:31:40.349780] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2026-02-10T20:31:40.349836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:40.349869] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:40.349896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:40.349954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:40.410469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:40.411381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:40.411468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:40.411503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:40.534088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:40.534476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:40.534531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:40.534563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:40.538816] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2026-02-10T20:31:40.539119] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2026-02-10T20:31:40.539444] [INFO ] [sig       ] SLVO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:40.694818] [INFO ] [LOCAL     ] Saved forecast: SLVO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLVO.txt
[2026-02-10T20:31:40.694990] [INFO ] [sig       ] [2787/3417] Completed SLVO in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.8m
[2026-02-10T20:31:40.695032] [INFO ] [sig       ] [2788/3417] Forecasting SLXN...
[2026-02-10T20:31:40.695063] [INFO ] [sig       ] Generating forecast for: SLXN
[2026-02-10T20:31:40.695094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2026-02-10T20:31:40.707179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2026-02-10T20:31:40.707614] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2026-02-10T20:31:40.708466] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2026-02-10T20:31:40.708520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:40.708553] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:40.708617] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:40.708684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:40.771927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:40.772925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:40.773019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:40.773054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:40.892009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:40.892175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:40.892235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:40.892266] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:40.895867] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=51.18%)
[2026-02-10T20:31:40.896155] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2026-02-10T20:31:40.896288] [INFO ] [sig       ] SLXN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:41.039730] [INFO ] [LOCAL     ] Saved forecast: SLXN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SLXN.txt
[2026-02-10T20:31:41.039905] [INFO ] [sig       ] [2788/3417] Completed SLXN in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:41.039959] [INFO ] [sig       ] [2789/3417] Forecasting SM...
[2026-02-10T20:31:41.039997] [INFO ] [sig       ] Generating forecast for: SM
[2026-02-10T20:31:41.040037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2026-02-10T20:31:41.052115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2026-02-10T20:31:41.052489] [INFO ] [FORECASTER] Starting predict_future for SM
[2026-02-10T20:31:41.053319] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2026-02-10T20:31:41.053374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:41.053408] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:41.053436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:41.053494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:41.113210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:41.114096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:41.114188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:41.114223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:41.241800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:41.241939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:41.241986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:41.242023] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:41.246224] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2026-02-10T20:31:41.246610] [INFO ] [FORECASTER] Completed predict_future for SM
[2026-02-10T20:31:41.246805] [INFO ] [sig       ] SM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:41.394296] [INFO ] [LOCAL     ] Saved forecast: SM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SM.txt
[2026-02-10T20:31:41.394466] [INFO ] [sig       ] [2789/3417] Completed SM in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:41.394512] [INFO ] [sig       ] [2790/3417] Forecasting SMBC...
[2026-02-10T20:31:41.394542] [INFO ] [sig       ] Generating forecast for: SMBC
[2026-02-10T20:31:41.394591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2026-02-10T20:31:41.405993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2026-02-10T20:31:41.406313] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2026-02-10T20:31:41.407132] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2026-02-10T20:31:41.407185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:41.407216] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:41.407244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:41.407300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:41.465774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:41.466592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:41.466722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:41.466774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:41.584882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:41.585039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:41.585079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:41.585109] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:41.588546] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2026-02-10T20:31:41.588855] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2026-02-10T20:31:41.588993] [INFO ] [sig       ] SMBC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:41.733695] [INFO ] [LOCAL     ] Saved forecast: SMBC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMBC.txt
[2026-02-10T20:31:41.733849] [INFO ] [sig       ] [2790/3417] Completed SMBC in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:41.733892] [INFO ] [sig       ] [2791/3417] Forecasting SMBK...
[2026-02-10T20:31:41.733925] [INFO ] [sig       ] Generating forecast for: SMBK
[2026-02-10T20:31:41.733957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2026-02-10T20:31:41.745657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2026-02-10T20:31:41.745987] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2026-02-10T20:31:41.746826] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2026-02-10T20:31:41.746882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:41.746915] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:41.746946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:41.747007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:41.805961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:41.806806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:41.806891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:41.806925] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:41.922941] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:41.923102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:41.923154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:41.923183] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:41.926592] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2026-02-10T20:31:41.926869] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2026-02-10T20:31:41.927015] [INFO ] [sig       ] SMBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:42.077016] [INFO ] [LOCAL     ] Saved forecast: SMBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMBK.txt
[2026-02-10T20:31:42.077389] [INFO ] [sig       ] [2791/3417] Completed SMBK in 0.3s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:42.077437] [INFO ] [sig       ] [2792/3417] Forecasting SMCI...
[2026-02-10T20:31:42.077470] [INFO ] [sig       ] Generating forecast for: SMCI
[2026-02-10T20:31:42.077501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2026-02-10T20:31:42.090844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2026-02-10T20:31:42.091395] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2026-02-10T20:31:42.092218] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2026-02-10T20:31:42.092271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:42.092316] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:42.092344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:42.092401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:42.157066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:42.158108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:42.158211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:42.158249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:42.290760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:42.290921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:42.290961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:42.290990] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:42.294546] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2026-02-10T20:31:42.294857] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2026-02-10T20:31:42.294995] [INFO ] [sig       ] SMCI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:42.443223] [INFO ] [LOCAL     ] Saved forecast: SMCI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMCI.txt
[2026-02-10T20:31:42.443364] [INFO ] [sig       ] [2792/3417] Completed SMCI in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:42.443405] [INFO ] [sig       ] [2793/3417] Forecasting SMCX...
[2026-02-10T20:31:42.443434] [INFO ] [sig       ] Generating forecast for: SMCX
[2026-02-10T20:31:42.443467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2026-02-10T20:31:42.456778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2026-02-10T20:31:42.457131] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2026-02-10T20:31:42.457969] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2026-02-10T20:31:42.458036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:42.458104] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:42.458140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:42.458199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:42.524858] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:42.525949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:42.526036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:42.526070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:42.654942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:42.655104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:42.655145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:42.655176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:42.658756] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=22.29%)
[2026-02-10T20:31:42.659069] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2026-02-10T20:31:42.659210] [INFO ] [sig       ] SMCX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:42.815033] [INFO ] [LOCAL     ] Saved forecast: SMCX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMCX.txt
[2026-02-10T20:31:42.815209] [INFO ] [sig       ] [2793/3417] Completed SMCX in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:42.815250] [INFO ] [sig       ] [2794/3417] Forecasting SMFG...
[2026-02-10T20:31:42.815281] [INFO ] [sig       ] Generating forecast for: SMFG
[2026-02-10T20:31:42.815311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2026-02-10T20:31:42.826907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2026-02-10T20:31:42.827282] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2026-02-10T20:31:42.828110] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2026-02-10T20:31:42.828164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:42.828198] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:42.828225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:42.828282] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:42.889160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:42.890024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:42.890109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:42.890143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:43.022468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:43.022663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:43.022707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:43.022736] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:43.026402] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2026-02-10T20:31:43.026755] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2026-02-10T20:31:43.026900] [INFO ] [sig       ] SMFG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:43.175816] [INFO ] [LOCAL     ] Saved forecast: SMFG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMFG.txt
[2026-02-10T20:31:43.175995] [INFO ] [sig       ] [2794/3417] Completed SMFG in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:43.176040] [INFO ] [sig       ] [2795/3417] Forecasting SMH...
[2026-02-10T20:31:43.176071] [INFO ] [sig       ] Generating forecast for: SMH
[2026-02-10T20:31:43.176103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2026-02-10T20:31:43.187955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2026-02-10T20:31:43.188351] [INFO ] [FORECASTER] Starting predict_future for SMH
[2026-02-10T20:31:43.189231] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2026-02-10T20:31:43.189296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:43.189331] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:43.189360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:43.189418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:43.250371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:43.251209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:43.251301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:43.251342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:43.382840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:43.383050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:43.383099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:43.383128] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:43.387625] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2026-02-10T20:31:43.387965] [INFO ] [FORECASTER] Completed predict_future for SMH
[2026-02-10T20:31:43.388151] [INFO ] [sig       ] SMH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:43.539133] [INFO ] [LOCAL     ] Saved forecast: SMH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMH.txt
[2026-02-10T20:31:43.539296] [INFO ] [sig       ] [2795/3417] Completed SMH in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:43.539338] [INFO ] [sig       ] [2796/3417] Forecasting SMHI...
[2026-02-10T20:31:43.539376] [INFO ] [sig       ] Generating forecast for: SMHI
[2026-02-10T20:31:43.539408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2026-02-10T20:31:43.550011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2026-02-10T20:31:43.550386] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2026-02-10T20:31:43.551188] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2026-02-10T20:31:43.551242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:43.551274] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:43.551300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:43.551369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:43.610742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:43.611606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:43.611696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:43.611728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:43.733700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:43.733868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:43.733909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:43.733939] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:43.737564] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2026-02-10T20:31:43.737899] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2026-02-10T20:31:43.738037] [INFO ] [sig       ] SMHI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:43.889168] [INFO ] [LOCAL     ] Saved forecast: SMHI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMHI.txt
[2026-02-10T20:31:43.889528] [INFO ] [sig       ] [2796/3417] Completed SMHI in 0.4s | 2.80 sym/s | Total: 16.6m | ETA: 3.7m
[2026-02-10T20:31:43.889589] [INFO ] [sig       ] [2797/3417] Forecasting SMHX...
[2026-02-10T20:31:43.889623] [INFO ] [sig       ] Generating forecast for: SMHX
[2026-02-10T20:31:43.889654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2026-02-10T20:31:43.903210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2026-02-10T20:31:43.903598] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2026-02-10T20:31:43.904602] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2026-02-10T20:31:43.904697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:43.904732] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:43.904759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:43.904816] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:43.963205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:43.964007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:43.964093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:43.964126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:44.085015] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:44.085181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:44.085223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:44.085252] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:44.088926] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2026-02-10T20:31:44.089207] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2026-02-10T20:31:44.089340] [INFO ] [sig       ] SMHX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:44.237457] [INFO ] [LOCAL     ] Saved forecast: SMHX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMHX.txt
[2026-02-10T20:31:44.237644] [INFO ] [sig       ] [2797/3417] Completed SMHX in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:44.237689] [INFO ] [sig       ] [2798/3417] Forecasting SMID...
[2026-02-10T20:31:44.237720] [INFO ] [sig       ] Generating forecast for: SMID
[2026-02-10T20:31:44.237750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2026-02-10T20:31:44.249924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2026-02-10T20:31:44.250526] [INFO ] [FORECASTER] Starting predict_future for SMID
[2026-02-10T20:31:44.251642] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2026-02-10T20:31:44.251699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:44.251732] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:44.251758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:44.251815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:44.321785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:44.322647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:44.322733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:44.322768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:44.431777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:44.431925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:44.431965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:44.431993] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:44.435522] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-10T20:31:44.435815] [INFO ] [FORECASTER] Completed predict_future for SMID
[2026-02-10T20:31:44.435942] [INFO ] [sig       ] SMID: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:44.580457] [INFO ] [LOCAL     ] Saved forecast: SMID	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMID.txt
[2026-02-10T20:31:44.580638] [INFO ] [sig       ] [2798/3417] Completed SMID in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:44.580684] [INFO ] [sig       ] [2799/3417] Forecasting SMPL...
[2026-02-10T20:31:44.580714] [INFO ] [sig       ] Generating forecast for: SMPL
[2026-02-10T20:31:44.580745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2026-02-10T20:31:44.591599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2026-02-10T20:31:44.591936] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2026-02-10T20:31:44.592727] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2026-02-10T20:31:44.592781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:44.592813] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:44.592840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:44.592897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:44.652646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:44.653520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:44.653624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:44.653661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:44.777718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:44.777899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:44.777940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:44.777987] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:44.781524] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=36.98%)
[2026-02-10T20:31:44.781832] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2026-02-10T20:31:44.781965] [INFO ] [sig       ] SMPL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:44.921536] [INFO ] [LOCAL     ] Saved forecast: SMPL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMPL.txt
[2026-02-10T20:31:44.921688] [INFO ] [sig       ] [2799/3417] Completed SMPL in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:44.921730] [INFO ] [sig       ] [2800/3417] Forecasting SMTC...
[2026-02-10T20:31:44.921760] [INFO ] [sig       ] Generating forecast for: SMTC
[2026-02-10T20:31:44.921791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2026-02-10T20:31:44.933795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2026-02-10T20:31:44.934202] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2026-02-10T20:31:44.935071] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2026-02-10T20:31:44.935127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:44.935160] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:44.935188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:44.935245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:44.995501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:44.996490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:44.996600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:44.996639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:45.120253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:45.120439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:45.120516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:45.120547] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:45.125266] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2026-02-10T20:31:45.125615] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2026-02-10T20:31:45.125769] [INFO ] [sig       ] SMTC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:45.272514] [INFO ] [LOCAL     ] Saved forecast: SMTC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMTC.txt
[2026-02-10T20:31:45.272713] [INFO ] [sig       ] [2800/3417] Completed SMTC in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:45.272757] [INFO ] [sig       ] [2801/3417] Forecasting SMTI...
[2026-02-10T20:31:45.272787] [INFO ] [sig       ] Generating forecast for: SMTI
[2026-02-10T20:31:45.272817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2026-02-10T20:31:45.284169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2026-02-10T20:31:45.284669] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2026-02-10T20:31:45.285645] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2026-02-10T20:31:45.285705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:45.285739] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:45.285768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:45.285826] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:45.345758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:45.346707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:45.346813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:45.346847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:45.464824] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:45.464982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:45.465023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:45.465052] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:45.468564] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2026-02-10T20:31:45.468857] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2026-02-10T20:31:45.468986] [INFO ] [sig       ] SMTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:45.611294] [INFO ] [LOCAL     ] Saved forecast: SMTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SMTI.txt
[2026-02-10T20:31:45.611457] [INFO ] [sig       ] [2801/3417] Completed SMTI in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:45.611498] [INFO ] [sig       ] [2802/3417] Forecasting SMWB...
[2026-02-10T20:31:45.611528] [INFO ] [sig       ] Generating forecast for: SMWB
[2026-02-10T20:31:45.611558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2026-02-10T20:31:45.623336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2026-02-10T20:31:45.623741] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2026-02-10T20:31:45.624553] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2026-02-10T20:31:45.624626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:45.624659] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:45.624687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:45.624746] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:45.684239] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:45.685225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:45.685316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:45.685350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:45.808482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:45.808670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:45.808715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:45.808745] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:45.812281] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2026-02-10T20:31:45.812629] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2026-02-10T20:31:45.812776] [INFO ] [sig       ] SMWB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:45.954881] [INFO ] [LOCAL     ] Saved forecast: SMWB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SMWB.txt
[2026-02-10T20:31:45.955062] [INFO ] [sig       ] [2802/3417] Completed SMWB in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:45.955121] [INFO ] [sig       ] [2803/3417] Forecasting SMX...
[2026-02-10T20:31:45.955156] [INFO ] [sig       ] Generating forecast for: SMX
[2026-02-10T20:31:45.955187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2026-02-10T20:31:45.966999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2026-02-10T20:31:45.967384] [INFO ] [FORECASTER] Starting predict_future for SMX
[2026-02-10T20:31:45.968307] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2026-02-10T20:31:45.968363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:45.968395] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:45.968435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:45.968495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:46.029893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:46.030798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:46.030885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:46.030920] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:46.140485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:46.140716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:46.140764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:46.140796] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:46.144555] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2026-02-10T20:31:46.144857] [INFO ] [FORECASTER] Completed predict_future for SMX
[2026-02-10T20:31:46.144988] [INFO ] [sig       ] SMX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:46.299818] [INFO ] [LOCAL     ] Saved forecast: SMX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SMX.txt
[2026-02-10T20:31:46.299979] [INFO ] [sig       ] [2803/3417] Completed SMX in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.7m
[2026-02-10T20:31:46.300022] [INFO ] [sig       ] [2804/3417] Forecasting SN...
[2026-02-10T20:31:46.300058] [INFO ] [sig       ] Generating forecast for: SN
[2026-02-10T20:31:46.300132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2026-02-10T20:31:46.313850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2026-02-10T20:31:46.314250] [INFO ] [FORECASTER] Starting predict_future for SN
[2026-02-10T20:31:46.315162] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2026-02-10T20:31:46.315231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:46.315276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:46.315304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:46.315362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:46.377477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:46.378483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:46.378597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:46.378635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:46.503597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:46.503760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:46.503801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:46.503830] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:46.507268] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2026-02-10T20:31:46.507561] [INFO ] [FORECASTER] Completed predict_future for SN
[2026-02-10T20:31:46.507717] [INFO ] [sig       ] SN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:46.650965] [INFO ] [LOCAL     ] Saved forecast: SN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SN.txt
[2026-02-10T20:31:46.651162] [INFO ] [sig       ] [2804/3417] Completed SN in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:46.651230] [INFO ] [sig       ] [2805/3417] Forecasting SNA...
[2026-02-10T20:31:46.651276] [INFO ] [sig       ] Generating forecast for: SNA
[2026-02-10T20:31:46.651318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2026-02-10T20:31:46.662781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2026-02-10T20:31:46.663141] [INFO ] [FORECASTER] Starting predict_future for SNA
[2026-02-10T20:31:46.664013] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2026-02-10T20:31:46.664068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:46.664101] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:46.664129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:46.664187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:46.726769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:46.727686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:46.727773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:46.727806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:46.852071] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:46.852244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:46.852309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:46.852345] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:46.856105] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2026-02-10T20:31:46.856444] [INFO ] [FORECASTER] Completed predict_future for SNA
[2026-02-10T20:31:46.856609] [INFO ] [sig       ] SNA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:47.010230] [INFO ] [LOCAL     ] Saved forecast: SNA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNA.txt
[2026-02-10T20:31:47.010397] [INFO ] [sig       ] [2805/3417] Completed SNA in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:47.010441] [INFO ] [sig       ] [2806/3417] Forecasting SNAP...
[2026-02-10T20:31:47.010473] [INFO ] [sig       ] Generating forecast for: SNAP
[2026-02-10T20:31:47.010505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2026-02-10T20:31:47.023246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2026-02-10T20:31:47.023641] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2026-02-10T20:31:47.024495] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2026-02-10T20:31:47.024557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:47.024615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:47.024644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:47.024702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:47.085677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:47.086794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:47.086881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:47.086914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:47.212705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:47.212868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:47.212910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:47.212940] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:47.216400] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2026-02-10T20:31:47.216702] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2026-02-10T20:31:47.216835] [INFO ] [sig       ] SNAP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:47.363432] [INFO ] [LOCAL     ] Saved forecast: SNAP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNAP.txt
[2026-02-10T20:31:47.363625] [INFO ] [sig       ] [2806/3417] Completed SNAP in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:47.363668] [INFO ] [sig       ] [2807/3417] Forecasting SNCY...
[2026-02-10T20:31:47.363699] [INFO ] [sig       ] Generating forecast for: SNCY
[2026-02-10T20:31:47.363737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2026-02-10T20:31:47.376689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2026-02-10T20:31:47.377125] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2026-02-10T20:31:47.378213] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2026-02-10T20:31:47.378269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:47.378326] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:47.378372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:47.378447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:47.444397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:47.445502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:47.445629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:47.445666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:47.569525] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:47.569712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:47.569754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:47.569786] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:47.573406] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2026-02-10T20:31:47.573716] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2026-02-10T20:31:47.573852] [INFO ] [sig       ] SNCY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:47.716744] [INFO ] [LOCAL     ] Saved forecast: SNCY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNCY.txt
[2026-02-10T20:31:47.716909] [INFO ] [sig       ] [2807/3417] Completed SNCY in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:47.716949] [INFO ] [sig       ] [2808/3417] Forecasting SND...
[2026-02-10T20:31:47.716982] [INFO ] [sig       ] Generating forecast for: SND
[2026-02-10T20:31:47.717013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2026-02-10T20:31:47.728171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2026-02-10T20:31:47.728555] [INFO ] [FORECASTER] Starting predict_future for SND
[2026-02-10T20:31:47.729355] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2026-02-10T20:31:47.729408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:47.729441] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:47.729468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:47.729525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:47.788151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:47.789090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:47.789181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:47.789216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:47.905707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:47.905874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:47.905915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:47.905944] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:47.909426] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2026-02-10T20:31:47.909726] [INFO ] [FORECASTER] Completed predict_future for SND
[2026-02-10T20:31:47.909856] [INFO ] [sig       ] SND: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:48.059744] [INFO ] [LOCAL     ] Saved forecast: SND	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SND.txt
[2026-02-10T20:31:48.059922] [INFO ] [sig       ] [2808/3417] Completed SND in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:48.059965] [INFO ] [sig       ] [2809/3417] Forecasting SNDL...
[2026-02-10T20:31:48.059996] [INFO ] [sig       ] Generating forecast for: SNDL
[2026-02-10T20:31:48.060028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2026-02-10T20:31:48.072552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2026-02-10T20:31:48.073002] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2026-02-10T20:31:48.074144] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2026-02-10T20:31:48.074214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:48.074255] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:48.074288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:48.074360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:48.135042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:48.135993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:48.136112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:48.136155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:48.269266] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:48.269440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:48.269483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:48.269511] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:48.273506] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2026-02-10T20:31:48.273839] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2026-02-10T20:31:48.273980] [INFO ] [sig       ] SNDL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:48.431215] [INFO ] [LOCAL     ] Saved forecast: SNDL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNDL.txt
[2026-02-10T20:31:48.431378] [INFO ] [sig       ] [2809/3417] Completed SNDL in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:48.431420] [INFO ] [sig       ] [2810/3417] Forecasting SNDX...
[2026-02-10T20:31:48.431452] [INFO ] [sig       ] Generating forecast for: SNDX
[2026-02-10T20:31:48.431483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2026-02-10T20:31:48.445154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2026-02-10T20:31:48.445590] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2026-02-10T20:31:48.446653] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2026-02-10T20:31:48.446706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:48.446738] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:48.446765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:48.446823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:48.506977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:48.507942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:48.508072] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:48.508117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:48.639568] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:48.639748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:48.639789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:48.639817] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:48.643254] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2026-02-10T20:31:48.643530] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2026-02-10T20:31:48.643746] [INFO ] [sig       ] SNDX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:48.795851] [INFO ] [LOCAL     ] Saved forecast: SNDX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNDX.txt
[2026-02-10T20:31:48.796020] [INFO ] [sig       ] [2810/3417] Completed SNDX in 0.4s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:48.796062] [INFO ] [sig       ] [2811/3417] Forecasting SNES...
[2026-02-10T20:31:48.796097] [INFO ] [sig       ] Generating forecast for: SNES
[2026-02-10T20:31:48.796130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2026-02-10T20:31:48.809041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2026-02-10T20:31:48.809648] [INFO ] [FORECASTER] Starting predict_future for SNES
[2026-02-10T20:31:48.810667] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2026-02-10T20:31:48.810722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:48.810755] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:48.810781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:48.810837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:48.874293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:48.875177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:48.875262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:48.875295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:48.991845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:48.992009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:48.992050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:48.992078] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:48.995704] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2026-02-10T20:31:48.995983] [INFO ] [FORECASTER] Completed predict_future for SNES
[2026-02-10T20:31:48.996111] [INFO ] [sig       ] SNES: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:49.140884] [INFO ] [LOCAL     ] Saved forecast: SNES	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNES.txt
[2026-02-10T20:31:49.141046] [INFO ] [sig       ] [2811/3417] Completed SNES in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:49.141089] [INFO ] [sig       ] [2812/3417] Forecasting SNEX...
[2026-02-10T20:31:49.141123] [INFO ] [sig       ] Generating forecast for: SNEX
[2026-02-10T20:31:49.141156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2026-02-10T20:31:49.152492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2026-02-10T20:31:49.152881] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2026-02-10T20:31:49.153681] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2026-02-10T20:31:49.153734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:49.153765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:49.153792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:49.153848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:49.211367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:49.212272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:49.212358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:49.212391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:49.336914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:49.337076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:49.337117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:49.337146] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:49.340621] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2026-02-10T20:31:49.340899] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2026-02-10T20:31:49.341031] [INFO ] [sig       ] SNEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:49.481262] [INFO ] [LOCAL     ] Saved forecast: SNEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNEX.txt
[2026-02-10T20:31:49.481428] [INFO ] [sig       ] [2812/3417] Completed SNEX in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:49.481469] [INFO ] [sig       ] [2813/3417] Forecasting SNFCA...
[2026-02-10T20:31:49.481500] [INFO ] [sig       ] Generating forecast for: SNFCA
[2026-02-10T20:31:49.481530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2026-02-10T20:31:49.492363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2026-02-10T20:31:49.492735] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2026-02-10T20:31:49.493506] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2026-02-10T20:31:49.493560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:49.493619] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:49.493649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:49.493706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:49.552144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:49.553036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:49.553122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:49.553157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:49.672081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:49.672244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:49.672286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:49.672315] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:49.675842] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2026-02-10T20:31:49.676144] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2026-02-10T20:31:49.676292] [INFO ] [sig       ] SNFCA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:49.817523] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNFCA.txt
[2026-02-10T20:31:49.817701] [INFO ] [sig       ] [2813/3417] Completed SNFCA in 0.3s | 2.80 sym/s | Total: 16.7m | ETA: 3.6m
[2026-02-10T20:31:49.817744] [INFO ] [sig       ] [2814/3417] Forecasting SNGX...
[2026-02-10T20:31:49.817774] [INFO ] [sig       ] Generating forecast for: SNGX
[2026-02-10T20:31:49.817806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2026-02-10T20:31:49.829045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2026-02-10T20:31:49.829419] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2026-02-10T20:31:49.830367] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2026-02-10T20:31:49.830422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:49.830455] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:49.830481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:49.830547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:49.888272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:49.889152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:49.889237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:49.889272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:50.011016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:50.011188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:50.011230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:50.011259] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:50.014835] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2026-02-10T20:31:50.015142] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2026-02-10T20:31:50.015294] [INFO ] [sig       ] SNGX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:50.156789] [INFO ] [LOCAL     ] Saved forecast: SNGX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNGX.txt
[2026-02-10T20:31:50.156949] [INFO ] [sig       ] [2814/3417] Completed SNGX in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:50.156991] [INFO ] [sig       ] [2815/3417] Forecasting SNN...
[2026-02-10T20:31:50.157023] [INFO ] [sig       ] Generating forecast for: SNN
[2026-02-10T20:31:50.157054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2026-02-10T20:31:50.167662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2026-02-10T20:31:50.168029] [INFO ] [FORECASTER] Starting predict_future for SNN
[2026-02-10T20:31:50.168891] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2026-02-10T20:31:50.168945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:50.168978] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:50.169006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:50.169067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:50.226913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:50.227819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:50.227905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:50.227937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:50.351319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:50.351466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:50.351507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:50.351538] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:50.355054] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2026-02-10T20:31:50.355366] [INFO ] [FORECASTER] Completed predict_future for SNN
[2026-02-10T20:31:50.355502] [INFO ] [sig       ] SNN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:50.496391] [INFO ] [LOCAL     ] Saved forecast: SNN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNN.txt
[2026-02-10T20:31:50.496564] [INFO ] [sig       ] [2815/3417] Completed SNN in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:50.496628] [INFO ] [sig       ] [2816/3417] Forecasting SNOA...
[2026-02-10T20:31:50.496667] [INFO ] [sig       ] Generating forecast for: SNOA
[2026-02-10T20:31:50.496704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2026-02-10T20:31:50.507849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2026-02-10T20:31:50.508227] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2026-02-10T20:31:50.509040] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2026-02-10T20:31:50.509107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:50.509141] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:50.509167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:50.509228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:50.567277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:50.568235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:50.568327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:50.568360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:50.688444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:50.688819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:50.688865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:50.688895] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:50.692422] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2026-02-10T20:31:50.692728] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2026-02-10T20:31:50.692862] [INFO ] [sig       ] SNOA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:50.836550] [INFO ] [LOCAL     ] Saved forecast: SNOA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNOA.txt
[2026-02-10T20:31:50.836727] [INFO ] [sig       ] [2816/3417] Completed SNOA in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:50.836768] [INFO ] [sig       ] [2817/3417] Forecasting SNPS...
[2026-02-10T20:31:50.836798] [INFO ] [sig       ] Generating forecast for: SNPS
[2026-02-10T20:31:50.836831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2026-02-10T20:31:50.848375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2026-02-10T20:31:50.848738] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2026-02-10T20:31:50.849520] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2026-02-10T20:31:50.849592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:50.849626] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:50.849653] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:50.849708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:50.909440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:50.910341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:50.910427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:50.910461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:51.037475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:51.037703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:51.037747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:51.037777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:51.041381] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2026-02-10T20:31:51.041734] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2026-02-10T20:31:51.041879] [INFO ] [sig       ] SNPS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:51.186865] [INFO ] [LOCAL     ] Saved forecast: SNPS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNPS.txt
[2026-02-10T20:31:51.187027] [INFO ] [sig       ] [2817/3417] Completed SNPS in 0.4s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:51.187067] [INFO ] [sig       ] [2818/3417] Forecasting SNX...
[2026-02-10T20:31:51.187099] [INFO ] [sig       ] Generating forecast for: SNX
[2026-02-10T20:31:51.187129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2026-02-10T20:31:51.200025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2026-02-10T20:31:51.200407] [INFO ] [FORECASTER] Starting predict_future for SNX
[2026-02-10T20:31:51.201199] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2026-02-10T20:31:51.201252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:51.201284] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:51.201311] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:51.201368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:51.260774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:51.261682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:51.261772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:51.261805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:51.388193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:51.388358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:51.388399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:51.388429] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:51.391927] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2026-02-10T20:31:51.392220] [INFO ] [FORECASTER] Completed predict_future for SNX
[2026-02-10T20:31:51.392357] [INFO ] [sig       ] SNX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:51.534935] [INFO ] [LOCAL     ] Saved forecast: SNX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SNX.txt
[2026-02-10T20:31:51.535098] [INFO ] [sig       ] [2818/3417] Completed SNX in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:51.535138] [INFO ] [sig       ] [2819/3417] Forecasting SNY...
[2026-02-10T20:31:51.535167] [INFO ] [sig       ] Generating forecast for: SNY
[2026-02-10T20:31:51.535199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2026-02-10T20:31:51.546522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2026-02-10T20:31:51.546889] [INFO ] [FORECASTER] Starting predict_future for SNY
[2026-02-10T20:31:51.547690] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2026-02-10T20:31:51.547743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:51.547774] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:51.547801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:51.547857] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:51.606705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:51.607606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:51.607689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:51.607723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:51.727241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:51.727405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:51.727445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:51.727473] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:51.730974] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2026-02-10T20:31:51.731255] [INFO ] [FORECASTER] Completed predict_future for SNY
[2026-02-10T20:31:51.731384] [INFO ] [sig       ] SNY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:51.871481] [INFO ] [LOCAL     ] Saved forecast: SNY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SNY.txt
[2026-02-10T20:31:51.871677] [INFO ] [sig       ] [2819/3417] Completed SNY in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:51.871724] [INFO ] [sig       ] [2820/3417] Forecasting SO...
[2026-02-10T20:31:51.871756] [INFO ] [sig       ] Generating forecast for: SO
[2026-02-10T20:31:51.871786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2026-02-10T20:31:51.883718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2026-02-10T20:31:51.884085] [INFO ] [FORECASTER] Starting predict_future for SO
[2026-02-10T20:31:51.884898] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2026-02-10T20:31:51.884951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:51.884983] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:51.885010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:51.885067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:51.943370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:51.944298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:51.944386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:51.944419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:52.066904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:52.067066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:52.067109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:52.067138] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:52.070674] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2026-02-10T20:31:52.070971] [INFO ] [FORECASTER] Completed predict_future for SO
[2026-02-10T20:31:52.071106] [INFO ] [sig       ] SO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:52.218373] [INFO ] [LOCAL     ] Saved forecast: SO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SO.txt
[2026-02-10T20:31:52.218542] [INFO ] [sig       ] [2820/3417] Completed SO in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.6m
[2026-02-10T20:31:52.218604] [INFO ] [sig       ] [2821/3417] Forecasting SOCL...
[2026-02-10T20:31:52.218671] [INFO ] [sig       ] Generating forecast for: SOCL
[2026-02-10T20:31:52.218705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2026-02-10T20:31:52.229850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2026-02-10T20:31:52.230213] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2026-02-10T20:31:52.231039] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2026-02-10T20:31:52.231093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:52.231125] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:52.231151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:52.231212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:52.290187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:52.291092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:52.291181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:52.291219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:52.401914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:52.402083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:52.402126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:52.402156] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:52.405722] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2026-02-10T20:31:52.406041] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2026-02-10T20:31:52.406177] [INFO ] [sig       ] SOCL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:52.559638] [INFO ] [LOCAL     ] Saved forecast: SOCL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SOCL.txt
[2026-02-10T20:31:52.559811] [INFO ] [sig       ] [2821/3417] Completed SOCL in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:52.559851] [INFO ] [sig       ] [2822/3417] Forecasting SOFI...
[2026-02-10T20:31:52.559882] [INFO ] [sig       ] Generating forecast for: SOFI
[2026-02-10T20:31:52.559912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2026-02-10T20:31:52.572780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2026-02-10T20:31:52.573184] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2026-02-10T20:31:52.574002] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2026-02-10T20:31:52.574056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:52.574088] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:52.574115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:52.574171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:52.633484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:52.634404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:52.634492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:52.634525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:52.758923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:52.759097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:52.759140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:52.759169] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:52.762710] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2026-02-10T20:31:52.763042] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2026-02-10T20:31:52.763207] [INFO ] [sig       ] SOFI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:52.908767] [INFO ] [LOCAL     ] Saved forecast: SOFI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOFI.txt
[2026-02-10T20:31:52.908930] [INFO ] [sig       ] [2822/3417] Completed SOFI in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:52.908969] [INFO ] [sig       ] [2823/3417] Forecasting SOGP...
[2026-02-10T20:31:52.909001] [INFO ] [sig       ] Generating forecast for: SOGP
[2026-02-10T20:31:52.909033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2026-02-10T20:31:52.920540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2026-02-10T20:31:52.920985] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2026-02-10T20:31:52.921846] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2026-02-10T20:31:52.921908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:52.921944] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:52.921979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:52.922044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:52.983341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:52.984230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:52.984319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:52.984352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:53.107601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:53.107761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:53.107820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:53.107851] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:53.111485] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2026-02-10T20:31:53.111778] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2026-02-10T20:31:53.111918] [INFO ] [sig       ] SOGP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:53.259601] [INFO ] [LOCAL     ] Saved forecast: SOGP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOGP.txt
[2026-02-10T20:31:53.259766] [INFO ] [sig       ] [2823/3417] Completed SOGP in 0.4s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:53.259807] [INFO ] [sig       ] [2824/3417] Forecasting SOJC...
[2026-02-10T20:31:53.259839] [INFO ] [sig       ] Generating forecast for: SOJC
[2026-02-10T20:31:53.259869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2026-02-10T20:31:53.271658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2026-02-10T20:31:53.272082] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2026-02-10T20:31:53.272924] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2026-02-10T20:31:53.272980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:53.273013] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:53.273041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:53.273127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:53.336067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:53.336964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:53.337048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:53.337082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:53.459199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:53.459368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:53.459409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:53.459437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:53.463001] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2026-02-10T20:31:53.463297] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2026-02-10T20:31:53.463436] [INFO ] [sig       ] SOJC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:53.606630] [INFO ] [LOCAL     ] Saved forecast: SOJC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SOJC.txt
[2026-02-10T20:31:53.606801] [INFO ] [sig       ] [2824/3417] Completed SOJC in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:53.606842] [INFO ] [sig       ] [2825/3417] Forecasting SOJD...
[2026-02-10T20:31:53.606872] [INFO ] [sig       ] Generating forecast for: SOJD
[2026-02-10T20:31:53.606904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2026-02-10T20:31:53.618855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2026-02-10T20:31:53.619221] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2026-02-10T20:31:53.620047] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2026-02-10T20:31:53.620101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:53.620134] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:53.620162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:53.620218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:53.677987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:53.679091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:53.679199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:53.679240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:53.808545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:53.808759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:53.808823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:53.808873] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:53.813094] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=52.89%)
[2026-02-10T20:31:53.813489] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2026-02-10T20:31:53.813669] [INFO ] [sig       ] SOJD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:53.959367] [INFO ] [LOCAL     ] Saved forecast: SOJD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SOJD.txt
[2026-02-10T20:31:53.959537] [INFO ] [sig       ] [2825/3417] Completed SOJD in 0.4s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:53.959613] [INFO ] [sig       ] [2826/3417] Forecasting SOJE...
[2026-02-10T20:31:53.959660] [INFO ] [sig       ] Generating forecast for: SOJE
[2026-02-10T20:31:53.959694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2026-02-10T20:31:53.972218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2026-02-10T20:31:53.972663] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2026-02-10T20:31:53.973547] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2026-02-10T20:31:53.973629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:53.973663] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:53.973690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:53.973749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:54.034673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:54.035566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:54.035671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:54.035705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:54.162494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:54.162670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:54.162713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:54.162744] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:54.166213] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2026-02-10T20:31:54.166501] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2026-02-10T20:31:54.166655] [INFO ] [sig       ] SOJE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:54.306517] [INFO ] [LOCAL     ] Saved forecast: SOJE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOJE.txt
[2026-02-10T20:31:54.306680] [INFO ] [sig       ] [2826/3417] Completed SOJE in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:54.306722] [INFO ] [sig       ] [2827/3417] Forecasting SON...
[2026-02-10T20:31:54.306752] [INFO ] [sig       ] Generating forecast for: SON
[2026-02-10T20:31:54.306784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2026-02-10T20:31:54.318603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2026-02-10T20:31:54.318928] [INFO ] [FORECASTER] Starting predict_future for SON
[2026-02-10T20:31:54.319759] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2026-02-10T20:31:54.319813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:54.319857] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:54.319885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:54.319942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:54.376299] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:54.377052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:54.377135] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:54.377168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:54.502264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:54.502427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:54.502471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:54.502500] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:54.506107] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2026-02-10T20:31:54.506478] [INFO ] [FORECASTER] Completed predict_future for SON
[2026-02-10T20:31:54.506648] [INFO ] [sig       ] SON: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:54.652657] [INFO ] [LOCAL     ] Saved forecast: SON	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SON.txt
[2026-02-10T20:31:54.652804] [INFO ] [sig       ] [2827/3417] Completed SON in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:54.652844] [INFO ] [sig       ] [2828/3417] Forecasting SONO...
[2026-02-10T20:31:54.652874] [INFO ] [sig       ] Generating forecast for: SONO
[2026-02-10T20:31:54.652906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2026-02-10T20:31:54.665681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2026-02-10T20:31:54.666012] [INFO ] [FORECASTER] Starting predict_future for SONO
[2026-02-10T20:31:54.666815] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2026-02-10T20:31:54.666868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:54.666899] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:54.666926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:54.666982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:54.724087] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:54.724852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:54.724935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:54.724967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:54.842895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:54.843049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:54.843090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:54.843119] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:54.846539] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2026-02-10T20:31:54.846834] [INFO ] [FORECASTER] Completed predict_future for SONO
[2026-02-10T20:31:54.846963] [INFO ] [sig       ] SONO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:54.986247] [INFO ] [LOCAL     ] Saved forecast: SONO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SONO.txt
[2026-02-10T20:31:54.986386] [INFO ] [sig       ] [2828/3417] Completed SONO in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:54.986426] [INFO ] [sig       ] [2829/3417] Forecasting SOPA...
[2026-02-10T20:31:54.986457] [INFO ] [sig       ] Generating forecast for: SOPA
[2026-02-10T20:31:54.986487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2026-02-10T20:31:54.997789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2026-02-10T20:31:54.998147] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2026-02-10T20:31:54.998950] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2026-02-10T20:31:54.999004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:54.999035] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:54.999062] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:54.999117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:55.055132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:55.055871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:55.055952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:55.055985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:55.173206] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:55.173361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:55.173401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:55.173431] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:55.176926] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=19.33%)
[2026-02-10T20:31:55.177208] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2026-02-10T20:31:55.177366] [INFO ] [sig       ] SOPA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:55.316981] [INFO ] [LOCAL     ] Saved forecast: SOPA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOPA.txt
[2026-02-10T20:31:55.317122] [INFO ] [sig       ] [2829/3417] Completed SOPA in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:55.317163] [INFO ] [sig       ] [2830/3417] Forecasting SOPH...
[2026-02-10T20:31:55.317194] [INFO ] [sig       ] Generating forecast for: SOPH
[2026-02-10T20:31:55.317224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2026-02-10T20:31:55.328738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2026-02-10T20:31:55.329060] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2026-02-10T20:31:55.329865] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2026-02-10T20:31:55.329918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:55.329949] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:55.329976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:55.330032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:55.386904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:55.387694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:55.387777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:55.387810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:55.508768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:55.508941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:55.508981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:55.509010] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:55.512987] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2026-02-10T20:31:55.513433] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2026-02-10T20:31:55.513619] [INFO ] [sig       ] SOPH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:55.655989] [INFO ] [LOCAL     ] Saved forecast: SOPH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SOPH.txt
[2026-02-10T20:31:55.656152] [INFO ] [sig       ] [2830/3417] Completed SOPH in 0.3s | 2.80 sym/s | Total: 16.8m | ETA: 3.5m
[2026-02-10T20:31:55.656201] [INFO ] [sig       ] [2831/3417] Forecasting SOUN...
[2026-02-10T20:31:55.656236] [INFO ] [sig       ] Generating forecast for: SOUN
[2026-02-10T20:31:55.656267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2026-02-10T20:31:55.669314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2026-02-10T20:31:55.669971] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2026-02-10T20:31:55.670880] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2026-02-10T20:31:55.670934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:55.670967] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:55.670994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:55.671051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:55.735380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:55.736565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:55.736674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:55.736709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:55.871777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:55.871943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:55.871988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:55.872019] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:55.875660] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2026-02-10T20:31:55.876020] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2026-02-10T20:31:55.876226] [INFO ] [sig       ] SOUN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:56.024353] [INFO ] [LOCAL     ] Saved forecast: SOUN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOUN.txt
[2026-02-10T20:31:56.024525] [INFO ] [sig       ] [2831/3417] Completed SOUN in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:56.024593] [INFO ] [sig       ] [2832/3417] Forecasting SOXQ...
[2026-02-10T20:31:56.024632] [INFO ] [sig       ] Generating forecast for: SOXQ
[2026-02-10T20:31:56.024664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2026-02-10T20:31:56.036976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2026-02-10T20:31:56.037381] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2026-02-10T20:31:56.038266] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2026-02-10T20:31:56.038325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:56.038359] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:56.038387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:56.038444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:56.098429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:56.099335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:56.099424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:56.099458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:56.234283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:56.234458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:56.234499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:56.234528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:56.238811] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2026-02-10T20:31:56.239107] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2026-02-10T20:31:56.239263] [INFO ] [sig       ] SOXQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:56.387720] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOXQ.txt
[2026-02-10T20:31:56.387881] [INFO ] [sig       ] [2832/3417] Completed SOXQ in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:56.387923] [INFO ] [sig       ] [2833/3417] Forecasting SOXX...
[2026-02-10T20:31:56.387954] [INFO ] [sig       ] Generating forecast for: SOXX
[2026-02-10T20:31:56.387983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2026-02-10T20:31:56.400411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2026-02-10T20:31:56.400956] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2026-02-10T20:31:56.401974] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2026-02-10T20:31:56.402027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:56.402059] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:56.402086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:56.402142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:56.464788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:56.465733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:56.465823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:56.465858] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:56.588528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:56.588706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:56.588747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:56.588777] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:56.592320] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2026-02-10T20:31:56.592815] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2026-02-10T20:31:56.592951] [INFO ] [sig       ] SOXX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:56.747282] [INFO ] [LOCAL     ] Saved forecast: SOXX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SOXX.txt
[2026-02-10T20:31:56.747518] [INFO ] [sig       ] [2833/3417] Completed SOXX in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:56.747567] [INFO ] [sig       ] [2834/3417] Forecasting SPAI...
[2026-02-10T20:31:56.747619] [INFO ] [sig       ] Generating forecast for: SPAI
[2026-02-10T20:31:56.747649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2026-02-10T20:31:56.763742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2026-02-10T20:31:56.764143] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2026-02-10T20:31:56.765147] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2026-02-10T20:31:56.765201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:56.765233] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:56.765261] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:56.765320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:56.824856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:56.825615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:56.825796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:56.825872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:56.946134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:56.946295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:56.946354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:56.946386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:56.949892] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2026-02-10T20:31:56.950166] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2026-02-10T20:31:56.950308] [INFO ] [sig       ] SPAI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:57.095462] [INFO ] [LOCAL     ] Saved forecast: SPAI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPAI.txt
[2026-02-10T20:31:57.095643] [INFO ] [sig       ] [2834/3417] Completed SPAI in 0.3s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:57.095686] [INFO ] [sig       ] [2835/3417] Forecasting SPB...
[2026-02-10T20:31:57.095716] [INFO ] [sig       ] Generating forecast for: SPB
[2026-02-10T20:31:57.095747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2026-02-10T20:31:57.108266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2026-02-10T20:31:57.108669] [INFO ] [FORECASTER] Starting predict_future for SPB
[2026-02-10T20:31:57.109453] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2026-02-10T20:31:57.109507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:57.109539] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:57.109567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:57.109649] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:57.169255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:57.170136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:57.170222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:57.170258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:57.306903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:57.307068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:57.307110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:57.307139] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:57.311182] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2026-02-10T20:31:57.311564] [INFO ] [FORECASTER] Completed predict_future for SPB
[2026-02-10T20:31:57.311739] [INFO ] [sig       ] SPB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:57.460318] [INFO ] [LOCAL     ] Saved forecast: SPB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SPB.txt
[2026-02-10T20:31:57.460501] [INFO ] [sig       ] [2835/3417] Completed SPB in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:57.460560] [INFO ] [sig       ] [2836/3417] Forecasting SPCB...
[2026-02-10T20:31:57.460634] [INFO ] [sig       ] Generating forecast for: SPCB
[2026-02-10T20:31:57.460677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2026-02-10T20:31:57.472880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2026-02-10T20:31:57.473328] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2026-02-10T20:31:57.474219] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2026-02-10T20:31:57.474285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:57.474333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:57.474369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:57.474439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:57.536546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:57.537516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:57.537655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:57.537695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:57.663449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:57.663639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:57.663685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:57.663715] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:57.667433] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2026-02-10T20:31:57.667827] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2026-02-10T20:31:57.668002] [INFO ] [sig       ] SPCB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:57.820419] [INFO ] [LOCAL     ] Saved forecast: SPCB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPCB.txt
[2026-02-10T20:31:57.820614] [INFO ] [sig       ] [2836/3417] Completed SPCB in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:57.820662] [INFO ] [sig       ] [2837/3417] Forecasting SPCE...
[2026-02-10T20:31:57.820694] [INFO ] [sig       ] Generating forecast for: SPCE
[2026-02-10T20:31:57.820726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2026-02-10T20:31:57.832645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2026-02-10T20:31:57.833038] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2026-02-10T20:31:57.833924] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2026-02-10T20:31:57.833980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:57.834014] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:57.834043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:57.834102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:57.896228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:57.897183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:57.897279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:57.897322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:58.020700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:58.020865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:58.020910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:58.020941] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:58.024498] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2026-02-10T20:31:58.024847] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2026-02-10T20:31:58.024987] [INFO ] [sig       ] SPCE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:58.179375] [INFO ] [LOCAL     ] Saved forecast: SPCE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SPCE.txt
[2026-02-10T20:31:58.179591] [INFO ] [sig       ] [2837/3417] Completed SPCE in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.5m
[2026-02-10T20:31:58.179640] [INFO ] [sig       ] [2838/3417] Forecasting SPE...
[2026-02-10T20:31:58.179674] [INFO ] [sig       ] Generating forecast for: SPE
[2026-02-10T20:31:58.179708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2026-02-10T20:31:58.192927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2026-02-10T20:31:58.193398] [INFO ] [FORECASTER] Starting predict_future for SPE
[2026-02-10T20:31:58.194280] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2026-02-10T20:31:58.194341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:58.194410] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:58.194440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:58.194497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:58.257830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:58.258855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:58.258943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:58.258978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:58.384290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:58.384459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:58.384502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:58.384532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:58.388108] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2026-02-10T20:31:58.388447] [INFO ] [FORECASTER] Completed predict_future for SPE
[2026-02-10T20:31:58.388626] [INFO ] [sig       ] SPE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:31:58.533336] [INFO ] [LOCAL     ] Saved forecast: SPE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SPE.txt
[2026-02-10T20:31:58.533514] [INFO ] [sig       ] [2838/3417] Completed SPE in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:31:58.533555] [INFO ] [sig       ] [2839/3417] Forecasting SPFI...
[2026-02-10T20:31:58.533609] [INFO ] [sig       ] Generating forecast for: SPFI
[2026-02-10T20:31:58.533642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2026-02-10T20:31:58.544828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2026-02-10T20:31:58.545147] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2026-02-10T20:31:58.545941] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2026-02-10T20:31:58.545995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:58.546027] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:58.546054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:58.546110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:58.603873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:58.604703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:58.604790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:58.604824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:58.725381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:58.725550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:58.725613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:58.725644] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:58.729374] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2026-02-10T20:31:58.729775] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2026-02-10T20:31:58.729932] [INFO ] [sig       ] SPFI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:58.885146] [INFO ] [LOCAL     ] Saved forecast: SPFI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPFI.txt
[2026-02-10T20:31:58.885315] [INFO ] [sig       ] [2839/3417] Completed SPFI in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:31:58.885368] [INFO ] [sig       ] [2840/3417] Forecasting SPG...
[2026-02-10T20:31:58.885407] [INFO ] [sig       ] Generating forecast for: SPG
[2026-02-10T20:31:58.885445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2026-02-10T20:31:58.897368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2026-02-10T20:31:58.897720] [INFO ] [FORECASTER] Starting predict_future for SPG
[2026-02-10T20:31:58.898516] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2026-02-10T20:31:58.898569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:58.898622] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:58.898649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:58.898705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:58.958150] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:58.959067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:58.959157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:58.959191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:59.088777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:59.088939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:59.088982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:59.089015] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:59.092616] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2026-02-10T20:31:59.092900] [INFO ] [FORECASTER] Completed predict_future for SPG
[2026-02-10T20:31:59.093067] [INFO ] [sig       ] SPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:59.236891] [INFO ] [LOCAL     ] Saved forecast: SPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPG.txt
[2026-02-10T20:31:59.237041] [INFO ] [sig       ] [2840/3417] Completed SPG in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:31:59.237082] [INFO ] [sig       ] [2841/3417] Forecasting SPGI...
[2026-02-10T20:31:59.237113] [INFO ] [sig       ] Generating forecast for: SPGI
[2026-02-10T20:31:59.237142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2026-02-10T20:31:59.249154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2026-02-10T20:31:59.249488] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2026-02-10T20:31:59.250296] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2026-02-10T20:31:59.250353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:59.250413] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:59.250450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:59.250509] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:59.313774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:59.314823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:59.314933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:59.314970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:59.441108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:59.441280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:59.441326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:59.441362] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:59.444889] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2026-02-10T20:31:59.445192] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2026-02-10T20:31:59.445335] [INFO ] [sig       ] SPGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:59.588021] [INFO ] [LOCAL     ] Saved forecast: SPGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPGI.txt
[2026-02-10T20:31:59.588189] [INFO ] [sig       ] [2841/3417] Completed SPGI in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:31:59.588236] [INFO ] [sig       ] [2842/3417] Forecasting SPH...
[2026-02-10T20:31:59.588275] [INFO ] [sig       ] Generating forecast for: SPH
[2026-02-10T20:31:59.588306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2026-02-10T20:31:59.600426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2026-02-10T20:31:59.600809] [INFO ] [FORECASTER] Starting predict_future for SPH
[2026-02-10T20:31:59.601661] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2026-02-10T20:31:59.601714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:59.601746] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:59.601772] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:59.601828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:31:59.661610] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:31:59.662470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:31:59.662589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:31:59.662635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:31:59.788091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:31:59.788251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:31:59.788294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:31:59.788330] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:31:59.792128] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2026-02-10T20:31:59.792488] [INFO ] [FORECASTER] Completed predict_future for SPH
[2026-02-10T20:31:59.792654] [INFO ] [sig       ] SPH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:31:59.936258] [INFO ] [LOCAL     ] Saved forecast: SPH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPH.txt
[2026-02-10T20:31:59.936398] [INFO ] [sig       ] [2842/3417] Completed SPH in 0.3s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:31:59.936438] [INFO ] [sig       ] [2843/3417] Forecasting SPOK...
[2026-02-10T20:31:59.936467] [INFO ] [sig       ] Generating forecast for: SPOK
[2026-02-10T20:31:59.936496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2026-02-10T20:31:59.948414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2026-02-10T20:31:59.948733] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2026-02-10T20:31:59.949511] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2026-02-10T20:31:59.949564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:31:59.949618] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:31:59.949647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:31:59.949705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:00.013569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:00.014487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:00.014593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:00.014631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:00.142466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:00.142660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:00.142897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:00.142926] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:00.148477] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2026-02-10T20:32:00.149299] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2026-02-10T20:32:00.149768] [INFO ] [sig       ] SPOK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:00.306563] [INFO ] [LOCAL     ] Saved forecast: SPOK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SPOK.txt
[2026-02-10T20:32:00.306742] [INFO ] [sig       ] [2843/3417] Completed SPOK in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:32:00.306783] [INFO ] [sig       ] [2844/3417] Forecasting SPRO...
[2026-02-10T20:32:00.306815] [INFO ] [sig       ] Generating forecast for: SPRO
[2026-02-10T20:32:00.306845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2026-02-10T20:32:00.319760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2026-02-10T20:32:00.320217] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2026-02-10T20:32:00.321201] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2026-02-10T20:32:00.321259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:00.321293] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:00.321322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:00.321392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:00.378874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:00.379767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:00.379857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:00.379891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:00.517556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:00.517774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:00.517825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:00.517892] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:00.522486] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2026-02-10T20:32:00.522945] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2026-02-10T20:32:00.523123] [INFO ] [sig       ] SPRO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:00.665937] [INFO ] [LOCAL     ] Saved forecast: SPRO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPRO.txt
[2026-02-10T20:32:00.666107] [INFO ] [sig       ] [2844/3417] Completed SPRO in 0.4s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:32:00.666148] [INFO ] [sig       ] [2845/3417] Forecasting SPRX...
[2026-02-10T20:32:00.666179] [INFO ] [sig       ] Generating forecast for: SPRX
[2026-02-10T20:32:00.666210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2026-02-10T20:32:00.677836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2026-02-10T20:32:00.678279] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2026-02-10T20:32:00.679152] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2026-02-10T20:32:00.679207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:00.679238] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:00.679265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:00.679321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:00.739823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:00.740980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:00.741068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:00.741101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:00.858837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:00.859011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:00.859060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:00.859118] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:00.862741] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2026-02-10T20:32:00.863052] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2026-02-10T20:32:00.863191] [INFO ] [sig       ] SPRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:01.011525] [INFO ] [LOCAL     ] Saved forecast: SPRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SPRX.txt
[2026-02-10T20:32:01.011726] [INFO ] [sig       ] [2845/3417] Completed SPRX in 0.3s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:32:01.011784] [INFO ] [sig       ] [2846/3417] Forecasting SPRY...
[2026-02-10T20:32:01.011819] [INFO ] [sig       ] Generating forecast for: SPRY
[2026-02-10T20:32:01.011850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2026-02-10T20:32:01.023689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2026-02-10T20:32:01.024079] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2026-02-10T20:32:01.024921] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2026-02-10T20:32:01.024977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:01.025009] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:01.025037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:01.025095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:01.084002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:01.084913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:01.085001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:01.085036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:01.212935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:01.213096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:01.213138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:01.213168] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:01.216721] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=48.58%)
[2026-02-10T20:32:01.217005] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2026-02-10T20:32:01.217135] [INFO ] [sig       ] SPRY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:01.357150] [INFO ] [LOCAL     ] Saved forecast: SPRY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPRY.txt
[2026-02-10T20:32:01.357294] [INFO ] [sig       ] [2846/3417] Completed SPRY in 0.3s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:32:01.357334] [INFO ] [sig       ] [2847/3417] Forecasting SPSC...
[2026-02-10T20:32:01.357363] [INFO ] [sig       ] Generating forecast for: SPSC
[2026-02-10T20:32:01.357395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2026-02-10T20:32:01.368830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2026-02-10T20:32:01.369163] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2026-02-10T20:32:01.369969] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2026-02-10T20:32:01.370029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:01.370075] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:01.370105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:01.370161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:01.428450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:01.429225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:01.429310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:01.429370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:01.546682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:01.546845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:01.546887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:01.546919] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:01.550496] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=36.78%)
[2026-02-10T20:32:01.550818] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2026-02-10T20:32:01.550964] [INFO ] [sig       ] SPSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:01.691888] [INFO ] [LOCAL     ] Saved forecast: SPSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPSC.txt
[2026-02-10T20:32:01.692062] [INFO ] [sig       ] [2847/3417] Completed SPSC in 0.3s | 2.80 sym/s | Total: 16.9m | ETA: 3.4m
[2026-02-10T20:32:01.692105] [INFO ] [sig       ] [2848/3417] Forecasting SPWH...
[2026-02-10T20:32:01.692135] [INFO ] [sig       ] Generating forecast for: SPWH
[2026-02-10T20:32:01.692165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2026-02-10T20:32:01.703487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2026-02-10T20:32:01.703898] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2026-02-10T20:32:01.704713] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2026-02-10T20:32:01.704766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:01.704798] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:01.704824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:01.704881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:01.761644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:01.762536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:01.762657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:01.762691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:01.894998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:01.895169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:01.895211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:01.895241] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:01.899206] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2026-02-10T20:32:01.899630] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2026-02-10T20:32:01.899794] [INFO ] [sig       ] SPWH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:02.061719] [INFO ] [LOCAL     ] Saved forecast: SPWH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPWH.txt
[2026-02-10T20:32:02.061910] [INFO ] [sig       ] [2848/3417] Completed SPWH in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:02.061954] [INFO ] [sig       ] [2849/3417] Forecasting SPXC...
[2026-02-10T20:32:02.061985] [INFO ] [sig       ] Generating forecast for: SPXC
[2026-02-10T20:32:02.062017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2026-02-10T20:32:02.076314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2026-02-10T20:32:02.076711] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2026-02-10T20:32:02.077595] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2026-02-10T20:32:02.077650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:02.077683] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:02.077725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:02.077785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:02.142246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:02.143186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:02.143278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:02.143311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:02.275945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:02.276114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:02.276155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:02.276184] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:02.279692] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2026-02-10T20:32:02.280003] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2026-02-10T20:32:02.280136] [INFO ] [sig       ] SPXC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:02.421249] [INFO ] [LOCAL     ] Saved forecast: SPXC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SPXC.txt
[2026-02-10T20:32:02.421400] [INFO ] [sig       ] [2849/3417] Completed SPXC in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:02.421442] [INFO ] [sig       ] [2850/3417] Forecasting SPXX...
[2026-02-10T20:32:02.421472] [INFO ] [sig       ] Generating forecast for: SPXX
[2026-02-10T20:32:02.421502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2026-02-10T20:32:02.432502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2026-02-10T20:32:02.432833] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2026-02-10T20:32:02.433665] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2026-02-10T20:32:02.433717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:02.433749] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:02.433775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:02.433831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:02.490144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:02.490961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:02.491044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:02.491079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:02.611021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:02.611183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:02.611223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:02.611252] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:02.614663] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2026-02-10T20:32:02.614962] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2026-02-10T20:32:02.615119] [INFO ] [sig       ] SPXX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:02.754696] [INFO ] [LOCAL     ] Saved forecast: SPXX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SPXX.txt
[2026-02-10T20:32:02.754845] [INFO ] [sig       ] [2850/3417] Completed SPXX in 0.3s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:02.754902] [INFO ] [sig       ] [2851/3417] Forecasting SQM...
[2026-02-10T20:32:02.754935] [INFO ] [sig       ] Generating forecast for: SQM
[2026-02-10T20:32:02.754966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2026-02-10T20:32:02.766127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2026-02-10T20:32:02.766476] [INFO ] [FORECASTER] Starting predict_future for SQM
[2026-02-10T20:32:02.767282] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2026-02-10T20:32:02.767334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:02.767365] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:02.767392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:02.767448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:02.823369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:02.824262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:02.824386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:02.824420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:02.948551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:02.948731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:02.948772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:02.948801] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:02.952248] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2026-02-10T20:32:02.952542] [INFO ] [FORECASTER] Completed predict_future for SQM
[2026-02-10T20:32:02.952696] [INFO ] [sig       ] SQM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:03.102661] [INFO ] [LOCAL     ] Saved forecast: SQM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SQM.txt
[2026-02-10T20:32:03.102854] [INFO ] [sig       ] [2851/3417] Completed SQM in 0.3s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:03.102910] [INFO ] [sig       ] [2852/3417] Forecasting SQNS...
[2026-02-10T20:32:03.102943] [INFO ] [sig       ] Generating forecast for: SQNS
[2026-02-10T20:32:03.102987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2026-02-10T20:32:03.116053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2026-02-10T20:32:03.116425] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2026-02-10T20:32:03.117294] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2026-02-10T20:32:03.117347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:03.117379] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:03.117405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:03.117461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:03.179185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:03.180066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:03.180152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:03.180187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:03.307002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:03.307164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:03.307211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:03.307242] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:03.311171] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2026-02-10T20:32:03.311493] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2026-02-10T20:32:03.311705] [INFO ] [sig       ] SQNS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:03.467960] [INFO ] [LOCAL     ] Saved forecast: SQNS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SQNS.txt
[2026-02-10T20:32:03.468130] [INFO ] [sig       ] [2852/3417] Completed SQNS in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:03.468175] [INFO ] [sig       ] [2853/3417] Forecasting SQQQ...
[2026-02-10T20:32:03.468208] [INFO ] [sig       ] Generating forecast for: SQQQ
[2026-02-10T20:32:03.468247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2026-02-10T20:32:03.480356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2026-02-10T20:32:03.480792] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2026-02-10T20:32:03.481627] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2026-02-10T20:32:03.481683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:03.481716] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:03.481743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:03.481800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:03.539759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:03.540705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:03.540802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:03.540835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:03.665453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:03.665637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:03.665680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:03.665709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:03.669607] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2026-02-10T20:32:03.670084] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2026-02-10T20:32:03.670218] [INFO ] [sig       ] SQQQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:03.822879] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SQQQ.txt
[2026-02-10T20:32:03.823042] [INFO ] [sig       ] [2853/3417] Completed SQQQ in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:03.823083] [INFO ] [sig       ] [2854/3417] Forecasting SRAD...
[2026-02-10T20:32:03.823114] [INFO ] [sig       ] Generating forecast for: SRAD
[2026-02-10T20:32:03.823145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2026-02-10T20:32:03.836277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2026-02-10T20:32:03.836858] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2026-02-10T20:32:03.837765] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2026-02-10T20:32:03.837823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:03.837858] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:03.837885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:03.837942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:03.898999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:03.899971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:03.900064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:03.900098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:04.027922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:04.028104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:04.028148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:04.028178] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:04.031758] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-10T20:32:04.032051] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2026-02-10T20:32:04.032189] [INFO ] [sig       ] SRAD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:04.175829] [INFO ] [LOCAL     ] Saved forecast: SRAD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SRAD.txt
[2026-02-10T20:32:04.176038] [INFO ] [sig       ] [2854/3417] Completed SRAD in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.4m
[2026-02-10T20:32:04.176081] [INFO ] [sig       ] [2855/3417] Forecasting SRBK...
[2026-02-10T20:32:04.176113] [INFO ] [sig       ] Generating forecast for: SRBK
[2026-02-10T20:32:04.176144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2026-02-10T20:32:04.187973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2026-02-10T20:32:04.188363] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2026-02-10T20:32:04.189184] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2026-02-10T20:32:04.189238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:04.189270] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:04.189297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:04.189353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:04.248492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:04.249351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:04.249436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:04.249471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:04.369044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:04.369207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:04.369248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:04.369278] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:04.373128] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2026-02-10T20:32:04.373425] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2026-02-10T20:32:04.373608] [INFO ] [sig       ] SRBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:04.520147] [INFO ] [LOCAL     ] Saved forecast: SRBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SRBK.txt
[2026-02-10T20:32:04.520316] [INFO ] [sig       ] [2855/3417] Completed SRBK in 0.3s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:04.520360] [INFO ] [sig       ] [2856/3417] Forecasting SRCE...
[2026-02-10T20:32:04.520390] [INFO ] [sig       ] Generating forecast for: SRCE
[2026-02-10T20:32:04.520421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2026-02-10T20:32:04.532936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2026-02-10T20:32:04.533259] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2026-02-10T20:32:04.534291] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2026-02-10T20:32:04.534345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:04.534376] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:04.534403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:04.534468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:04.595743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:04.596656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:04.596745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:04.596778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:04.731268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:04.731430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:04.731471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:04.731504] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:04.735097] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2026-02-10T20:32:04.735409] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2026-02-10T20:32:04.735557] [INFO ] [sig       ] SRCE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:04.887903] [INFO ] [LOCAL     ] Saved forecast: SRCE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SRCE.txt
[2026-02-10T20:32:04.888085] [INFO ] [sig       ] [2856/3417] Completed SRCE in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:04.888130] [INFO ] [sig       ] [2857/3417] Forecasting SRE...
[2026-02-10T20:32:04.888160] [INFO ] [sig       ] Generating forecast for: SRE
[2026-02-10T20:32:04.888190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2026-02-10T20:32:04.900320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2026-02-10T20:32:04.900678] [INFO ] [FORECASTER] Starting predict_future for SRE
[2026-02-10T20:32:04.901463] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2026-02-10T20:32:04.901517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:04.901551] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:04.901604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:04.901669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:04.966096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:04.967036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:04.967129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:04.967163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:05.091350] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:05.091511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:05.091551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:05.091600] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:05.094982] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2026-02-10T20:32:05.095257] [INFO ] [FORECASTER] Completed predict_future for SRE
[2026-02-10T20:32:05.095386] [INFO ] [sig       ] SRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:05.239758] [INFO ] [LOCAL     ] Saved forecast: SRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SRE.txt
[2026-02-10T20:32:05.239929] [INFO ] [sig       ] [2857/3417] Completed SRE in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:05.239973] [INFO ] [sig       ] [2858/3417] Forecasting SREA...
[2026-02-10T20:32:05.240003] [INFO ] [sig       ] Generating forecast for: SREA
[2026-02-10T20:32:05.240033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2026-02-10T20:32:05.251131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2026-02-10T20:32:05.251475] [INFO ] [FORECASTER] Starting predict_future for SREA
[2026-02-10T20:32:05.252468] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2026-02-10T20:32:05.252521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:05.252597] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:05.252629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:05.252688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:05.312906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:05.314043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:05.314133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:05.314167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:05.435760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:05.435878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:05.435919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:05.435949] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:05.439624] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2026-02-10T20:32:05.439918] [INFO ] [FORECASTER] Completed predict_future for SREA
[2026-02-10T20:32:05.440054] [INFO ] [sig       ] SREA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:05.585688] [INFO ] [LOCAL     ] Saved forecast: SREA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SREA.txt
[2026-02-10T20:32:05.585837] [INFO ] [sig       ] [2858/3417] Completed SREA in 0.3s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:05.585877] [INFO ] [sig       ] [2859/3417] Forecasting SRFM...
[2026-02-10T20:32:05.585909] [INFO ] [sig       ] Generating forecast for: SRFM
[2026-02-10T20:32:05.585939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2026-02-10T20:32:05.597363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2026-02-10T20:32:05.597709] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2026-02-10T20:32:05.598547] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2026-02-10T20:32:05.598644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:05.598685] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:05.598713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:05.598772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:05.672638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:05.673534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:05.673642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:05.673679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:05.813396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:05.813557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:05.813644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:05.813687] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:05.817193] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2026-02-10T20:32:05.817480] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2026-02-10T20:32:05.817651] [INFO ] [sig       ] SRFM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:05.960564] [INFO ] [LOCAL     ] Saved forecast: SRFM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SRFM.txt
[2026-02-10T20:32:05.960729] [INFO ] [sig       ] [2859/3417] Completed SRFM in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:05.960772] [INFO ] [sig       ] [2860/3417] Forecasting SRG...
[2026-02-10T20:32:05.960803] [INFO ] [sig       ] Generating forecast for: SRG
[2026-02-10T20:32:05.960837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2026-02-10T20:32:05.972001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2026-02-10T20:32:05.972327] [INFO ] [FORECASTER] Starting predict_future for SRG
[2026-02-10T20:32:05.973127] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2026-02-10T20:32:05.973180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:05.973212] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:05.973239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:05.973296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:06.030545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:06.031388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:06.031475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:06.031510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:06.158086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:06.158250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:06.158300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:06.158333] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:06.162149] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-10T20:32:06.162462] [INFO ] [FORECASTER] Completed predict_future for SRG
[2026-02-10T20:32:06.162631] [INFO ] [sig       ] SRG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:06.314225] [INFO ] [LOCAL     ] Saved forecast: SRG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SRG.txt
[2026-02-10T20:32:06.314388] [INFO ] [sig       ] [2860/3417] Completed SRG in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:06.314429] [INFO ] [sig       ] [2861/3417] Forecasting SRI...
[2026-02-10T20:32:06.314467] [INFO ] [sig       ] Generating forecast for: SRI
[2026-02-10T20:32:06.314500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2026-02-10T20:32:06.325470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2026-02-10T20:32:06.325790] [INFO ] [FORECASTER] Starting predict_future for SRI
[2026-02-10T20:32:06.326559] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2026-02-10T20:32:06.326636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:06.326668] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:06.326694] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:06.326750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:06.383685] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:06.384339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:06.384420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:06.384453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:06.508039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:06.508222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:06.508264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:06.508324] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:06.512123] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2026-02-10T20:32:06.512396] [INFO ] [FORECASTER] Completed predict_future for SRI
[2026-02-10T20:32:06.512541] [INFO ] [sig       ] SRI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:06.656729] [INFO ] [LOCAL     ] Saved forecast: SRI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SRI.txt
[2026-02-10T20:32:06.656860] [INFO ] [sig       ] [2861/3417] Completed SRI in 0.3s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:06.656899] [INFO ] [sig       ] [2862/3417] Forecasting SRRK...
[2026-02-10T20:32:06.656929] [INFO ] [sig       ] Generating forecast for: SRRK
[2026-02-10T20:32:06.656960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2026-02-10T20:32:06.668919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2026-02-10T20:32:06.669214] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2026-02-10T20:32:06.669997] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2026-02-10T20:32:06.670062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:06.670094] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:06.670121] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:06.670177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:06.727978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:06.728632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:06.728711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:06.728743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:06.851330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:06.851489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:06.851531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:06.851566] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:06.855081] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=48.06%)
[2026-02-10T20:32:06.855361] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2026-02-10T20:32:06.855496] [INFO ] [sig       ] SRRK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:07.000690] [INFO ] [LOCAL     ] Saved forecast: SRRK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SRRK.txt
[2026-02-10T20:32:07.000826] [INFO ] [sig       ] [2862/3417] Completed SRRK in 0.3s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:07.000865] [INFO ] [sig       ] [2863/3417] Forecasting SRTS...
[2026-02-10T20:32:07.000895] [INFO ] [sig       ] Generating forecast for: SRTS
[2026-02-10T20:32:07.000925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2026-02-10T20:32:07.013241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2026-02-10T20:32:07.013548] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2026-02-10T20:32:07.014517] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2026-02-10T20:32:07.014603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:07.014639] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:07.014667] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:07.014723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:07.072725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:07.073349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:07.073426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:07.073459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:07.195414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:07.195612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:07.195662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:07.195694] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:07.199174] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2026-02-10T20:32:07.199456] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2026-02-10T20:32:07.199606] [INFO ] [sig       ] SRTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:07.352235] [INFO ] [LOCAL     ] Saved forecast: SRTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SRTS.txt
[2026-02-10T20:32:07.352409] [INFO ] [sig       ] [2863/3417] Completed SRTS in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:07.352449] [INFO ] [sig       ] [2864/3417] Forecasting SSB...
[2026-02-10T20:32:07.352480] [INFO ] [sig       ] Generating forecast for: SSB
[2026-02-10T20:32:07.352512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2026-02-10T20:32:07.364539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2026-02-10T20:32:07.364917] [INFO ] [FORECASTER] Starting predict_future for SSB
[2026-02-10T20:32:07.365757] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2026-02-10T20:32:07.365811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:07.365843] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:07.365871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:07.365929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:07.426465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:07.427700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:07.427795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:07.427829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:07.558356] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:07.558521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:07.558563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:07.558617] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:07.562179] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2026-02-10T20:32:07.562473] [INFO ] [FORECASTER] Completed predict_future for SSB
[2026-02-10T20:32:07.562631] [INFO ] [sig       ] SSB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:07.706047] [INFO ] [LOCAL     ] Saved forecast: SSB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSB.txt
[2026-02-10T20:32:07.706205] [INFO ] [sig       ] [2864/3417] Completed SSB in 0.4s | 2.80 sym/s | Total: 17.0m | ETA: 3.3m
[2026-02-10T20:32:07.706245] [INFO ] [sig       ] [2865/3417] Forecasting SSD...
[2026-02-10T20:32:07.706275] [INFO ] [sig       ] Generating forecast for: SSD
[2026-02-10T20:32:07.706306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2026-02-10T20:32:07.717867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2026-02-10T20:32:07.718241] [INFO ] [FORECASTER] Starting predict_future for SSD
[2026-02-10T20:32:07.719109] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2026-02-10T20:32:07.719163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:07.719195] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:07.719221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:07.719277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:07.779264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:07.780215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:07.780302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:07.780334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:07.902448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:07.902640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:07.902684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:07.902712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:07.906733] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2026-02-10T20:32:07.907018] [INFO ] [FORECASTER] Completed predict_future for SSD
[2026-02-10T20:32:07.907148] [INFO ] [sig       ] SSD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:08.050411] [INFO ] [LOCAL     ] Saved forecast: SSD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSD.txt
[2026-02-10T20:32:08.050551] [INFO ] [sig       ] [2865/3417] Completed SSD in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-10T20:32:08.050630] [INFO ] [sig       ] [2866/3417] Forecasting SSL...
[2026-02-10T20:32:08.050670] [INFO ] [sig       ] Generating forecast for: SSL
[2026-02-10T20:32:08.050707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2026-02-10T20:32:08.062067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2026-02-10T20:32:08.062384] [INFO ] [FORECASTER] Starting predict_future for SSL
[2026-02-10T20:32:08.063264] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2026-02-10T20:32:08.063320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:08.063353] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:08.063380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:08.063438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:08.125669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:08.126414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:08.126499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:08.126533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:08.262008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:08.262168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:08.262210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:08.262239] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:08.266178] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2026-02-10T20:32:08.266472] [INFO ] [FORECASTER] Completed predict_future for SSL
[2026-02-10T20:32:08.266630] [INFO ] [sig       ] SSL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:08.417890] [INFO ] [LOCAL     ] Saved forecast: SSL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSL.txt
[2026-02-10T20:32:08.418028] [INFO ] [sig       ] [2866/3417] Completed SSL in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-10T20:32:08.418083] [INFO ] [sig       ] [2867/3417] Forecasting SSNC...
[2026-02-10T20:32:08.418113] [INFO ] [sig       ] Generating forecast for: SSNC
[2026-02-10T20:32:08.418143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2026-02-10T20:32:08.430419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2026-02-10T20:32:08.430778] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2026-02-10T20:32:08.431555] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2026-02-10T20:32:08.431642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:08.431682] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:08.431715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:08.431771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:08.488979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:08.489682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:08.489765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:08.489797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:08.609050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:08.609200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:08.609240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:08.609268] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:08.612653] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=39.20%)
[2026-02-10T20:32:08.612962] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2026-02-10T20:32:08.613087] [INFO ] [sig       ] SSNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:08.753272] [INFO ] [LOCAL     ] Saved forecast: SSNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSNC.txt
[2026-02-10T20:32:08.753398] [INFO ] [sig       ] [2867/3417] Completed SSNC in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-10T20:32:08.753436] [INFO ] [sig       ] [2868/3417] Forecasting SSP...
[2026-02-10T20:32:08.753467] [INFO ] [sig       ] Generating forecast for: SSP
[2026-02-10T20:32:08.753497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2026-02-10T20:32:08.764322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2026-02-10T20:32:08.764641] [INFO ] [FORECASTER] Starting predict_future for SSP
[2026-02-10T20:32:08.765398] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2026-02-10T20:32:08.765450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:08.765482] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:08.765510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:08.765608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:08.822701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:08.823337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:08.823442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:08.823477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:08.940684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:08.940846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:08.940888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:08.940917] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:08.944380] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2026-02-10T20:32:08.944676] [INFO ] [FORECASTER] Completed predict_future for SSP
[2026-02-10T20:32:08.944806] [INFO ] [sig       ] SSP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:09.086271] [INFO ] [LOCAL     ] Saved forecast: SSP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SSP.txt
[2026-02-10T20:32:09.086425] [INFO ] [sig       ] [2868/3417] Completed SSP in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-10T20:32:09.086464] [INFO ] [sig       ] [2869/3417] Forecasting SSRM...
[2026-02-10T20:32:09.086494] [INFO ] [sig       ] Generating forecast for: SSRM
[2026-02-10T20:32:09.086526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2026-02-10T20:32:09.098111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2026-02-10T20:32:09.098463] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2026-02-10T20:32:09.099277] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2026-02-10T20:32:09.099330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:09.099361] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:09.099389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:09.099445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:09.160206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:09.161061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:09.161146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:09.161179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:09.287597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:09.287751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:09.287813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:09.287844] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:09.291329] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2026-02-10T20:32:09.291632] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2026-02-10T20:32:09.291768] [INFO ] [sig       ] SSRM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:09.440869] [INFO ] [LOCAL     ] Saved forecast: SSRM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSRM.txt
[2026-02-10T20:32:09.441018] [INFO ] [sig       ] [2869/3417] Completed SSRM in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-10T20:32:09.441059] [INFO ] [sig       ] [2870/3417] Forecasting SSSS...
[2026-02-10T20:32:09.441090] [INFO ] [sig       ] Generating forecast for: SSSS
[2026-02-10T20:32:09.441122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2026-02-10T20:32:09.452474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2026-02-10T20:32:09.452852] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2026-02-10T20:32:09.453694] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2026-02-10T20:32:09.453749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:09.453780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:09.453807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:09.453865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:09.513779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:09.514660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:09.514757] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:09.514790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:09.637899] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:09.638072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:09.638113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:09.638143] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:09.641554] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2026-02-10T20:32:09.641856] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2026-02-10T20:32:09.641988] [INFO ] [sig       ] SSSS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:09.788730] [INFO ] [LOCAL     ] Saved forecast: SSSS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSSS.txt
[2026-02-10T20:32:09.788897] [INFO ] [sig       ] [2870/3417] Completed SSSS in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.3m
[2026-02-10T20:32:09.788949] [INFO ] [sig       ] [2871/3417] Forecasting SSTI...
[2026-02-10T20:32:09.788982] [INFO ] [sig       ] Generating forecast for: SSTI
[2026-02-10T20:32:09.789013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2026-02-10T20:32:09.802060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2026-02-10T20:32:09.802408] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2026-02-10T20:32:09.803260] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2026-02-10T20:32:09.803316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:09.803349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:09.803378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:09.803435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:09.870443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:09.871239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:09.871322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:09.871357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:10.004471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:10.004653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:10.004696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:10.004726] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:10.008960] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2026-02-10T20:32:10.009258] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2026-02-10T20:32:10.009392] [INFO ] [sig       ] SSTI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:10.161268] [INFO ] [LOCAL     ] Saved forecast: SSTI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSTI.txt
[2026-02-10T20:32:10.161441] [INFO ] [sig       ] [2871/3417] Completed SSTI in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:10.161485] [INFO ] [sig       ] [2872/3417] Forecasting SSTK...
[2026-02-10T20:32:10.161519] [INFO ] [sig       ] Generating forecast for: SSTK
[2026-02-10T20:32:10.161567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2026-02-10T20:32:10.174018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2026-02-10T20:32:10.174358] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2026-02-10T20:32:10.175274] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2026-02-10T20:32:10.175330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:10.175363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:10.175391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:10.175449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:10.237341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:10.238179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:10.238271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:10.238318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:10.373116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:10.373282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:10.373325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:10.373354] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:10.377126] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2026-02-10T20:32:10.377418] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2026-02-10T20:32:10.377553] [INFO ] [sig       ] SSTK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:10.530741] [INFO ] [LOCAL     ] Saved forecast: SSTK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SSTK.txt
[2026-02-10T20:32:10.530916] [INFO ] [sig       ] [2872/3417] Completed SSTK in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:10.530969] [INFO ] [sig       ] [2873/3417] Forecasting SSYS...
[2026-02-10T20:32:10.531001] [INFO ] [sig       ] Generating forecast for: SSYS
[2026-02-10T20:32:10.531032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2026-02-10T20:32:10.543143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2026-02-10T20:32:10.543493] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2026-02-10T20:32:10.544351] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2026-02-10T20:32:10.544406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:10.544452] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:10.544483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:10.544541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:10.609711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:10.610934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:10.611024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:10.611072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:10.739609] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:10.739778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:10.739821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:10.739850] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:10.743621] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2026-02-10T20:32:10.743926] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2026-02-10T20:32:10.744060] [INFO ] [sig       ] SSYS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:10.898338] [INFO ] [LOCAL     ] Saved forecast: SSYS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SSYS.txt
[2026-02-10T20:32:10.898507] [INFO ] [sig       ] [2873/3417] Completed SSYS in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:10.898548] [INFO ] [sig       ] [2874/3417] Forecasting STAA...
[2026-02-10T20:32:10.898601] [INFO ] [sig       ] Generating forecast for: STAA
[2026-02-10T20:32:10.898636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2026-02-10T20:32:10.910144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2026-02-10T20:32:10.910461] [INFO ] [FORECASTER] Starting predict_future for STAA
[2026-02-10T20:32:10.911292] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2026-02-10T20:32:10.911348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:10.911382] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:10.911409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:10.911466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:10.978786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:10.979933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:10.980016] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:10.980050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:11.112129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:11.112285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:11.112327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:11.112358] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:11.116077] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=68.64%)
[2026-02-10T20:32:11.116376] [INFO ] [FORECASTER] Completed predict_future for STAA
[2026-02-10T20:32:11.116514] [INFO ] [sig       ] STAA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:11.270810] [INFO ] [LOCAL     ] Saved forecast: STAA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STAA.txt
[2026-02-10T20:32:11.270961] [INFO ] [sig       ] [2874/3417] Completed STAA in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:11.271003] [INFO ] [sig       ] [2875/3417] Forecasting STAG...
[2026-02-10T20:32:11.271034] [INFO ] [sig       ] Generating forecast for: STAG
[2026-02-10T20:32:11.271066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2026-02-10T20:32:11.283201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2026-02-10T20:32:11.283558] [INFO ] [FORECASTER] Starting predict_future for STAG
[2026-02-10T20:32:11.284648] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2026-02-10T20:32:11.284701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:11.284759] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:11.284787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:11.284845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:11.350420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:11.351404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:11.351495] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:11.351529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:11.488720] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:11.488887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:11.488928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:11.488958] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:11.492785] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2026-02-10T20:32:11.493121] [INFO ] [FORECASTER] Completed predict_future for STAG
[2026-02-10T20:32:11.493262] [INFO ] [sig       ] STAG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:11.640328] [INFO ] [LOCAL     ] Saved forecast: STAG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STAG.txt
[2026-02-10T20:32:11.640479] [INFO ] [sig       ] [2875/3417] Completed STAG in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:11.640522] [INFO ] [sig       ] [2876/3417] Forecasting STBA...
[2026-02-10T20:32:11.640553] [INFO ] [sig       ] Generating forecast for: STBA
[2026-02-10T20:32:11.640604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2026-02-10T20:32:11.652170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2026-02-10T20:32:11.652515] [INFO ] [FORECASTER] Starting predict_future for STBA
[2026-02-10T20:32:11.653338] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2026-02-10T20:32:11.653393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:11.653427] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:11.653455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:11.653514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:11.710790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:11.711726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:11.711821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:11.711854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:11.828709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:11.828886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:11.828928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:11.828957] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:11.832447] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2026-02-10T20:32:11.832768] [INFO ] [FORECASTER] Completed predict_future for STBA
[2026-02-10T20:32:11.832905] [INFO ] [sig       ] STBA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:11.997907] [INFO ] [LOCAL     ] Saved forecast: STBA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STBA.txt
[2026-02-10T20:32:11.998086] [INFO ] [sig       ] [2876/3417] Completed STBA in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:11.998141] [INFO ] [sig       ] [2877/3417] Forecasting STC...
[2026-02-10T20:32:11.998173] [INFO ] [sig       ] Generating forecast for: STC
[2026-02-10T20:32:11.998205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2026-02-10T20:32:12.009626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2026-02-10T20:32:12.009985] [INFO ] [FORECASTER] Starting predict_future for STC
[2026-02-10T20:32:12.010809] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2026-02-10T20:32:12.010863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:12.010896] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:12.010923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:12.010978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:12.071110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:12.071977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:12.072064] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:12.072098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:12.192693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:12.192847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:12.192887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:12.192916] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:12.196399] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2026-02-10T20:32:12.196716] [INFO ] [FORECASTER] Completed predict_future for STC
[2026-02-10T20:32:12.196857] [INFO ] [sig       ] STC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:12.337315] [INFO ] [LOCAL     ] Saved forecast: STC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STC.txt
[2026-02-10T20:32:12.337475] [INFO ] [sig       ] [2877/3417] Completed STC in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:12.337518] [INFO ] [sig       ] [2878/3417] Forecasting STE...
[2026-02-10T20:32:12.337548] [INFO ] [sig       ] Generating forecast for: STE
[2026-02-10T20:32:12.337602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2026-02-10T20:32:12.349310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2026-02-10T20:32:12.349616] [INFO ] [FORECASTER] Starting predict_future for STE
[2026-02-10T20:32:12.350402] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2026-02-10T20:32:12.350457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:12.350489] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:12.350516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:12.350598] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:12.407175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:12.407813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:12.407891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:12.407923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:12.527942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:12.528086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:12.528129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:12.528189] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:12.531613] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2026-02-10T20:32:12.531894] [INFO ] [FORECASTER] Completed predict_future for STE
[2026-02-10T20:32:12.532041] [INFO ] [sig       ] STE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:12.677104] [INFO ] [LOCAL     ] Saved forecast: STE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STE.txt
[2026-02-10T20:32:12.677231] [INFO ] [sig       ] [2878/3417] Completed STE in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:12.677271] [INFO ] [sig       ] [2879/3417] Forecasting STEL...
[2026-02-10T20:32:12.677301] [INFO ] [sig       ] Generating forecast for: STEL
[2026-02-10T20:32:12.677332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2026-02-10T20:32:12.689544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2026-02-10T20:32:12.689875] [INFO ] [FORECASTER] Starting predict_future for STEL
[2026-02-10T20:32:12.690696] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2026-02-10T20:32:12.690762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:12.690823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:12.690869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:12.690929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:12.751058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:12.751712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:12.751794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:12.751827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:12.874848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:12.875000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:12.875040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:12.875069] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:12.878592] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2026-02-10T20:32:12.878902] [INFO ] [FORECASTER] Completed predict_future for STEL
[2026-02-10T20:32:12.879027] [INFO ] [sig       ] STEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:13.020067] [INFO ] [LOCAL     ] Saved forecast: STEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STEL.txt
[2026-02-10T20:32:13.020205] [INFO ] [sig       ] [2879/3417] Completed STEL in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:13.020247] [INFO ] [sig       ] [2880/3417] Forecasting STEM...
[2026-02-10T20:32:13.020277] [INFO ] [sig       ] Generating forecast for: STEM
[2026-02-10T20:32:13.020308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2026-02-10T20:32:13.032137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2026-02-10T20:32:13.032450] [INFO ] [FORECASTER] Starting predict_future for STEM
[2026-02-10T20:32:13.033310] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2026-02-10T20:32:13.033371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:13.033406] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:13.033433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:13.033492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:13.092933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:13.093645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:13.093743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:13.093785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:13.215510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:13.215680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:13.215721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:13.215806] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:13.219244] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=86.06%)
[2026-02-10T20:32:13.219519] [INFO ] [FORECASTER] Completed predict_future for STEM
[2026-02-10T20:32:13.219672] [INFO ] [sig       ] STEM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:13.361506] [INFO ] [LOCAL     ] Saved forecast: STEM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STEM.txt
[2026-02-10T20:32:13.361687] [INFO ] [sig       ] [2880/3417] Completed STEM in 0.3s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:13.361730] [INFO ] [sig       ] [2881/3417] Forecasting STEP...
[2026-02-10T20:32:13.361761] [INFO ] [sig       ] Generating forecast for: STEP
[2026-02-10T20:32:13.361793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2026-02-10T20:32:13.372866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2026-02-10T20:32:13.373175] [INFO ] [FORECASTER] Starting predict_future for STEP
[2026-02-10T20:32:13.373999] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2026-02-10T20:32:13.374052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:13.374083] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:13.374110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:13.374168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:13.431194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:13.431953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:13.432037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:13.432070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:13.549228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:13.549389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:13.549429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:13.549458] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:13.552914] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=48.29%)
[2026-02-10T20:32:13.553189] [INFO ] [FORECASTER] Completed predict_future for STEP
[2026-02-10T20:32:13.553317] [INFO ] [sig       ] STEP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:13.761518] [INFO ] [LOCAL     ] Saved forecast: STEP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STEP.txt
[2026-02-10T20:32:13.761697] [INFO ] [sig       ] [2881/3417] Completed STEP in 0.4s | 2.80 sym/s | Total: 17.1m | ETA: 3.2m
[2026-02-10T20:32:13.761741] [INFO ] [sig       ] [2882/3417] Forecasting STHO...
[2026-02-10T20:32:13.761960] [INFO ] [sig       ] Generating forecast for: STHO
[2026-02-10T20:32:13.761990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2026-02-10T20:32:13.774054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2026-02-10T20:32:13.774390] [INFO ] [FORECASTER] Starting predict_future for STHO
[2026-02-10T20:32:13.775203] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2026-02-10T20:32:13.775258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:13.775291] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:13.775319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:13.775377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:13.836959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:13.837901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:13.838009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:13.838067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:13.976375] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:13.976557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:13.976639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:13.976690] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:13.980547] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2026-02-10T20:32:13.980907] [INFO ] [FORECASTER] Completed predict_future for STHO
[2026-02-10T20:32:13.981059] [INFO ] [sig       ] STHO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:14.133880] [INFO ] [LOCAL     ] Saved forecast: STHO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STHO.txt
[2026-02-10T20:32:14.134066] [INFO ] [sig       ] [2882/3417] Completed STHO in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-10T20:32:14.134125] [INFO ] [sig       ] [2883/3417] Forecasting STI...
[2026-02-10T20:32:14.134159] [INFO ] [sig       ] Generating forecast for: STI
[2026-02-10T20:32:14.134203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2026-02-10T20:32:14.146115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2026-02-10T20:32:14.146465] [INFO ] [FORECASTER] Starting predict_future for STI
[2026-02-10T20:32:14.147343] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2026-02-10T20:32:14.147398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:14.147431] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:14.147459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:14.147517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:14.209139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:14.210065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:14.210157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:14.210191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:14.337184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:14.337342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:14.337382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:14.337412] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:14.340926] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2026-02-10T20:32:14.341205] [INFO ] [FORECASTER] Completed predict_future for STI
[2026-02-10T20:32:14.341334] [INFO ] [sig       ] STI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:14.482233] [INFO ] [LOCAL     ] Saved forecast: STI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STI.txt
[2026-02-10T20:32:14.482388] [INFO ] [sig       ] [2883/3417] Completed STI in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-10T20:32:14.482430] [INFO ] [sig       ] [2884/3417] Forecasting STIM...
[2026-02-10T20:32:14.482460] [INFO ] [sig       ] Generating forecast for: STIM
[2026-02-10T20:32:14.482490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2026-02-10T20:32:14.494370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2026-02-10T20:32:14.494795] [INFO ] [FORECASTER] Starting predict_future for STIM
[2026-02-10T20:32:14.495596] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2026-02-10T20:32:14.495649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:14.495681] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:14.495721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:14.495779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:14.552240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:14.553186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:14.553274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:14.553306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:14.688352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:14.688529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:14.688593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:14.688628] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:14.693257] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2026-02-10T20:32:14.693553] [INFO ] [FORECASTER] Completed predict_future for STIM
[2026-02-10T20:32:14.693723] [INFO ] [sig       ] STIM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:14.840532] [INFO ] [LOCAL     ] Saved forecast: STIM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STIM.txt
[2026-02-10T20:32:14.840717] [INFO ] [sig       ] [2884/3417] Completed STIM in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-10T20:32:14.840760] [INFO ] [sig       ] [2885/3417] Forecasting STK...
[2026-02-10T20:32:14.840789] [INFO ] [sig       ] Generating forecast for: STK
[2026-02-10T20:32:14.840819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2026-02-10T20:32:14.851938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2026-02-10T20:32:14.852336] [INFO ] [FORECASTER] Starting predict_future for STK
[2026-02-10T20:32:14.853170] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2026-02-10T20:32:14.853224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:14.853256] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:14.853284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:14.853340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:14.910874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:14.911750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:14.911868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:14.911903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:15.030905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:15.031067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:15.031108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:15.031139] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:15.034635] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2026-02-10T20:32:15.034918] [INFO ] [FORECASTER] Completed predict_future for STK
[2026-02-10T20:32:15.035052] [INFO ] [sig       ] STK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:15.177004] [INFO ] [LOCAL     ] Saved forecast: STK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STK.txt
[2026-02-10T20:32:15.177156] [INFO ] [sig       ] [2885/3417] Completed STK in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-10T20:32:15.177206] [INFO ] [sig       ] [2886/3417] Forecasting STKH...
[2026-02-10T20:32:15.177250] [INFO ] [sig       ] Generating forecast for: STKH
[2026-02-10T20:32:15.177283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2026-02-10T20:32:15.193274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2026-02-10T20:32:15.193645] [INFO ] [FORECASTER] Starting predict_future for STKH
[2026-02-10T20:32:15.194442] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2026-02-10T20:32:15.194495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:15.194525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:15.194552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:15.194627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:15.251427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:15.252226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:15.252326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:15.252360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:15.366557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:15.366763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:15.366818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:15.366848] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:15.370427] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2026-02-10T20:32:15.370743] [INFO ] [FORECASTER] Completed predict_future for STKH
[2026-02-10T20:32:15.370880] [INFO ] [sig       ] STKH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:15.526448] [INFO ] [LOCAL     ] Saved forecast: STKH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STKH.txt
[2026-02-10T20:32:15.526633] [INFO ] [sig       ] [2886/3417] Completed STKH in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-10T20:32:15.526679] [INFO ] [sig       ] [2887/3417] Forecasting STKL...
[2026-02-10T20:32:15.526709] [INFO ] [sig       ] Generating forecast for: STKL
[2026-02-10T20:32:15.526740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2026-02-10T20:32:15.538380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2026-02-10T20:32:15.538832] [INFO ] [FORECASTER] Starting predict_future for STKL
[2026-02-10T20:32:15.539688] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2026-02-10T20:32:15.539743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:15.539775] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:15.539801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:15.539862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:15.600814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:15.601892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:15.601976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:15.602009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:15.732708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:15.732871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:15.732911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:15.732939] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:15.736594] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2026-02-10T20:32:15.736875] [INFO ] [FORECASTER] Completed predict_future for STKL
[2026-02-10T20:32:15.737003] [INFO ] [sig       ] STKL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:15.878539] [INFO ] [LOCAL     ] Saved forecast: STKL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STKL.txt
[2026-02-10T20:32:15.878716] [INFO ] [sig       ] [2887/3417] Completed STKL in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.2m
[2026-02-10T20:32:15.878759] [INFO ] [sig       ] [2888/3417] Forecasting STKS...
[2026-02-10T20:32:15.878797] [INFO ] [sig       ] Generating forecast for: STKS
[2026-02-10T20:32:15.878828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2026-02-10T20:32:15.891505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2026-02-10T20:32:15.891884] [INFO ] [FORECASTER] Starting predict_future for STKS
[2026-02-10T20:32:15.892765] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2026-02-10T20:32:15.892820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:15.892854] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:15.892882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:15.892939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:15.951480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:15.952350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:15.952437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:15.952471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:16.077279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:16.077442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:16.077484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:16.077514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:16.081118] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2026-02-10T20:32:16.081410] [INFO ] [FORECASTER] Completed predict_future for STKS
[2026-02-10T20:32:16.081543] [INFO ] [sig       ] STKS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:16.227737] [INFO ] [LOCAL     ] Saved forecast: STKS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STKS.txt
[2026-02-10T20:32:16.227902] [INFO ] [sig       ] [2888/3417] Completed STKS in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:16.227944] [INFO ] [sig       ] [2889/3417] Forecasting STLA...
[2026-02-10T20:32:16.227974] [INFO ] [sig       ] Generating forecast for: STLA
[2026-02-10T20:32:16.228004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2026-02-10T20:32:16.240355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2026-02-10T20:32:16.240693] [INFO ] [FORECASTER] Starting predict_future for STLA
[2026-02-10T20:32:16.241492] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2026-02-10T20:32:16.241545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:16.241596] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:16.241627] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:16.241684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:16.304253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:16.305113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:16.305384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:16.305420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:16.434938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:16.435099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:16.435139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:16.435167] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:16.438872] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2026-02-10T20:32:16.439349] [INFO ] [FORECASTER] Completed predict_future for STLA
[2026-02-10T20:32:16.439481] [INFO ] [sig       ] STLA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:16.584934] [INFO ] [LOCAL     ] Saved forecast: STLA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STLA.txt
[2026-02-10T20:32:16.585282] [INFO ] [sig       ] [2889/3417] Completed STLA in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:16.585321] [INFO ] [sig       ] [2890/3417] Forecasting STLD...
[2026-02-10T20:32:16.585351] [INFO ] [sig       ] Generating forecast for: STLD
[2026-02-10T20:32:16.585381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2026-02-10T20:32:16.598326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2026-02-10T20:32:16.598686] [INFO ] [FORECASTER] Starting predict_future for STLD
[2026-02-10T20:32:16.599693] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2026-02-10T20:32:16.599753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:16.599791] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:16.599825] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:16.599892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:16.657762] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:16.658502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:16.658601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:16.658636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:16.783151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:16.783317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:16.783358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:16.783386] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:16.787376] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2026-02-10T20:32:16.787669] [INFO ] [FORECASTER] Completed predict_future for STLD
[2026-02-10T20:32:16.787814] [INFO ] [sig       ] STLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:16.933851] [INFO ] [LOCAL     ] Saved forecast: STLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STLD.txt
[2026-02-10T20:32:16.933996] [INFO ] [sig       ] [2890/3417] Completed STLD in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:16.934039] [INFO ] [sig       ] [2891/3417] Forecasting STM...
[2026-02-10T20:32:16.934067] [INFO ] [sig       ] Generating forecast for: STM
[2026-02-10T20:32:16.934097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2026-02-10T20:32:16.945251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2026-02-10T20:32:16.945617] [INFO ] [FORECASTER] Starting predict_future for STM
[2026-02-10T20:32:16.946380] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2026-02-10T20:32:16.946433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:16.946465] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:16.946493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:16.946549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:17.005244] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:17.006036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:17.006119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:17.006152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:17.131872] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:17.132238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:17.132279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:17.132326] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:17.135833] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2026-02-10T20:32:17.136111] [INFO ] [FORECASTER] Completed predict_future for STM
[2026-02-10T20:32:17.136242] [INFO ] [sig       ] STM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:17.278245] [INFO ] [LOCAL     ] Saved forecast: STM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STM.txt
[2026-02-10T20:32:17.278392] [INFO ] [sig       ] [2891/3417] Completed STM in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:17.278431] [INFO ] [sig       ] [2892/3417] Forecasting STN...
[2026-02-10T20:32:17.278462] [INFO ] [sig       ] Generating forecast for: STN
[2026-02-10T20:32:17.278491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2026-02-10T20:32:17.289909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2026-02-10T20:32:17.290199] [INFO ] [FORECASTER] Starting predict_future for STN
[2026-02-10T20:32:17.291011] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2026-02-10T20:32:17.291064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:17.291120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:17.291148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:17.291204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:17.348509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:17.349302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:17.349388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:17.349421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:17.471600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:17.471769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:17.471809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:17.471839] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:17.475257] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2026-02-10T20:32:17.475533] [INFO ] [FORECASTER] Completed predict_future for STN
[2026-02-10T20:32:17.475684] [INFO ] [sig       ] STN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:17.615388] [INFO ] [LOCAL     ] Saved forecast: STN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STN.txt
[2026-02-10T20:32:17.615525] [INFO ] [sig       ] [2892/3417] Completed STN in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:17.615566] [INFO ] [sig       ] [2893/3417] Forecasting STNE...
[2026-02-10T20:32:17.615615] [INFO ] [sig       ] Generating forecast for: STNE
[2026-02-10T20:32:17.615646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2026-02-10T20:32:17.627516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2026-02-10T20:32:17.627846] [INFO ] [FORECASTER] Starting predict_future for STNE
[2026-02-10T20:32:17.628662] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2026-02-10T20:32:17.628714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:17.628748] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:17.628780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:17.628848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:17.687738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:17.688847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:17.688945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:17.688978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:17.817186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:17.817351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:17.817392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:17.817422] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:17.821115] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2026-02-10T20:32:17.821408] [INFO ] [FORECASTER] Completed predict_future for STNE
[2026-02-10T20:32:17.821540] [INFO ] [sig       ] STNE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:17.972845] [INFO ] [LOCAL     ] Saved forecast: STNE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STNE.txt
[2026-02-10T20:32:17.973006] [INFO ] [sig       ] [2893/3417] Completed STNE in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:17.973047] [INFO ] [sig       ] [2894/3417] Forecasting STOK...
[2026-02-10T20:32:17.973080] [INFO ] [sig       ] Generating forecast for: STOK
[2026-02-10T20:32:17.973111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2026-02-10T20:32:17.985374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2026-02-10T20:32:17.985769] [INFO ] [FORECASTER] Starting predict_future for STOK
[2026-02-10T20:32:17.986562] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2026-02-10T20:32:17.986636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:17.986671] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:17.986699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:17.986757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:18.047728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:18.048716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:18.048812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:18.048848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:18.184813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:18.184976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:18.185016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:18.185044] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:18.188592] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2026-02-10T20:32:18.188916] [INFO ] [FORECASTER] Completed predict_future for STOK
[2026-02-10T20:32:18.189056] [INFO ] [sig       ] STOK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:18.335307] [INFO ] [LOCAL     ] Saved forecast: STOK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STOK.txt
[2026-02-10T20:32:18.335480] [INFO ] [sig       ] [2894/3417] Completed STOK in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:18.335521] [INFO ] [sig       ] [2895/3417] Forecasting STRA...
[2026-02-10T20:32:18.335552] [INFO ] [sig       ] Generating forecast for: STRA
[2026-02-10T20:32:18.335603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2026-02-10T20:32:18.347009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2026-02-10T20:32:18.347316] [INFO ] [FORECASTER] Starting predict_future for STRA
[2026-02-10T20:32:18.348183] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2026-02-10T20:32:18.348238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:18.348271] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:18.348299] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:18.348385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:18.406797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:18.407621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:18.407708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:18.407741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:18.529710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:18.529888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:18.529937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:18.530000] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:18.533646] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2026-02-10T20:32:18.533971] [INFO ] [FORECASTER] Completed predict_future for STRA
[2026-02-10T20:32:18.534111] [INFO ] [sig       ] STRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:18.676845] [INFO ] [LOCAL     ] Saved forecast: STRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STRA.txt
[2026-02-10T20:32:18.677011] [INFO ] [sig       ] [2895/3417] Completed STRA in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:18.677054] [INFO ] [sig       ] [2896/3417] Forecasting STRL...
[2026-02-10T20:32:18.677087] [INFO ] [sig       ] Generating forecast for: STRL
[2026-02-10T20:32:18.677120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2026-02-10T20:32:18.689288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2026-02-10T20:32:18.689733] [INFO ] [FORECASTER] Starting predict_future for STRL
[2026-02-10T20:32:18.690593] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2026-02-10T20:32:18.690647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:18.690681] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:18.690710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:18.690768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:18.749777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:18.750767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:18.750854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:18.750888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:18.882093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:18.882260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:18.882303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:18.882334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:18.885768] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2026-02-10T20:32:18.886054] [INFO ] [FORECASTER] Completed predict_future for STRL
[2026-02-10T20:32:18.886183] [INFO ] [sig       ] STRL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:19.028549] [INFO ] [LOCAL     ] Saved forecast: STRL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STRL.txt
[2026-02-10T20:32:19.028725] [INFO ] [sig       ] [2896/3417] Completed STRL in 0.4s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:19.028766] [INFO ] [sig       ] [2897/3417] Forecasting STRS...
[2026-02-10T20:32:19.028796] [INFO ] [sig       ] Generating forecast for: STRS
[2026-02-10T20:32:19.028827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2026-02-10T20:32:19.039976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2026-02-10T20:32:19.040291] [INFO ] [FORECASTER] Starting predict_future for STRS
[2026-02-10T20:32:19.041396] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2026-02-10T20:32:19.041484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:19.041519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:19.041546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:19.041631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:19.102305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:19.103179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:19.103267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:19.103300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:19.198188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:19.198351] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:32:19.198392] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:19.198422] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:19.201887] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2026-02-10T20:32:19.202159] [INFO ] [FORECASTER] Completed predict_future for STRS
[2026-02-10T20:32:19.202285] [INFO ] [sig       ] STRS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:19.344125] [INFO ] [LOCAL     ] Saved forecast: STRS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STRS.txt
[2026-02-10T20:32:19.344287] [INFO ] [sig       ] [2897/3417] Completed STRS in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:19.344328] [INFO ] [sig       ] [2898/3417] Forecasting STSS...
[2026-02-10T20:32:19.344359] [INFO ] [sig       ] Generating forecast for: STSS
[2026-02-10T20:32:19.344390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2026-02-10T20:32:19.356069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2026-02-10T20:32:19.356420] [INFO ] [FORECASTER] Starting predict_future for STSS
[2026-02-10T20:32:19.357213] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2026-02-10T20:32:19.357267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:19.357300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:19.357327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:19.357383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:19.414523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:19.415437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:19.415527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:19.415560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:19.535781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:19.535951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:19.535992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:19.536021] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:19.539554] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2026-02-10T20:32:19.539872] [INFO ] [FORECASTER] Completed predict_future for STSS
[2026-02-10T20:32:19.540023] [INFO ] [sig       ] STSS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:19.681385] [INFO ] [LOCAL     ] Saved forecast: STSS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STSS.txt
[2026-02-10T20:32:19.681548] [INFO ] [sig       ] [2898/3417] Completed STSS in 0.3s | 2.80 sym/s | Total: 17.2m | ETA: 3.1m
[2026-02-10T20:32:19.681610] [INFO ] [sig       ] [2899/3417] Forecasting STTK...
[2026-02-10T20:32:19.681642] [INFO ] [sig       ] Generating forecast for: STTK
[2026-02-10T20:32:19.681672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2026-02-10T20:32:19.693461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2026-02-10T20:32:19.693875] [INFO ] [FORECASTER] Starting predict_future for STTK
[2026-02-10T20:32:19.694683] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2026-02-10T20:32:19.694736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:19.694769] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:19.694796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:19.694852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:19.756785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:19.757695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:19.757781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:19.757814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:19.879889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:19.880065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:19.880107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:19.880136] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:19.883723] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2026-02-10T20:32:19.884017] [INFO ] [FORECASTER] Completed predict_future for STTK
[2026-02-10T20:32:19.884152] [INFO ] [sig       ] STTK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:20.025603] [INFO ] [LOCAL     ] Saved forecast: STTK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STTK.txt
[2026-02-10T20:32:20.025772] [INFO ] [sig       ] [2899/3417] Completed STTK in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-10T20:32:20.025815] [INFO ] [sig       ] [2900/3417] Forecasting STVN...
[2026-02-10T20:32:20.025844] [INFO ] [sig       ] Generating forecast for: STVN
[2026-02-10T20:32:20.025874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2026-02-10T20:32:20.037433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2026-02-10T20:32:20.037792] [INFO ] [FORECASTER] Starting predict_future for STVN
[2026-02-10T20:32:20.038642] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2026-02-10T20:32:20.038695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:20.038727] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:20.038754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:20.038811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:20.095904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:20.096821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:20.096920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:20.096961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:20.217242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:20.217400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:20.217440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:20.217469] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:20.221507] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2026-02-10T20:32:20.221803] [INFO ] [FORECASTER] Completed predict_future for STVN
[2026-02-10T20:32:20.221953] [INFO ] [sig       ] STVN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:20.365753] [INFO ] [LOCAL     ] Saved forecast: STVN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STVN.txt
[2026-02-10T20:32:20.365912] [INFO ] [sig       ] [2900/3417] Completed STVN in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-10T20:32:20.365953] [INFO ] [sig       ] [2901/3417] Forecasting STWD...
[2026-02-10T20:32:20.365983] [INFO ] [sig       ] Generating forecast for: STWD
[2026-02-10T20:32:20.366012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2026-02-10T20:32:20.378278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2026-02-10T20:32:20.378561] [INFO ] [FORECASTER] Starting predict_future for STWD
[2026-02-10T20:32:20.379366] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2026-02-10T20:32:20.379418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:20.379451] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:20.379478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:20.379534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:20.439464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:20.440217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:20.440302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:20.440335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:20.565347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:20.565511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:20.565557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:20.565606] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:20.569096] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2026-02-10T20:32:20.569377] [INFO ] [FORECASTER] Completed predict_future for STWD
[2026-02-10T20:32:20.569507] [INFO ] [sig       ] STWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:20.712464] [INFO ] [LOCAL     ] Saved forecast: STWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STWD.txt
[2026-02-10T20:32:20.712649] [INFO ] [sig       ] [2901/3417] Completed STWD in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-10T20:32:20.712693] [INFO ] [sig       ] [2902/3417] Forecasting STX...
[2026-02-10T20:32:20.712726] [INFO ] [sig       ] Generating forecast for: STX
[2026-02-10T20:32:20.712757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2026-02-10T20:32:20.725221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2026-02-10T20:32:20.725641] [INFO ] [FORECASTER] Starting predict_future for STX
[2026-02-10T20:32:20.726421] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2026-02-10T20:32:20.726474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:20.726505] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:20.726533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:20.726617] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:20.784466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:20.785316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:20.785430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:20.785464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:20.908830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:20.909007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:20.909051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:20.909081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:20.912567] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2026-02-10T20:32:20.912873] [INFO ] [FORECASTER] Completed predict_future for STX
[2026-02-10T20:32:20.913009] [INFO ] [sig       ] STX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:21.056878] [INFO ] [LOCAL     ] Saved forecast: STX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STX.txt
[2026-02-10T20:32:21.057060] [INFO ] [sig       ] [2902/3417] Completed STX in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-10T20:32:21.057100] [INFO ] [sig       ] [2903/3417] Forecasting STXE...
[2026-02-10T20:32:21.057133] [INFO ] [sig       ] Generating forecast for: STXE
[2026-02-10T20:32:21.057164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2026-02-10T20:32:21.068337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2026-02-10T20:32:21.068698] [INFO ] [FORECASTER] Starting predict_future for STXE
[2026-02-10T20:32:21.069507] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2026-02-10T20:32:21.069561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:21.069615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:21.069644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:21.069701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:21.127887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:21.128795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:21.128898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:21.128938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:21.239781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:21.239951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:21.240001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:21.240035] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:21.243435] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2026-02-10T20:32:21.243728] [INFO ] [FORECASTER] Completed predict_future for STXE
[2026-02-10T20:32:21.243856] [INFO ] [sig       ] STXE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:21.386952] [INFO ] [LOCAL     ] Saved forecast: STXE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/STXE.txt
[2026-02-10T20:32:21.387121] [INFO ] [sig       ] [2903/3417] Completed STXE in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-10T20:32:21.387163] [INFO ] [sig       ] [2904/3417] Forecasting STXG...
[2026-02-10T20:32:21.387195] [INFO ] [sig       ] Generating forecast for: STXG
[2026-02-10T20:32:21.387225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2026-02-10T20:32:21.399853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2026-02-10T20:32:21.400326] [INFO ] [FORECASTER] Starting predict_future for STXG
[2026-02-10T20:32:21.401209] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2026-02-10T20:32:21.401266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:21.401300] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:21.401328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:21.401385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:21.461510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:21.462472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:21.462561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:21.462617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:21.575255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:21.575440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:21.575483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:21.575514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:21.579075] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2026-02-10T20:32:21.579360] [INFO ] [FORECASTER] Completed predict_future for STXG
[2026-02-10T20:32:21.579526] [INFO ] [sig       ] STXG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:21.720883] [INFO ] [LOCAL     ] Saved forecast: STXG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/STXG.txt
[2026-02-10T20:32:21.721043] [INFO ] [sig       ] [2904/3417] Completed STXG in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.1m
[2026-02-10T20:32:21.721086] [INFO ] [sig       ] [2905/3417] Forecasting SUI...
[2026-02-10T20:32:21.721116] [INFO ] [sig       ] Generating forecast for: SUI
[2026-02-10T20:32:21.721146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2026-02-10T20:32:21.732771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2026-02-10T20:32:21.733160] [INFO ] [FORECASTER] Starting predict_future for SUI
[2026-02-10T20:32:21.733991] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2026-02-10T20:32:21.734048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:21.734081] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:21.734114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:21.734186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:21.793133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:21.794038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:21.794125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:21.794159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:21.920407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:21.920585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:21.920630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:21.920662] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:21.924527] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2026-02-10T20:32:21.924839] [INFO ] [FORECASTER] Completed predict_future for SUI
[2026-02-10T20:32:21.924982] [INFO ] [sig       ] SUI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:22.069718] [INFO ] [LOCAL     ] Saved forecast: SUI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SUI.txt
[2026-02-10T20:32:22.069877] [INFO ] [sig       ] [2905/3417] Completed SUI in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:22.069917] [INFO ] [sig       ] [2906/3417] Forecasting SUN...
[2026-02-10T20:32:22.069947] [INFO ] [sig       ] Generating forecast for: SUN
[2026-02-10T20:32:22.069976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2026-02-10T20:32:22.081075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2026-02-10T20:32:22.081372] [INFO ] [FORECASTER] Starting predict_future for SUN
[2026-02-10T20:32:22.082237] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2026-02-10T20:32:22.082292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:22.082326] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:22.082356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:22.082613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:22.143398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:22.144299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:22.144406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:22.144440] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:22.267826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:22.267992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:22.268033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:22.268084] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:22.271896] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2026-02-10T20:32:22.272173] [INFO ] [FORECASTER] Completed predict_future for SUN
[2026-02-10T20:32:22.272301] [INFO ] [sig       ] SUN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:22.416398] [INFO ] [LOCAL     ] Saved forecast: SUN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SUN.txt
[2026-02-10T20:32:22.416555] [INFO ] [sig       ] [2906/3417] Completed SUN in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:22.416615] [INFO ] [sig       ] [2907/3417] Forecasting SUNS...
[2026-02-10T20:32:22.416648] [INFO ] [sig       ] Generating forecast for: SUNS
[2026-02-10T20:32:22.416678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2026-02-10T20:32:22.428281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2026-02-10T20:32:22.428634] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2026-02-10T20:32:22.429404] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2026-02-10T20:32:22.429456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:22.429488] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:22.429516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:22.429589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:22.489171] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:22.490042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:22.490130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:22.490164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:22.612134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:22.612298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:22.612340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:22.612369] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:22.616341] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2026-02-10T20:32:22.616664] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2026-02-10T20:32:22.616800] [INFO ] [sig       ] SUNS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:22.762099] [INFO ] [LOCAL     ] Saved forecast: SUNS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SUNS.txt
[2026-02-10T20:32:22.762262] [INFO ] [sig       ] [2907/3417] Completed SUNS in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:22.762304] [INFO ] [sig       ] [2908/3417] Forecasting SUPN...
[2026-02-10T20:32:22.762334] [INFO ] [sig       ] Generating forecast for: SUPN
[2026-02-10T20:32:22.762364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2026-02-10T20:32:22.774561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2026-02-10T20:32:22.774961] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2026-02-10T20:32:22.775966] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2026-02-10T20:32:22.776032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:22.776256] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:22.776283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:22.776340] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:22.836788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:22.837930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:22.838023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:22.838276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:22.967331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:22.967495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:22.967537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:22.967567] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:22.971744] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2026-02-10T20:32:22.972038] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2026-02-10T20:32:22.972176] [INFO ] [sig       ] SUPN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:23.119063] [INFO ] [LOCAL     ] Saved forecast: SUPN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SUPN.txt
[2026-02-10T20:32:23.119235] [INFO ] [sig       ] [2908/3417] Completed SUPN in 0.4s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:23.119275] [INFO ] [sig       ] [2909/3417] Forecasting SUSB...
[2026-02-10T20:32:23.119306] [INFO ] [sig       ] Generating forecast for: SUSB
[2026-02-10T20:32:23.119336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2026-02-10T20:32:23.132025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2026-02-10T20:32:23.132396] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2026-02-10T20:32:23.133442] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2026-02-10T20:32:23.133495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:23.133564] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:23.133617] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:23.133675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:23.195947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:23.197354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:23.197445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:23.197479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:23.328547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:23.328728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:23.328770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:23.328798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:23.332249] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2026-02-10T20:32:23.332530] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2026-02-10T20:32:23.332680] [INFO ] [sig       ] SUSB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:23.479562] [INFO ] [LOCAL     ] Saved forecast: SUSB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SUSB.txt
[2026-02-10T20:32:23.479747] [INFO ] [sig       ] [2909/3417] Completed SUSB in 0.4s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:23.479789] [INFO ] [sig       ] [2910/3417] Forecasting SUSC...
[2026-02-10T20:32:23.479821] [INFO ] [sig       ] Generating forecast for: SUSC
[2026-02-10T20:32:23.479852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2026-02-10T20:32:23.491051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2026-02-10T20:32:23.491351] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2026-02-10T20:32:23.492131] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2026-02-10T20:32:23.492184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:23.492215] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:23.492241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:23.492296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:23.548933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:23.549794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:23.549878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:23.549911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:23.677135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:23.677293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:23.677334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:23.677363] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:23.680790] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2026-02-10T20:32:23.681091] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2026-02-10T20:32:23.681218] [INFO ] [sig       ] SUSC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:23.827452] [INFO ] [LOCAL     ] Saved forecast: SUSC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SUSC.txt
[2026-02-10T20:32:23.827635] [INFO ] [sig       ] [2910/3417] Completed SUSC in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:23.827679] [INFO ] [sig       ] [2911/3417] Forecasting SUSL...
[2026-02-10T20:32:23.827710] [INFO ] [sig       ] Generating forecast for: SUSL
[2026-02-10T20:32:23.827740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2026-02-10T20:32:23.839893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2026-02-10T20:32:23.840286] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2026-02-10T20:32:23.841158] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2026-02-10T20:32:23.841214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:23.841257] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:23.841313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:23.841381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:23.899290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:23.900217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:23.900311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:23.900345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:24.018100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:24.018259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:24.018299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:24.018328] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:24.021944] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=56.58%)
[2026-02-10T20:32:24.022228] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2026-02-10T20:32:24.022358] [INFO ] [sig       ] SUSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:24.163424] [INFO ] [LOCAL     ] Saved forecast: SUSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SUSL.txt
[2026-02-10T20:32:24.163593] [INFO ] [sig       ] [2911/3417] Completed SUSL in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:24.163645] [INFO ] [sig       ] [2912/3417] Forecasting SUUN...
[2026-02-10T20:32:24.163677] [INFO ] [sig       ] Generating forecast for: SUUN
[2026-02-10T20:32:24.163709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2026-02-10T20:32:24.175497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2026-02-10T20:32:24.175822] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2026-02-10T20:32:24.176635] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2026-02-10T20:32:24.176690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:24.176724] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:24.176753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:24.176811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:24.236626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:24.237428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:24.237515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:24.237549] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:24.359689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:24.359848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:24.359890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:24.359958] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:24.363456] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2026-02-10T20:32:24.363762] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2026-02-10T20:32:24.363896] [INFO ] [sig       ] SUUN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:24.505306] [INFO ] [LOCAL     ] Saved forecast: SUUN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SUUN.txt
[2026-02-10T20:32:24.505468] [INFO ] [sig       ] [2912/3417] Completed SUUN in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:24.505515] [INFO ] [sig       ] [2913/3417] Forecasting SUZ...
[2026-02-10T20:32:24.505546] [INFO ] [sig       ] Generating forecast for: SUZ
[2026-02-10T20:32:24.505598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2026-02-10T20:32:24.516695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2026-02-10T20:32:24.517048] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2026-02-10T20:32:24.517853] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2026-02-10T20:32:24.517907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:24.517947] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:24.517980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:24.518078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:24.577256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:24.578101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:24.578193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:24.578227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:24.706545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:24.706725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:24.706767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:24.706797] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:24.710363] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2026-02-10T20:32:24.710712] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2026-02-10T20:32:24.710850] [INFO ] [sig       ] SUZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:24.852630] [INFO ] [LOCAL     ] Saved forecast: SUZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SUZ.txt
[2026-02-10T20:32:24.852777] [INFO ] [sig       ] [2913/3417] Completed SUZ in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:24.852818] [INFO ] [sig       ] [2914/3417] Forecasting SVC...
[2026-02-10T20:32:24.852849] [INFO ] [sig       ] Generating forecast for: SVC
[2026-02-10T20:32:24.852880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2026-02-10T20:32:24.865115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2026-02-10T20:32:24.865470] [INFO ] [FORECASTER] Starting predict_future for SVC
[2026-02-10T20:32:24.866263] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2026-02-10T20:32:24.866316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:24.866372] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:24.866413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:24.866474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:24.927465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:24.928364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:24.928451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:24.928486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:25.054162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:25.054330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:25.054371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:25.054405] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:25.058002] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2026-02-10T20:32:25.058325] [INFO ] [FORECASTER] Completed predict_future for SVC
[2026-02-10T20:32:25.058462] [INFO ] [sig       ] SVC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:25.201349] [INFO ] [LOCAL     ] Saved forecast: SVC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SVC.txt
[2026-02-10T20:32:25.201498] [INFO ] [sig       ] [2914/3417] Completed SVC in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:25.201538] [INFO ] [sig       ] [2915/3417] Forecasting SVCO...
[2026-02-10T20:32:25.201586] [INFO ] [sig       ] Generating forecast for: SVCO
[2026-02-10T20:32:25.201621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2026-02-10T20:32:25.212437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2026-02-10T20:32:25.212780] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2026-02-10T20:32:25.213548] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2026-02-10T20:32:25.213620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:25.213652] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:25.213679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:25.213736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:25.274029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:25.274945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:25.275051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:25.275093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:25.398997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:25.399166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:25.399222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:25.399440] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:25.403112] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=14.27%)
[2026-02-10T20:32:25.403411] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2026-02-10T20:32:25.403541] [INFO ] [sig       ] SVCO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:25.546254] [INFO ] [LOCAL     ] Saved forecast: SVCO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SVCO.txt
[2026-02-10T20:32:25.546406] [INFO ] [sig       ] [2915/3417] Completed SVCO in 0.3s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:25.546447] [INFO ] [sig       ] [2916/3417] Forecasting SVRA...
[2026-02-10T20:32:25.546477] [INFO ] [sig       ] Generating forecast for: SVRA
[2026-02-10T20:32:25.546507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2026-02-10T20:32:25.557503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2026-02-10T20:32:25.557818] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2026-02-10T20:32:25.558686] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2026-02-10T20:32:25.558741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:25.558774] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:25.558800] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:25.558858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:25.620897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:25.621670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:25.621753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:25.621787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:25.744819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:25.744975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:25.745016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:25.745045] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:25.751944] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=51.37%)
[2026-02-10T20:32:25.752282] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2026-02-10T20:32:25.752426] [INFO ] [sig       ] SVRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:25.896926] [INFO ] [LOCAL     ] Saved forecast: SVRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SVRA.txt
[2026-02-10T20:32:25.897069] [INFO ] [sig       ] [2916/3417] Completed SVRA in 0.4s | 2.80 sym/s | Total: 17.3m | ETA: 3.0m
[2026-02-10T20:32:25.897110] [INFO ] [sig       ] [2917/3417] Forecasting SWBI...
[2026-02-10T20:32:25.897139] [INFO ] [sig       ] Generating forecast for: SWBI
[2026-02-10T20:32:25.897168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2026-02-10T20:32:25.908506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2026-02-10T20:32:25.908829] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2026-02-10T20:32:25.909693] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2026-02-10T20:32:25.909747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:25.909780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:25.909808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:25.909864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:25.970276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:25.971083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:25.971375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:25.971411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:26.096346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:26.096512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:26.096552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:26.096604] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:26.100456] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2026-02-10T20:32:26.100759] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2026-02-10T20:32:26.100889] [INFO ] [sig       ] SWBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:26.246588] [INFO ] [LOCAL     ] Saved forecast: SWBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SWBI.txt
[2026-02-10T20:32:26.246730] [INFO ] [sig       ] [2917/3417] Completed SWBI in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-10T20:32:26.246769] [INFO ] [sig       ] [2918/3417] Forecasting SWIM...
[2026-02-10T20:32:26.246798] [INFO ] [sig       ] Generating forecast for: SWIM
[2026-02-10T20:32:26.246828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2026-02-10T20:32:26.257861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2026-02-10T20:32:26.258353] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2026-02-10T20:32:26.259189] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2026-02-10T20:32:26.259243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:26.259275] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:26.259452] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:26.259508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:26.322697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:26.323398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:26.323482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:26.323515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:26.448741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:26.448898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:26.448940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:26.448971] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:26.452508] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2026-02-10T20:32:26.452807] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2026-02-10T20:32:26.452937] [INFO ] [sig       ] SWIM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:26.597497] [INFO ] [LOCAL     ] Saved forecast: SWIM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SWIM.txt
[2026-02-10T20:32:26.597663] [INFO ] [sig       ] [2918/3417] Completed SWIM in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-10T20:32:26.597708] [INFO ] [sig       ] [2919/3417] Forecasting SWK...
[2026-02-10T20:32:26.597739] [INFO ] [sig       ] Generating forecast for: SWK
[2026-02-10T20:32:26.597771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2026-02-10T20:32:26.608593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2026-02-10T20:32:26.608891] [INFO ] [FORECASTER] Starting predict_future for SWK
[2026-02-10T20:32:26.609900] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2026-02-10T20:32:26.609954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:26.610006] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:26.610042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:26.610112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:26.671197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:26.672057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:26.672363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:26.672398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:26.793771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:26.793927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:26.793968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:26.793997] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:26.797459] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2026-02-10T20:32:26.797754] [INFO ] [FORECASTER] Completed predict_future for SWK
[2026-02-10T20:32:26.797881] [INFO ] [sig       ] SWK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:26.940682] [INFO ] [LOCAL     ] Saved forecast: SWK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SWK.txt
[2026-02-10T20:32:26.940846] [INFO ] [sig       ] [2919/3417] Completed SWK in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-10T20:32:26.940888] [INFO ] [sig       ] [2920/3417] Forecasting SWKS...
[2026-02-10T20:32:26.940918] [INFO ] [sig       ] Generating forecast for: SWKS
[2026-02-10T20:32:26.940950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2026-02-10T20:32:26.952129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2026-02-10T20:32:26.952428] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2026-02-10T20:32:26.953246] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2026-02-10T20:32:26.953298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:26.953330] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:26.953357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:26.953413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:27.011489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:27.012225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:27.012308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:27.012341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:27.140176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:27.140337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:27.140381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:27.140410] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:27.143936] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2026-02-10T20:32:27.144242] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2026-02-10T20:32:27.144380] [INFO ] [sig       ] SWKS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:27.293095] [INFO ] [LOCAL     ] Saved forecast: SWKS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SWKS.txt
[2026-02-10T20:32:27.293278] [INFO ] [sig       ] [2920/3417] Completed SWKS in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-10T20:32:27.293321] [INFO ] [sig       ] [2921/3417] Forecasting SWX...
[2026-02-10T20:32:27.293350] [INFO ] [sig       ] Generating forecast for: SWX
[2026-02-10T20:32:27.293381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2026-02-10T20:32:27.306329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2026-02-10T20:32:27.306745] [INFO ] [FORECASTER] Starting predict_future for SWX
[2026-02-10T20:32:27.307789] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2026-02-10T20:32:27.307843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:27.307877] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:27.307905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:27.307962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:27.369323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:27.370093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:27.370190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:27.370222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:27.489789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:27.489951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:27.489991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:27.490020] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:27.493607] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2026-02-10T20:32:27.493880] [INFO ] [FORECASTER] Completed predict_future for SWX
[2026-02-10T20:32:27.494006] [INFO ] [sig       ] SWX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:27.638903] [INFO ] [LOCAL     ] Saved forecast: SWX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SWX.txt
[2026-02-10T20:32:27.639065] [INFO ] [sig       ] [2921/3417] Completed SWX in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 3.0m
[2026-02-10T20:32:27.639110] [INFO ] [sig       ] [2922/3417] Forecasting SXC...
[2026-02-10T20:32:27.639144] [INFO ] [sig       ] Generating forecast for: SXC
[2026-02-10T20:32:27.639175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2026-02-10T20:32:27.650738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2026-02-10T20:32:27.651054] [INFO ] [FORECASTER] Starting predict_future for SXC
[2026-02-10T20:32:27.651859] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2026-02-10T20:32:27.651913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:27.651946] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:27.651975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:27.652040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:27.713178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:27.714210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:27.714298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:27.714333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:27.841125] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:27.841279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:27.841321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:27.841350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:27.844831] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2026-02-10T20:32:27.845138] [INFO ] [FORECASTER] Completed predict_future for SXC
[2026-02-10T20:32:27.845277] [INFO ] [sig       ] SXC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:27.987154] [INFO ] [LOCAL     ] Saved forecast: SXC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SXC.txt
[2026-02-10T20:32:27.987328] [INFO ] [sig       ] [2922/3417] Completed SXC in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:27.987371] [INFO ] [sig       ] [2923/3417] Forecasting SXI...
[2026-02-10T20:32:27.987411] [INFO ] [sig       ] Generating forecast for: SXI
[2026-02-10T20:32:27.987443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2026-02-10T20:32:27.999527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2026-02-10T20:32:27.999874] [INFO ] [FORECASTER] Starting predict_future for SXI
[2026-02-10T20:32:28.000740] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2026-02-10T20:32:28.000795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:28.000828] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:28.000856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:28.000913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:28.060293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:28.061102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:28.061187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:28.061220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:28.184292] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:28.184458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:28.184498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:28.184528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:28.188102] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2026-02-10T20:32:28.188399] [INFO ] [FORECASTER] Completed predict_future for SXI
[2026-02-10T20:32:28.188533] [INFO ] [sig       ] SXI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:28.346087] [INFO ] [LOCAL     ] Saved forecast: SXI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SXI.txt
[2026-02-10T20:32:28.346301] [INFO ] [sig       ] [2923/3417] Completed SXI in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:28.346357] [INFO ] [sig       ] [2924/3417] Forecasting SY...
[2026-02-10T20:32:28.346404] [INFO ] [sig       ] Generating forecast for: SY
[2026-02-10T20:32:28.346450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2026-02-10T20:32:28.359884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2026-02-10T20:32:28.360281] [INFO ] [FORECASTER] Starting predict_future for SY
[2026-02-10T20:32:28.361088] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2026-02-10T20:32:28.361142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:28.361176] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:28.361205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:28.361263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:28.427639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:28.428779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:28.428872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:28.428905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:28.547669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:28.547827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:28.547870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:28.547899] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:28.551667] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2026-02-10T20:32:28.551939] [INFO ] [FORECASTER] Completed predict_future for SY
[2026-02-10T20:32:28.552080] [INFO ] [sig       ] SY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:28.693206] [INFO ] [LOCAL     ] Saved forecast: SY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SY.txt
[2026-02-10T20:32:28.693351] [INFO ] [sig       ] [2924/3417] Completed SY in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:28.693392] [INFO ] [sig       ] [2925/3417] Forecasting SYF...
[2026-02-10T20:32:28.693422] [INFO ] [sig       ] Generating forecast for: SYF
[2026-02-10T20:32:28.693452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2026-02-10T20:32:28.704786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2026-02-10T20:32:28.705084] [INFO ] [FORECASTER] Starting predict_future for SYF
[2026-02-10T20:32:28.705894] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2026-02-10T20:32:28.705946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:28.705979] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:28.706007] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:28.706063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:28.765995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:28.766880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:28.766968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:28.767003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:28.895005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:28.895173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:28.895214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:28.895243] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:28.898984] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2026-02-10T20:32:28.899370] [INFO ] [FORECASTER] Completed predict_future for SYF
[2026-02-10T20:32:28.899524] [INFO ] [sig       ] SYF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:29.041095] [INFO ] [LOCAL     ] Saved forecast: SYF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SYF.txt
[2026-02-10T20:32:29.041258] [INFO ] [sig       ] [2925/3417] Completed SYF in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:29.041298] [INFO ] [sig       ] [2926/3417] Forecasting SYK...
[2026-02-10T20:32:29.041329] [INFO ] [sig       ] Generating forecast for: SYK
[2026-02-10T20:32:29.041360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2026-02-10T20:32:29.053332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2026-02-10T20:32:29.053793] [INFO ] [FORECASTER] Starting predict_future for SYK
[2026-02-10T20:32:29.054744] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2026-02-10T20:32:29.054803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:29.054880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:29.054910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:29.054983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:29.113057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:29.113999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:29.114092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:29.114128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:29.237569] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:29.237753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:29.237796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:29.237860] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:29.241674] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2026-02-10T20:32:29.242059] [INFO ] [FORECASTER] Completed predict_future for SYK
[2026-02-10T20:32:29.242213] [INFO ] [sig       ] SYK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:29.390676] [INFO ] [LOCAL     ] Saved forecast: SYK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SYK.txt
[2026-02-10T20:32:29.390872] [INFO ] [sig       ] [2926/3417] Completed SYK in 0.3s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:29.390929] [INFO ] [sig       ] [2927/3417] Forecasting SYM...
[2026-02-10T20:32:29.390970] [INFO ] [sig       ] Generating forecast for: SYM
[2026-02-10T20:32:29.391012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2026-02-10T20:32:29.402510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2026-02-10T20:32:29.402848] [INFO ] [FORECASTER] Starting predict_future for SYM
[2026-02-10T20:32:29.403686] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2026-02-10T20:32:29.403739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:29.403770] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:29.403796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:29.403852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:29.461868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:29.462624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:29.462706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:29.462739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:29.587689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:29.587847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:29.587890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:29.587920] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:29.591451] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2026-02-10T20:32:29.591756] [INFO ] [FORECASTER] Completed predict_future for SYM
[2026-02-10T20:32:29.591889] [INFO ] [sig       ] SYM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:29.740862] [INFO ] [LOCAL     ] Saved forecast: SYM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SYM.txt
[2026-02-10T20:32:29.741033] [INFO ] [sig       ] [2927/3417] Completed SYM in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:29.741079] [INFO ] [sig       ] [2928/3417] Forecasting SYNA...
[2026-02-10T20:32:29.741113] [INFO ] [sig       ] Generating forecast for: SYNA
[2026-02-10T20:32:29.741154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2026-02-10T20:32:29.754180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2026-02-10T20:32:29.754721] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2026-02-10T20:32:29.755732] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2026-02-10T20:32:29.755787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:29.755821] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:29.755849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:29.755907] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:29.817776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:29.818633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:29.818718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:29.818753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:29.949270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:29.949435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:29.949491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:29.949530] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:29.953424] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2026-02-10T20:32:29.953748] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2026-02-10T20:32:29.953888] [INFO ] [sig       ] SYNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:30.094688] [INFO ] [LOCAL     ] Saved forecast: SYNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/SYNA.txt
[2026-02-10T20:32:30.094828] [INFO ] [sig       ] [2928/3417] Completed SYNA in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:30.094869] [INFO ] [sig       ] [2929/3417] Forecasting SYRE...
[2026-02-10T20:32:30.094898] [INFO ] [sig       ] Generating forecast for: SYRE
[2026-02-10T20:32:30.094930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2026-02-10T20:32:30.107237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2026-02-10T20:32:30.107856] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2026-02-10T20:32:30.108914] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2026-02-10T20:32:30.108971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:30.109005] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:30.109033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:30.109102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:30.173784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:30.174709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:30.174798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:30.174832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:30.301596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:30.301752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:30.301795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:30.301858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:30.305770] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2026-02-10T20:32:30.306054] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2026-02-10T20:32:30.306192] [INFO ] [sig       ] SYRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:30.456497] [INFO ] [LOCAL     ] Saved forecast: SYRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SYRE.txt
[2026-02-10T20:32:30.456679] [INFO ] [sig       ] [2929/3417] Completed SYRE in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:30.456736] [INFO ] [sig       ] [2930/3417] Forecasting SYY...
[2026-02-10T20:32:30.456767] [INFO ] [sig       ] Generating forecast for: SYY
[2026-02-10T20:32:30.456799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2026-02-10T20:32:30.470060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2026-02-10T20:32:30.470449] [INFO ] [FORECASTER] Starting predict_future for SYY
[2026-02-10T20:32:30.471307] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2026-02-10T20:32:30.471361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:30.471394] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:30.471421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:30.471492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:30.540028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:30.541258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:30.541353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:30.541388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:30.676676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:30.676838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:30.676881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:30.676914] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:30.681200] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2026-02-10T20:32:30.681534] [INFO ] [FORECASTER] Completed predict_future for SYY
[2026-02-10T20:32:30.681702] [INFO ] [sig       ] SYY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:30.826692] [INFO ] [LOCAL     ] Saved forecast: SYY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/SYY.txt
[2026-02-10T20:32:30.826850] [INFO ] [sig       ] [2930/3417] Completed SYY in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:30.826891] [INFO ] [sig       ] [2931/3417] Forecasting TAC...
[2026-02-10T20:32:30.826922] [INFO ] [sig       ] Generating forecast for: TAC
[2026-02-10T20:32:30.826953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2026-02-10T20:32:30.837565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2026-02-10T20:32:30.837919] [INFO ] [FORECASTER] Starting predict_future for TAC
[2026-02-10T20:32:30.838770] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2026-02-10T20:32:30.838822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:30.838854] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:30.838881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:30.838938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:30.897357] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:30.898222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:30.898313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:30.898345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:31.027123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:31.027289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:31.027334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:31.027365] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:31.031046] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=51.67%)
[2026-02-10T20:32:31.031353] [INFO ] [FORECASTER] Completed predict_future for TAC
[2026-02-10T20:32:31.031508] [INFO ] [sig       ] TAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:31.189135] [INFO ] [LOCAL     ] Saved forecast: TAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TAC.txt
[2026-02-10T20:32:31.189302] [INFO ] [sig       ] [2931/3417] Completed TAC in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:31.189345] [INFO ] [sig       ] [2932/3417] Forecasting TAK...
[2026-02-10T20:32:31.189375] [INFO ] [sig       ] Generating forecast for: TAK
[2026-02-10T20:32:31.189407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2026-02-10T20:32:31.200304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2026-02-10T20:32:31.200729] [INFO ] [FORECASTER] Starting predict_future for TAK
[2026-02-10T20:32:31.201654] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2026-02-10T20:32:31.201724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:31.201759] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:31.201787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:31.201846] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:31.262494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:31.263413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:31.263506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:31.263541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:31.394250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:31.394435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:31.394477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:31.394508] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:31.398679] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2026-02-10T20:32:31.399095] [INFO ] [FORECASTER] Completed predict_future for TAK
[2026-02-10T20:32:31.399283] [INFO ] [sig       ] TAK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:31.553685] [INFO ] [LOCAL     ] Saved forecast: TAK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TAK.txt
[2026-02-10T20:32:31.553864] [INFO ] [sig       ] [2932/3417] Completed TAK in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:31.553918] [INFO ] [sig       ] [2933/3417] Forecasting TAL...
[2026-02-10T20:32:31.553952] [INFO ] [sig       ] Generating forecast for: TAL
[2026-02-10T20:32:31.553984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2026-02-10T20:32:31.568800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2026-02-10T20:32:31.569213] [INFO ] [FORECASTER] Starting predict_future for TAL
[2026-02-10T20:32:31.570380] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2026-02-10T20:32:31.570632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:31.570671] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:31.570704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:31.570776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:31.637930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:31.638814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:31.638903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:31.638936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:31.762601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:31.762767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:31.762809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:31.762838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:31.766256] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2026-02-10T20:32:31.766540] [INFO ] [FORECASTER] Completed predict_future for TAL
[2026-02-10T20:32:31.766689] [INFO ] [sig       ] TAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:31.906286] [INFO ] [LOCAL     ] Saved forecast: TAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TAL.txt
[2026-02-10T20:32:31.906431] [INFO ] [sig       ] [2933/3417] Completed TAL in 0.4s | 2.80 sym/s | Total: 17.4m | ETA: 2.9m
[2026-02-10T20:32:31.906471] [INFO ] [sig       ] [2934/3417] Forecasting TALK...
[2026-02-10T20:32:31.906500] [INFO ] [sig       ] Generating forecast for: TALK
[2026-02-10T20:32:31.906529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2026-02-10T20:32:31.916863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2026-02-10T20:32:31.917172] [INFO ] [FORECASTER] Starting predict_future for TALK
[2026-02-10T20:32:31.918011] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2026-02-10T20:32:31.918089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:31.918122] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:31.918149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:31.918205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:31.976199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:31.976993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:31.977079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:31.977114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:32.098440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:32.098615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:32.098659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:32.098687] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:32.102362] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2026-02-10T20:32:32.102839] [INFO ] [FORECASTER] Completed predict_future for TALK
[2026-02-10T20:32:32.102968] [INFO ] [sig       ] TALK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:32.246672] [INFO ] [LOCAL     ] Saved forecast: TALK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TALK.txt
[2026-02-10T20:32:32.246844] [INFO ] [sig       ] [2934/3417] Completed TALK in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-10T20:32:32.246887] [INFO ] [sig       ] [2935/3417] Forecasting TALO...
[2026-02-10T20:32:32.246919] [INFO ] [sig       ] Generating forecast for: TALO
[2026-02-10T20:32:32.246949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2026-02-10T20:32:32.258104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2026-02-10T20:32:32.258487] [INFO ] [FORECASTER] Starting predict_future for TALO
[2026-02-10T20:32:32.259347] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2026-02-10T20:32:32.259401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:32.259433] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:32.259459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:32.259516] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:32.320410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:32.321599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:32.321693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:32.321726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:32.453689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:32.453855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:32.453896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:32.453927] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:32.457514] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2026-02-10T20:32:32.457874] [INFO ] [FORECASTER] Completed predict_future for TALO
[2026-02-10T20:32:32.458019] [INFO ] [sig       ] TALO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:32.603259] [INFO ] [LOCAL     ] Saved forecast: TALO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TALO.txt
[2026-02-10T20:32:32.603419] [INFO ] [sig       ] [2935/3417] Completed TALO in 0.4s | 2.80 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-10T20:32:32.603466] [INFO ] [sig       ] [2936/3417] Forecasting TAOP...
[2026-02-10T20:32:32.603499] [INFO ] [sig       ] Generating forecast for: TAOP
[2026-02-10T20:32:32.603529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2026-02-10T20:32:32.613863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2026-02-10T20:32:32.614170] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2026-02-10T20:32:32.614964] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2026-02-10T20:32:32.615017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:32.615049] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:32.615077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:32.615133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:32.675669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:32.676550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:32.676697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:32.676733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:32.796877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:32.797043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:32.797085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:32.797114] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:32.800686] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2026-02-10T20:32:32.800990] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2026-02-10T20:32:32.801127] [INFO ] [sig       ] TAOP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:32.948448] [INFO ] [LOCAL     ] Saved forecast: TAOP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TAOP.txt
[2026-02-10T20:32:32.948626] [INFO ] [sig       ] [2936/3417] Completed TAOP in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-10T20:32:32.948671] [INFO ] [sig       ] [2937/3417] Forecasting TAP...
[2026-02-10T20:32:32.948704] [INFO ] [sig       ] Generating forecast for: TAP
[2026-02-10T20:32:32.948736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2026-02-10T20:32:32.959508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2026-02-10T20:32:32.959847] [INFO ] [FORECASTER] Starting predict_future for TAP
[2026-02-10T20:32:32.960877] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2026-02-10T20:32:32.960931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:32.960964] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:32.960994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:32.961053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:33.019510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:33.020427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:33.020517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:33.020551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:33.140796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:33.140957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:33.140997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:33.141025] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:33.144494] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=37.37%)
[2026-02-10T20:32:33.144805] [INFO ] [FORECASTER] Completed predict_future for TAP
[2026-02-10T20:32:33.144934] [INFO ] [sig       ] TAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:33.284456] [INFO ] [LOCAL     ] Saved forecast: TAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TAP.txt
[2026-02-10T20:32:33.284692] [INFO ] [sig       ] [2937/3417] Completed TAP in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.9m
[2026-02-10T20:32:33.284754] [INFO ] [sig       ] [2938/3417] Forecasting TARA...
[2026-02-10T20:32:33.284795] [INFO ] [sig       ] Generating forecast for: TARA
[2026-02-10T20:32:33.284832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2026-02-10T20:32:33.297192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2026-02-10T20:32:33.297864] [INFO ] [FORECASTER] Starting predict_future for TARA
[2026-02-10T20:32:33.298899] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2026-02-10T20:32:33.298961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:33.298997] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:33.299028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:33.299099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:33.384200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:33.385187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:33.385295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:33.385328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:33.525510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:33.525735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:33.525798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:33.525843] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:33.530947] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2026-02-10T20:32:33.531505] [INFO ] [FORECASTER] Completed predict_future for TARA
[2026-02-10T20:32:33.531765] [INFO ] [sig       ] TARA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:33.736511] [INFO ] [LOCAL     ] Saved forecast: TARA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TARA.txt
[2026-02-10T20:32:33.736781] [INFO ] [sig       ] [2938/3417] Completed TARA in 0.5s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:33.736852] [INFO ] [sig       ] [2939/3417] Forecasting TARK...
[2026-02-10T20:32:33.736905] [INFO ] [sig       ] Generating forecast for: TARK
[2026-02-10T20:32:33.736955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2026-02-10T20:32:33.753996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2026-02-10T20:32:33.754544] [INFO ] [FORECASTER] Starting predict_future for TARK
[2026-02-10T20:32:33.755823] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2026-02-10T20:32:33.755898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:33.755943] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:33.755978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:33.756043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:33.844345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:33.845363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:33.845460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:33.845495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:34.027856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:34.028095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:34.028197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:34.028265] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:34.033999] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2026-02-10T20:32:34.034551] [INFO ] [FORECASTER] Completed predict_future for TARK
[2026-02-10T20:32:34.034803] [INFO ] [sig       ] TARK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:34.265231] [INFO ] [LOCAL     ] Saved forecast: TARK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TARK.txt
[2026-02-10T20:32:34.265480] [INFO ] [sig       ] [2939/3417] Completed TARK in 0.5s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:34.265528] [INFO ] [sig       ] [2940/3417] Forecasting TARS...
[2026-02-10T20:32:34.265564] [INFO ] [sig       ] Generating forecast for: TARS
[2026-02-10T20:32:34.265623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2026-02-10T20:32:34.294105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2026-02-10T20:32:34.298971] [INFO ] [FORECASTER] Starting predict_future for TARS
[2026-02-10T20:32:34.300650] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2026-02-10T20:32:34.300786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:34.300831] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:34.301051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:34.301150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:34.404060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:34.405531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:34.405762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:34.405825] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:34.600184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:34.600406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:34.600467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:34.600514] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:34.605881] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2026-02-10T20:32:34.606320] [INFO ] [FORECASTER] Completed predict_future for TARS
[2026-02-10T20:32:34.606543] [INFO ] [sig       ] TARS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:34.793370] [INFO ] [LOCAL     ] Saved forecast: TARS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TARS.txt
[2026-02-10T20:32:34.793553] [INFO ] [sig       ] [2940/3417] Completed TARS in 0.5s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:34.793617] [INFO ] [sig       ] [2941/3417] Forecasting TASK...
[2026-02-10T20:32:34.793649] [INFO ] [sig       ] Generating forecast for: TASK
[2026-02-10T20:32:34.793680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2026-02-10T20:32:34.805497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2026-02-10T20:32:34.805967] [INFO ] [FORECASTER] Starting predict_future for TASK
[2026-02-10T20:32:34.806990] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2026-02-10T20:32:34.807050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:34.807084] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:34.807111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:34.807170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:34.865985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:34.866952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:34.867044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:34.867079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:34.990070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:34.990248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:34.990298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:34.990335] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:34.993977] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2026-02-10T20:32:34.994301] [INFO ] [FORECASTER] Completed predict_future for TASK
[2026-02-10T20:32:34.994443] [INFO ] [sig       ] TASK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:35.139470] [INFO ] [LOCAL     ] Saved forecast: TASK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TASK.txt
[2026-02-10T20:32:35.139839] [INFO ] [sig       ] [2941/3417] Completed TASK in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:35.139880] [INFO ] [sig       ] [2942/3417] Forecasting TAYD...
[2026-02-10T20:32:35.139912] [INFO ] [sig       ] Generating forecast for: TAYD
[2026-02-10T20:32:35.139942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2026-02-10T20:32:35.151617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2026-02-10T20:32:35.151964] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2026-02-10T20:32:35.152822] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2026-02-10T20:32:35.152878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:35.152913] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:35.152940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:35.152997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:35.214745] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:35.215622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:35.215707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:35.215740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:35.327339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:35.327506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:35.327548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:35.327598] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:35.331336] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2026-02-10T20:32:35.331644] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2026-02-10T20:32:35.331776] [INFO ] [sig       ] TAYD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:35.473367] [INFO ] [LOCAL     ] Saved forecast: TAYD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TAYD.txt
[2026-02-10T20:32:35.473497] [INFO ] [sig       ] [2942/3417] Completed TAYD in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:35.473537] [INFO ] [sig       ] [2943/3417] Forecasting TBB...
[2026-02-10T20:32:35.473568] [INFO ] [sig       ] Generating forecast for: TBB
[2026-02-10T20:32:35.473618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2026-02-10T20:32:35.483631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2026-02-10T20:32:35.483934] [INFO ] [FORECASTER] Starting predict_future for TBB
[2026-02-10T20:32:35.484767] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2026-02-10T20:32:35.484822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:35.484912] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:35.484957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:35.485041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:35.542520] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:35.543425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:35.543519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:35.543554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:35.659739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:35.659849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:35.659889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:35.659920] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:35.663498] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2026-02-10T20:32:35.663800] [INFO ] [FORECASTER] Completed predict_future for TBB
[2026-02-10T20:32:35.663952] [INFO ] [sig       ] TBB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:35.805750] [INFO ] [LOCAL     ] Saved forecast: TBB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TBB.txt
[2026-02-10T20:32:35.805866] [INFO ] [sig       ] [2943/3417] Completed TBB in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:35.805905] [INFO ] [sig       ] [2944/3417] Forecasting TBBK...
[2026-02-10T20:32:35.805934] [INFO ] [sig       ] Generating forecast for: TBBK
[2026-02-10T20:32:35.805962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2026-02-10T20:32:35.816278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2026-02-10T20:32:35.816566] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2026-02-10T20:32:35.817376] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2026-02-10T20:32:35.817434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:35.817466] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:35.817493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:35.817549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:35.876114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:35.876777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:35.876856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:35.876887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:36.002646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:36.002828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:36.002876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:36.002908] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:36.006841] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-10T20:32:36.007122] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2026-02-10T20:32:36.007252] [INFO ] [sig       ] TBBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:36.149414] [INFO ] [LOCAL     ] Saved forecast: TBBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TBBK.txt
[2026-02-10T20:32:36.149543] [INFO ] [sig       ] [2944/3417] Completed TBBK in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:36.149601] [INFO ] [sig       ] [2945/3417] Forecasting TBI...
[2026-02-10T20:32:36.149635] [INFO ] [sig       ] Generating forecast for: TBI
[2026-02-10T20:32:36.149666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2026-02-10T20:32:36.159713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2026-02-10T20:32:36.159996] [INFO ] [FORECASTER] Starting predict_future for TBI
[2026-02-10T20:32:36.160783] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2026-02-10T20:32:36.160836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:36.160869] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:36.160896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:36.160956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:36.219547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:36.220173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:36.220251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:36.220284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:36.343101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:36.343233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:36.343271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:36.343300] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:36.346649] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2026-02-10T20:32:36.346924] [INFO ] [FORECASTER] Completed predict_future for TBI
[2026-02-10T20:32:36.347051] [INFO ] [sig       ] TBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:36.489914] [INFO ] [LOCAL     ] Saved forecast: TBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TBI.txt
[2026-02-10T20:32:36.490029] [INFO ] [sig       ] [2945/3417] Completed TBI in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:36.490068] [INFO ] [sig       ] [2946/3417] Forecasting TBIL...
[2026-02-10T20:32:36.490097] [INFO ] [sig       ] Generating forecast for: TBIL
[2026-02-10T20:32:36.490128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2026-02-10T20:32:36.500243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2026-02-10T20:32:36.500528] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2026-02-10T20:32:36.501324] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2026-02-10T20:32:36.501376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:36.501407] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:36.501433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:36.501488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:36.559306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:36.559937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:36.560014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:36.560047] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:36.628097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:36.628268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:36.628318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:36.628393] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:36.632126] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2026-02-10T20:32:36.632443] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2026-02-10T20:32:36.632627] [INFO ] [sig       ] TBIL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:36.781062] [INFO ] [LOCAL     ] Saved forecast: TBIL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TBIL.txt
[2026-02-10T20:32:36.781207] [INFO ] [sig       ] [2946/3417] Completed TBIL in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:36.781255] [INFO ] [sig       ] [2947/3417] Forecasting TBLA...
[2026-02-10T20:32:36.781286] [INFO ] [sig       ] Generating forecast for: TBLA
[2026-02-10T20:32:36.781316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2026-02-10T20:32:36.792122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2026-02-10T20:32:36.792394] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2026-02-10T20:32:36.793191] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2026-02-10T20:32:36.793245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:36.793278] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:36.793306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:36.793363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:36.851879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:36.852498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:36.852594] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:36.852629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:36.975077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:36.975225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:36.975272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:36.975306] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:36.978690] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2026-02-10T20:32:36.978963] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2026-02-10T20:32:36.979093] [INFO ] [sig       ] TBLA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:37.120185] [INFO ] [LOCAL     ] Saved forecast: TBLA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TBLA.txt
[2026-02-10T20:32:37.120314] [INFO ] [sig       ] [2947/3417] Completed TBLA in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:37.120354] [INFO ] [sig       ] [2948/3417] Forecasting TBLD...
[2026-02-10T20:32:37.120384] [INFO ] [sig       ] Generating forecast for: TBLD
[2026-02-10T20:32:37.120414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2026-02-10T20:32:37.131159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2026-02-10T20:32:37.131443] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2026-02-10T20:32:37.132226] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2026-02-10T20:32:37.132280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:37.132313] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:37.132340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:37.132397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:37.191052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:37.191663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:37.191742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:37.191774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:37.313969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:37.314121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:37.314163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:37.314194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:37.317588] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=53.54%)
[2026-02-10T20:32:37.317862] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2026-02-10T20:32:37.318009] [INFO ] [sig       ] TBLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:37.461028] [INFO ] [LOCAL     ] Saved forecast: TBLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TBLD.txt
[2026-02-10T20:32:37.461176] [INFO ] [sig       ] [2948/3417] Completed TBLD in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:37.461216] [INFO ] [sig       ] [2949/3417] Forecasting TBPH...
[2026-02-10T20:32:37.461245] [INFO ] [sig       ] Generating forecast for: TBPH
[2026-02-10T20:32:37.461277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2026-02-10T20:32:37.472331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2026-02-10T20:32:37.472626] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2026-02-10T20:32:37.473388] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2026-02-10T20:32:37.473440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:37.473473] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:37.473500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:37.473556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:37.531716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:37.532324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:37.532404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:37.532437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:37.652460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:37.652628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:37.652669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:37.652699] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:37.656106] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2026-02-10T20:32:37.656385] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2026-02-10T20:32:37.656513] [INFO ] [sig       ] TBPH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:37.801653] [INFO ] [LOCAL     ] Saved forecast: TBPH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TBPH.txt
[2026-02-10T20:32:37.801819] [INFO ] [sig       ] [2949/3417] Completed TBPH in 0.3s | 2.80 sym/s | Total: 17.5m | ETA: 2.8m
[2026-02-10T20:32:37.801859] [INFO ] [sig       ] [2950/3417] Forecasting TBRG...
[2026-02-10T20:32:37.801889] [INFO ] [sig       ] Generating forecast for: TBRG
[2026-02-10T20:32:37.801920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2026-02-10T20:32:37.814034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2026-02-10T20:32:37.814426] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2026-02-10T20:32:37.815301] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2026-02-10T20:32:37.815357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:37.815390] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:37.815419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:37.815685] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:37.878456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:37.879350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:37.879437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:37.879471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:38.004628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:38.004787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:38.004848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:38.004880] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:38.008369] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2026-02-10T20:32:38.008857] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2026-02-10T20:32:38.008986] [INFO ] [sig       ] TBRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:38.152041] [INFO ] [LOCAL     ] Saved forecast: TBRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TBRG.txt
[2026-02-10T20:32:38.152164] [INFO ] [sig       ] [2950/3417] Completed TBRG in 0.4s | 2.80 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-10T20:32:38.152203] [INFO ] [sig       ] [2951/3417] Forecasting TCBI...
[2026-02-10T20:32:38.152233] [INFO ] [sig       ] Generating forecast for: TCBI
[2026-02-10T20:32:38.152263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2026-02-10T20:32:38.162626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2026-02-10T20:32:38.162911] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2026-02-10T20:32:38.163725] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2026-02-10T20:32:38.163780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:38.163814] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:38.163842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:38.163901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:38.221020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:38.221641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:38.221719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:38.221751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:38.347778] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:38.347904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:38.347941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:38.347972] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:38.351393] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2026-02-10T20:32:38.351691] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2026-02-10T20:32:38.351827] [INFO ] [sig       ] TCBI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:38.495065] [INFO ] [LOCAL     ] Saved forecast: TCBI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TCBI.txt
[2026-02-10T20:32:38.495195] [INFO ] [sig       ] [2951/3417] Completed TCBI in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-10T20:32:38.495236] [INFO ] [sig       ] [2952/3417] Forecasting TCBIO...
[2026-02-10T20:32:38.495265] [INFO ] [sig       ] Generating forecast for: TCBIO
[2026-02-10T20:32:38.495299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2026-02-10T20:32:38.506173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2026-02-10T20:32:38.506678] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2026-02-10T20:32:38.507482] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2026-02-10T20:32:38.507536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:38.507592] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:38.507631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:38.507691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:38.564777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:38.565399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:38.565491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:38.565524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:38.680186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:38.680304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:38.680353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:38.680391] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:38.683935] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2026-02-10T20:32:38.684240] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2026-02-10T20:32:38.684383] [INFO ] [sig       ] TCBIO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:38.824978] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TCBIO.txt
[2026-02-10T20:32:38.825101] [INFO ] [sig       ] [2952/3417] Completed TCBIO in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-10T20:32:38.825140] [INFO ] [sig       ] [2953/3417] Forecasting TCBK...
[2026-02-10T20:32:38.825171] [INFO ] [sig       ] Generating forecast for: TCBK
[2026-02-10T20:32:38.825202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2026-02-10T20:32:38.835227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2026-02-10T20:32:38.835507] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2026-02-10T20:32:38.836276] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2026-02-10T20:32:38.836332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:38.836364] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:38.836392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:38.836448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:38.897180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:38.898352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:38.898503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:38.898553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:39.020508] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:39.020679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:39.020720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:39.020749] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:39.024115] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2026-02-10T20:32:39.024419] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2026-02-10T20:32:39.024550] [INFO ] [sig       ] TCBK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:39.166191] [INFO ] [LOCAL     ] Saved forecast: TCBK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TCBK.txt
[2026-02-10T20:32:39.166316] [INFO ] [sig       ] [2953/3417] Completed TCBK in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-10T20:32:39.166356] [INFO ] [sig       ] [2954/3417] Forecasting TCBX...
[2026-02-10T20:32:39.166386] [INFO ] [sig       ] Generating forecast for: TCBX
[2026-02-10T20:32:39.166415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2026-02-10T20:32:39.177051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2026-02-10T20:32:39.177364] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2026-02-10T20:32:39.178215] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2026-02-10T20:32:39.178269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:39.178314] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:39.178343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:39.178400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:39.236001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:39.236650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:39.236728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:39.236760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:39.359944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:39.360105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:39.360147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:39.360176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:39.363640] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=52.93%)
[2026-02-10T20:32:39.363928] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2026-02-10T20:32:39.364059] [INFO ] [sig       ] TCBX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:39.507028] [INFO ] [LOCAL     ] Saved forecast: TCBX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TCBX.txt
[2026-02-10T20:32:39.507160] [INFO ] [sig       ] [2954/3417] Completed TCBX in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.8m
[2026-02-10T20:32:39.507200] [INFO ] [sig       ] [2955/3417] Forecasting TCMD...
[2026-02-10T20:32:39.507231] [INFO ] [sig       ] Generating forecast for: TCMD
[2026-02-10T20:32:39.507261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2026-02-10T20:32:39.517509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2026-02-10T20:32:39.517813] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2026-02-10T20:32:39.518658] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2026-02-10T20:32:39.518711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:39.518742] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:39.518769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:39.518824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:39.575464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:39.576079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:39.576159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:39.576191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:39.701344] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:39.701486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:39.701525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:39.701554] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:39.704878] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=13.60%)
[2026-02-10T20:32:39.705146] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2026-02-10T20:32:39.705272] [INFO ] [sig       ] TCMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:39.845830] [INFO ] [LOCAL     ] Saved forecast: TCMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TCMD.txt
[2026-02-10T20:32:39.845946] [INFO ] [sig       ] [2955/3417] Completed TCMD in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:39.845985] [INFO ] [sig       ] [2956/3417] Forecasting TCOM...
[2026-02-10T20:32:39.846014] [INFO ] [sig       ] Generating forecast for: TCOM
[2026-02-10T20:32:39.846042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2026-02-10T20:32:39.855885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2026-02-10T20:32:39.856170] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2026-02-10T20:32:39.856958] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2026-02-10T20:32:39.857011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:39.857044] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:39.857072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:39.857128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:39.914100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:39.914743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:39.914823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:39.914855] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:40.039916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:40.040078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:40.040119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:40.040149] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:40.043987] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2026-02-10T20:32:40.044287] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2026-02-10T20:32:40.044423] [INFO ] [sig       ] TCOM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:40.186752] [INFO ] [LOCAL     ] Saved forecast: TCOM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TCOM.txt
[2026-02-10T20:32:40.186909] [INFO ] [sig       ] [2956/3417] Completed TCOM in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:40.186950] [INFO ] [sig       ] [2957/3417] Forecasting TCPC...
[2026-02-10T20:32:40.186980] [INFO ] [sig       ] Generating forecast for: TCPC
[2026-02-10T20:32:40.187011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2026-02-10T20:32:40.196968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2026-02-10T20:32:40.197262] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2026-02-10T20:32:40.198084] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2026-02-10T20:32:40.198138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:40.198170] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:40.198198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:40.198254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:40.255832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:40.256485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:40.256563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:40.256615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:40.375986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:40.376121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:40.376161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:40.376189] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:40.379547] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2026-02-10T20:32:40.379837] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2026-02-10T20:32:40.379962] [INFO ] [sig       ] TCPC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:40.522056] [INFO ] [LOCAL     ] Saved forecast: TCPC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TCPC.txt
[2026-02-10T20:32:40.522182] [INFO ] [sig       ] [2957/3417] Completed TCPC in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:40.522221] [INFO ] [sig       ] [2958/3417] Forecasting TCX...
[2026-02-10T20:32:40.522258] [INFO ] [sig       ] Generating forecast for: TCX
[2026-02-10T20:32:40.522290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2026-02-10T20:32:40.532245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2026-02-10T20:32:40.532513] [INFO ] [FORECASTER] Starting predict_future for TCX
[2026-02-10T20:32:40.533286] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2026-02-10T20:32:40.533339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:40.533374] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:40.533408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:40.533478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:40.591375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:40.592018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:40.592097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:40.592130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:40.701729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:40.701882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:40.701923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:40.701952] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:40.705339] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2026-02-10T20:32:40.705632] [INFO ] [FORECASTER] Completed predict_future for TCX
[2026-02-10T20:32:40.705758] [INFO ] [sig       ] TCX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:40.847686] [INFO ] [LOCAL     ] Saved forecast: TCX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TCX.txt
[2026-02-10T20:32:40.847803] [INFO ] [sig       ] [2958/3417] Completed TCX in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:40.847843] [INFO ] [sig       ] [2959/3417] Forecasting TD...
[2026-02-10T20:32:40.847873] [INFO ] [sig       ] Generating forecast for: TD
[2026-02-10T20:32:40.847903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2026-02-10T20:32:40.858378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2026-02-10T20:32:40.858682] [INFO ] [FORECASTER] Starting predict_future for TD
[2026-02-10T20:32:40.859443] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2026-02-10T20:32:40.859496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:40.859529] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:40.859557] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:40.859641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:40.918303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:40.918955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:40.919032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:40.919065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:41.041485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:41.041643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:41.041685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:41.041714] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:41.045069] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2026-02-10T20:32:41.045341] [INFO ] [FORECASTER] Completed predict_future for TD
[2026-02-10T20:32:41.045472] [INFO ] [sig       ] TD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:41.188413] [INFO ] [LOCAL     ] Saved forecast: TD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TD.txt
[2026-02-10T20:32:41.188588] [INFO ] [sig       ] [2959/3417] Completed TD in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:41.188634] [INFO ] [sig       ] [2960/3417] Forecasting TDC...
[2026-02-10T20:32:41.188664] [INFO ] [sig       ] Generating forecast for: TDC
[2026-02-10T20:32:41.188695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2026-02-10T20:32:41.199874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2026-02-10T20:32:41.200176] [INFO ] [FORECASTER] Starting predict_future for TDC
[2026-02-10T20:32:41.201008] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2026-02-10T20:32:41.201060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:41.201117] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:41.201146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:41.201204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:41.259285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:41.260049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:41.260131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:41.260166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:41.380103] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:41.380249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:41.380288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:41.380318] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:41.383712] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2026-02-10T20:32:41.384007] [INFO ] [FORECASTER] Completed predict_future for TDC
[2026-02-10T20:32:41.384134] [INFO ] [sig       ] TDC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:41.526431] [INFO ] [LOCAL     ] Saved forecast: TDC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TDC.txt
[2026-02-10T20:32:41.526566] [INFO ] [sig       ] [2960/3417] Completed TDC in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:41.526819] [INFO ] [sig       ] [2961/3417] Forecasting TDF...
[2026-02-10T20:32:41.526848] [INFO ] [sig       ] Generating forecast for: TDF
[2026-02-10T20:32:41.526878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2026-02-10T20:32:41.538948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2026-02-10T20:32:41.539235] [INFO ] [FORECASTER] Starting predict_future for TDF
[2026-02-10T20:32:41.540031] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2026-02-10T20:32:41.540084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:41.540115] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:41.540143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:41.540199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:41.600567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:41.601427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:41.601512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:41.601544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:41.716999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:41.717107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:41.717147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:41.717192] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:41.720610] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2026-02-10T20:32:41.720879] [INFO ] [FORECASTER] Completed predict_future for TDF
[2026-02-10T20:32:41.721005] [INFO ] [sig       ] TDF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:41.861869] [INFO ] [LOCAL     ] Saved forecast: TDF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TDF.txt
[2026-02-10T20:32:41.861989] [INFO ] [sig       ] [2961/3417] Completed TDF in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:41.862027] [INFO ] [sig       ] [2962/3417] Forecasting TDG...
[2026-02-10T20:32:41.862057] [INFO ] [sig       ] Generating forecast for: TDG
[2026-02-10T20:32:41.862087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2026-02-10T20:32:41.872816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2026-02-10T20:32:41.873107] [INFO ] [FORECASTER] Starting predict_future for TDG
[2026-02-10T20:32:41.873890] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2026-02-10T20:32:41.873943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:41.873976] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:41.874002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:41.874058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:41.932009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:41.932875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:41.932961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:41.932993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:42.056175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:42.056321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:42.056361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:42.056389] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:42.059816] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=32.81%)
[2026-02-10T20:32:42.060091] [INFO ] [FORECASTER] Completed predict_future for TDG
[2026-02-10T20:32:42.060216] [INFO ] [sig       ] TDG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:42.202077] [INFO ] [LOCAL     ] Saved forecast: TDG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TDG.txt
[2026-02-10T20:32:42.202239] [INFO ] [sig       ] [2962/3417] Completed TDG in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:42.202280] [INFO ] [sig       ] [2963/3417] Forecasting TDS...
[2026-02-10T20:32:42.202311] [INFO ] [sig       ] Generating forecast for: TDS
[2026-02-10T20:32:42.202344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2026-02-10T20:32:42.212563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2026-02-10T20:32:42.212932] [INFO ] [FORECASTER] Starting predict_future for TDS
[2026-02-10T20:32:42.213727] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2026-02-10T20:32:42.213780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:42.213812] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:42.213839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:42.213895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:42.270955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:42.271880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:42.271970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:42.272003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:42.393590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:42.393731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:42.393770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:42.393799] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:42.397391] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2026-02-10T20:32:42.397876] [INFO ] [FORECASTER] Completed predict_future for TDS
[2026-02-10T20:32:42.398004] [INFO ] [sig       ] TDS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:42.537863] [INFO ] [LOCAL     ] Saved forecast: TDS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TDS.txt
[2026-02-10T20:32:42.537994] [INFO ] [sig       ] [2963/3417] Completed TDS in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:42.538033] [INFO ] [sig       ] [2964/3417] Forecasting TDSC...
[2026-02-10T20:32:42.538082] [INFO ] [sig       ] Generating forecast for: TDSC
[2026-02-10T20:32:42.538113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2026-02-10T20:32:42.547682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2026-02-10T20:32:42.547952] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2026-02-10T20:32:42.548870] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2026-02-10T20:32:42.548923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:42.548954] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:42.548980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:42.549036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:42.606346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:42.607145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:42.607224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:42.607255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:42.717916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:42.718088] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-10T20:32:42.718131] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:42.718159] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:42.721914] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2026-02-10T20:32:42.722187] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2026-02-10T20:32:42.722314] [INFO ] [sig       ] TDSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:42.866004] [INFO ] [LOCAL     ] Saved forecast: TDSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TDSC.txt
[2026-02-10T20:32:42.866133] [INFO ] [sig       ] [2964/3417] Completed TDSC in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:42.866172] [INFO ] [sig       ] [2965/3417] Forecasting TDUP...
[2026-02-10T20:32:42.866202] [INFO ] [sig       ] Generating forecast for: TDUP
[2026-02-10T20:32:42.866232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2026-02-10T20:32:42.878033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2026-02-10T20:32:42.878350] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2026-02-10T20:32:42.879166] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2026-02-10T20:32:42.879218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:42.879250] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:42.879276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:42.879342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:42.937942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:42.938628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:42.938710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:42.938743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:43.061418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:43.061588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:43.061818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:43.061847] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:43.065728] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2026-02-10T20:32:43.066002] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2026-02-10T20:32:43.066130] [INFO ] [sig       ] TDUP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:43.211640] [INFO ] [LOCAL     ] Saved forecast: TDUP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TDUP.txt
[2026-02-10T20:32:43.211783] [INFO ] [sig       ] [2965/3417] Completed TDUP in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:43.211822] [INFO ] [sig       ] [2966/3417] Forecasting TDY...
[2026-02-10T20:32:43.211852] [INFO ] [sig       ] Generating forecast for: TDY
[2026-02-10T20:32:43.211883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2026-02-10T20:32:43.221990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2026-02-10T20:32:43.222274] [INFO ] [FORECASTER] Starting predict_future for TDY
[2026-02-10T20:32:43.223096] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2026-02-10T20:32:43.223149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:43.223180] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:43.223207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:43.223263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:43.280936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:43.281867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:43.281955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:43.281988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:43.404389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:43.404590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:43.404640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:43.404670] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:43.408289] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2026-02-10T20:32:43.408628] [INFO ] [FORECASTER] Completed predict_future for TDY
[2026-02-10T20:32:43.408768] [INFO ] [sig       ] TDY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:43.552102] [INFO ] [LOCAL     ] Saved forecast: TDY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TDY.txt
[2026-02-10T20:32:43.552264] [INFO ] [sig       ] [2966/3417] Completed TDY in 0.3s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:43.552307] [INFO ] [sig       ] [2967/3417] Forecasting TEAM...
[2026-02-10T20:32:43.552344] [INFO ] [sig       ] Generating forecast for: TEAM
[2026-02-10T20:32:43.552387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2026-02-10T20:32:43.564098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2026-02-10T20:32:43.564445] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2026-02-10T20:32:43.565400] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2026-02-10T20:32:43.565469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:43.565502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:43.565530] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:43.565607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:43.625168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:43.626286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:43.626374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:43.626409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:43.758881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:43.759048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:43.759280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:43.759309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:43.763201] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2026-02-10T20:32:43.763515] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2026-02-10T20:32:43.763677] [INFO ] [sig       ] TEAM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:43.911193] [INFO ] [LOCAL     ] Saved forecast: TEAM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TEAM.txt
[2026-02-10T20:32:43.911337] [INFO ] [sig       ] [2967/3417] Completed TEAM in 0.4s | 2.80 sym/s | Total: 17.6m | ETA: 2.7m
[2026-02-10T20:32:43.911378] [INFO ] [sig       ] [2968/3417] Forecasting TECH...
[2026-02-10T20:32:43.911408] [INFO ] [sig       ] Generating forecast for: TECH
[2026-02-10T20:32:43.911444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2026-02-10T20:32:43.923793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2026-02-10T20:32:43.924073] [INFO ] [FORECASTER] Starting predict_future for TECH
[2026-02-10T20:32:43.924860] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2026-02-10T20:32:43.924913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:43.924945] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:43.924975] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:43.925050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:43.985612] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:43.986350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:43.986432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:43.986465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:44.115459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:44.115611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:44.115651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:44.115680] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:44.119056] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=50.72%)
[2026-02-10T20:32:44.119326] [INFO ] [FORECASTER] Completed predict_future for TECH
[2026-02-10T20:32:44.119459] [INFO ] [sig       ] TECH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:44.260201] [INFO ] [LOCAL     ] Saved forecast: TECH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TECH.txt
[2026-02-10T20:32:44.260330] [INFO ] [sig       ] [2968/3417] Completed TECH in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-10T20:32:44.260370] [INFO ] [sig       ] [2969/3417] Forecasting TECK...
[2026-02-10T20:32:44.260398] [INFO ] [sig       ] Generating forecast for: TECK
[2026-02-10T20:32:44.260428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2026-02-10T20:32:44.271125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2026-02-10T20:32:44.271407] [INFO ] [FORECASTER] Starting predict_future for TECK
[2026-02-10T20:32:44.272207] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2026-02-10T20:32:44.272261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:44.272293] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:44.272321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:44.272377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:44.330168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:44.330812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:44.330891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:44.330924] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:44.456233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:44.456401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:44.456442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:44.456471] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:44.460415] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2026-02-10T20:32:44.460754] [INFO ] [FORECASTER] Completed predict_future for TECK
[2026-02-10T20:32:44.461088] [INFO ] [sig       ] TECK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:44.604249] [INFO ] [LOCAL     ] Saved forecast: TECK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TECK.txt
[2026-02-10T20:32:44.604385] [INFO ] [sig       ] [2969/3417] Completed TECK in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-10T20:32:44.604424] [INFO ] [sig       ] [2970/3417] Forecasting TEI...
[2026-02-10T20:32:44.604455] [INFO ] [sig       ] Generating forecast for: TEI
[2026-02-10T20:32:44.604485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2026-02-10T20:32:44.615117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2026-02-10T20:32:44.615392] [INFO ] [FORECASTER] Starting predict_future for TEI
[2026-02-10T20:32:44.616201] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2026-02-10T20:32:44.616254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:44.616287] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:44.616315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:44.616372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:44.675308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:44.675932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:44.676034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:44.676067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:44.801341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:44.801506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:44.801558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:44.801611] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:44.805698] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2026-02-10T20:32:44.806099] [INFO ] [FORECASTER] Completed predict_future for TEI
[2026-02-10T20:32:44.806281] [INFO ] [sig       ] TEI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:44.965669] [INFO ] [LOCAL     ] Saved forecast: TEI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TEI.txt
[2026-02-10T20:32:44.966089] [INFO ] [sig       ] [2970/3417] Completed TEI in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-10T20:32:44.966147] [INFO ] [sig       ] [2971/3417] Forecasting TELO...
[2026-02-10T20:32:44.966190] [INFO ] [sig       ] Generating forecast for: TELO
[2026-02-10T20:32:44.966231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2026-02-10T20:32:44.979892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2026-02-10T20:32:44.980370] [INFO ] [FORECASTER] Starting predict_future for TELO
[2026-02-10T20:32:44.981411] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2026-02-10T20:32:44.981499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:44.981556] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:44.981618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:44.981693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:45.043664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:45.044545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:45.044656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:45.044693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:45.167009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:45.167175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:45.167217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:45.167248] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:45.171259] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2026-02-10T20:32:45.171562] [INFO ] [FORECASTER] Completed predict_future for TELO
[2026-02-10T20:32:45.171726] [INFO ] [sig       ] TELO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:45.323786] [INFO ] [LOCAL     ] Saved forecast: TELO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TELO.txt
[2026-02-10T20:32:45.323954] [INFO ] [sig       ] [2971/3417] Completed TELO in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.7m
[2026-02-10T20:32:45.323997] [INFO ] [sig       ] [2972/3417] Forecasting TEM...
[2026-02-10T20:32:45.324027] [INFO ] [sig       ] Generating forecast for: TEM
[2026-02-10T20:32:45.324058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2026-02-10T20:32:45.335545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2026-02-10T20:32:45.335966] [INFO ] [FORECASTER] Starting predict_future for TEM
[2026-02-10T20:32:45.336778] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2026-02-10T20:32:45.336832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:45.336865] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:45.336892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:45.336954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:45.400921] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:45.402072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:45.402169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:45.402203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:45.538204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:45.538378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:45.538419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:45.538448] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:45.542357] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2026-02-10T20:32:45.542773] [INFO ] [FORECASTER] Completed predict_future for TEM
[2026-02-10T20:32:45.542924] [INFO ] [sig       ] TEM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:45.692809] [INFO ] [LOCAL     ] Saved forecast: TEM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TEM.txt
[2026-02-10T20:32:45.692960] [INFO ] [sig       ] [2972/3417] Completed TEM in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:45.693000] [INFO ] [sig       ] [2973/3417] Forecasting TENB...
[2026-02-10T20:32:45.693031] [INFO ] [sig       ] Generating forecast for: TENB
[2026-02-10T20:32:45.693062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2026-02-10T20:32:45.703508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2026-02-10T20:32:45.703813] [INFO ] [FORECASTER] Starting predict_future for TENB
[2026-02-10T20:32:45.704588] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2026-02-10T20:32:45.704642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:45.704674] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:45.704702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:45.704758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:45.762225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:45.762854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:45.762932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:45.762964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:45.886183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:45.886315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:45.886354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:45.886384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:45.890588] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2026-02-10T20:32:45.890869] [INFO ] [FORECASTER] Completed predict_future for TENB
[2026-02-10T20:32:45.891007] [INFO ] [sig       ] TENB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:46.036968] [INFO ] [LOCAL     ] Saved forecast: TENB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TENB.txt
[2026-02-10T20:32:46.037137] [INFO ] [sig       ] [2973/3417] Completed TENB in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:46.037178] [INFO ] [sig       ] [2974/3417] Forecasting TENX...
[2026-02-10T20:32:46.037208] [INFO ] [sig       ] Generating forecast for: TENX
[2026-02-10T20:32:46.037238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2026-02-10T20:32:46.051252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2026-02-10T20:32:46.051739] [INFO ] [FORECASTER] Starting predict_future for TENX
[2026-02-10T20:32:46.052798] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2026-02-10T20:32:46.052866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:46.052911] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:46.052949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:46.053027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:46.121101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:46.122315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:46.122417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:46.122453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:46.240502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:46.240724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:46.240769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:46.240798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:46.244341] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2026-02-10T20:32:46.244667] [INFO ] [FORECASTER] Completed predict_future for TENX
[2026-02-10T20:32:46.244808] [INFO ] [sig       ] TENX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:46.404344] [INFO ] [LOCAL     ] Saved forecast: TENX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TENX.txt
[2026-02-10T20:32:46.404511] [INFO ] [sig       ] [2974/3417] Completed TENX in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:46.404555] [INFO ] [sig       ] [2975/3417] Forecasting TERN...
[2026-02-10T20:32:46.404609] [INFO ] [sig       ] Generating forecast for: TERN
[2026-02-10T20:32:46.404644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2026-02-10T20:32:46.415325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2026-02-10T20:32:46.415756] [INFO ] [FORECASTER] Starting predict_future for TERN
[2026-02-10T20:32:46.416599] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2026-02-10T20:32:46.416653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:46.416685] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:46.416712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:46.416768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:46.480047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:46.481167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:46.481255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:46.481288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:46.600846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:46.601015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:46.601057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:46.601088] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:46.604853] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2026-02-10T20:32:46.605143] [INFO ] [FORECASTER] Completed predict_future for TERN
[2026-02-10T20:32:46.605282] [INFO ] [sig       ] TERN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:46.746319] [INFO ] [LOCAL     ] Saved forecast: TERN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TERN.txt
[2026-02-10T20:32:46.746503] [INFO ] [sig       ] [2975/3417] Completed TERN in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:46.746552] [INFO ] [sig       ] [2976/3417] Forecasting TEVA...
[2026-02-10T20:32:46.746619] [INFO ] [sig       ] Generating forecast for: TEVA
[2026-02-10T20:32:46.746660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2026-02-10T20:32:46.757362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2026-02-10T20:32:46.757731] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2026-02-10T20:32:46.758622] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2026-02-10T20:32:46.758685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:46.758718] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:46.758747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:46.758806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:46.816262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:46.817385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:46.817472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:46.817508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:46.939093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:46.939253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:46.939294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:46.939324] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:46.942812] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=42.09%)
[2026-02-10T20:32:46.943091] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2026-02-10T20:32:46.943222] [INFO ] [sig       ] TEVA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:47.086544] [INFO ] [LOCAL     ] Saved forecast: TEVA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TEVA.txt
[2026-02-10T20:32:47.086700] [INFO ] [sig       ] [2976/3417] Completed TEVA in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:47.086739] [INFO ] [sig       ] [2977/3417] Forecasting TEX...
[2026-02-10T20:32:47.086770] [INFO ] [sig       ] Generating forecast for: TEX
[2026-02-10T20:32:47.086800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2026-02-10T20:32:47.097189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2026-02-10T20:32:47.097476] [INFO ] [FORECASTER] Starting predict_future for TEX
[2026-02-10T20:32:47.098348] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2026-02-10T20:32:47.098403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:47.098466] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:47.098508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:47.098622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:47.158825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:47.159481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:47.159596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:47.159638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:47.285408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:47.285588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:47.285638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:47.285667] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:47.289052] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2026-02-10T20:32:47.289326] [INFO ] [FORECASTER] Completed predict_future for TEX
[2026-02-10T20:32:47.289458] [INFO ] [sig       ] TEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:47.432272] [INFO ] [LOCAL     ] Saved forecast: TEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TEX.txt
[2026-02-10T20:32:47.432408] [INFO ] [sig       ] [2977/3417] Completed TEX in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:47.432446] [INFO ] [sig       ] [2978/3417] Forecasting TFC...
[2026-02-10T20:32:47.432476] [INFO ] [sig       ] Generating forecast for: TFC
[2026-02-10T20:32:47.432512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2026-02-10T20:32:47.443945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2026-02-10T20:32:47.444231] [INFO ] [FORECASTER] Starting predict_future for TFC
[2026-02-10T20:32:47.445136] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2026-02-10T20:32:47.445190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:47.445235] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:47.445266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:47.445324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:47.505371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:47.506223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:47.506310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:47.506344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:47.632883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:47.633040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:47.633082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:47.633111] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:47.636479] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2026-02-10T20:32:47.636770] [INFO ] [FORECASTER] Completed predict_future for TFC
[2026-02-10T20:32:47.636902] [INFO ] [sig       ] TFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:47.783120] [INFO ] [LOCAL     ] Saved forecast: TFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TFC.txt
[2026-02-10T20:32:47.783283] [INFO ] [sig       ] [2978/3417] Completed TFC in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:47.783325] [INFO ] [sig       ] [2979/3417] Forecasting TFII...
[2026-02-10T20:32:47.783355] [INFO ] [sig       ] Generating forecast for: TFII
[2026-02-10T20:32:47.783386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2026-02-10T20:32:47.793888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2026-02-10T20:32:47.794255] [INFO ] [FORECASTER] Starting predict_future for TFII
[2026-02-10T20:32:47.795158] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2026-02-10T20:32:47.795212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:47.795245] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:47.795272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:47.795329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:47.854037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:47.854935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:47.855020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:47.855053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:47.975707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:47.975860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:47.975899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:47.975927] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:47.979298] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2026-02-10T20:32:47.979570] [INFO ] [FORECASTER] Completed predict_future for TFII
[2026-02-10T20:32:47.979717] [INFO ] [sig       ] TFII: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:48.124564] [INFO ] [LOCAL     ] Saved forecast: TFII	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TFII.txt
[2026-02-10T20:32:48.124740] [INFO ] [sig       ] [2979/3417] Completed TFII in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:48.124782] [INFO ] [sig       ] [2980/3417] Forecasting TFIN...
[2026-02-10T20:32:48.124812] [INFO ] [sig       ] Generating forecast for: TFIN
[2026-02-10T20:32:48.124843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2026-02-10T20:32:48.134967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2026-02-10T20:32:48.135252] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2026-02-10T20:32:48.136054] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2026-02-10T20:32:48.136108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:48.136140] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:48.136168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:48.136224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:48.193461] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:48.194131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:48.194212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:48.194246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:48.311855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:48.312015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:48.312055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:48.312114] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:48.315620] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2026-02-10T20:32:48.315903] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2026-02-10T20:32:48.316034] [INFO ] [sig       ] TFIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:48.464914] [INFO ] [LOCAL     ] Saved forecast: TFIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TFIN.txt
[2026-02-10T20:32:48.465068] [INFO ] [sig       ] [2980/3417] Completed TFIN in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:48.465109] [INFO ] [sig       ] [2981/3417] Forecasting TFPM...
[2026-02-10T20:32:48.465139] [INFO ] [sig       ] Generating forecast for: TFPM
[2026-02-10T20:32:48.465169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2026-02-10T20:32:48.476421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2026-02-10T20:32:48.476773] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2026-02-10T20:32:48.477586] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2026-02-10T20:32:48.477640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:48.477672] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:48.477700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:48.477756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:48.537594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:48.538484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:48.538608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:48.538650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:48.670470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:48.670674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:48.670722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:48.670752] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:48.675212] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=57.76%)
[2026-02-10T20:32:48.675617] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2026-02-10T20:32:48.675968] [INFO ] [sig       ] TFPM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:48.842489] [INFO ] [LOCAL     ] Saved forecast: TFPM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TFPM.txt
[2026-02-10T20:32:48.842687] [INFO ] [sig       ] [2981/3417] Completed TFPM in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:48.842737] [INFO ] [sig       ] [2982/3417] Forecasting TFSL...
[2026-02-10T20:32:48.842769] [INFO ] [sig       ] Generating forecast for: TFSL
[2026-02-10T20:32:48.842800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2026-02-10T20:32:48.853931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2026-02-10T20:32:48.854323] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2026-02-10T20:32:48.855189] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2026-02-10T20:32:48.855245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:48.855279] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:48.855307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:48.855366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:48.913279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:48.914200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:48.914286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:48.914319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:49.039354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:49.039533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:49.039598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:49.039635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:49.043364] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2026-02-10T20:32:49.043692] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2026-02-10T20:32:49.043832] [INFO ] [sig       ] TFSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:49.200179] [INFO ] [LOCAL     ] Saved forecast: TFSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TFSL.txt
[2026-02-10T20:32:49.200360] [INFO ] [sig       ] [2982/3417] Completed TFSL in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:49.200413] [INFO ] [sig       ] [2983/3417] Forecasting TG...
[2026-02-10T20:32:49.200447] [INFO ] [sig       ] Generating forecast for: TG
[2026-02-10T20:32:49.200481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2026-02-10T20:32:49.211868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2026-02-10T20:32:49.212177] [INFO ] [FORECASTER] Starting predict_future for TG
[2026-02-10T20:32:49.213200] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2026-02-10T20:32:49.213256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:49.213289] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:49.213317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:49.213373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:49.276371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:49.277337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:49.277422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:49.277455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:49.406355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:49.406511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:49.406551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:49.406599] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:49.410250] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2026-02-10T20:32:49.410540] [INFO ] [FORECASTER] Completed predict_future for TG
[2026-02-10T20:32:49.410730] [INFO ] [sig       ] TG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:49.551394] [INFO ] [LOCAL     ] Saved forecast: TG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TG.txt
[2026-02-10T20:32:49.551541] [INFO ] [sig       ] [2983/3417] Completed TG in 0.4s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:49.551599] [INFO ] [sig       ] [2984/3417] Forecasting TGLS...
[2026-02-10T20:32:49.551634] [INFO ] [sig       ] Generating forecast for: TGLS
[2026-02-10T20:32:49.551664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2026-02-10T20:32:49.561912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2026-02-10T20:32:49.562200] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2026-02-10T20:32:49.562977] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2026-02-10T20:32:49.563031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:49.563064] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:49.563092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:49.563150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:49.620730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:49.621402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:49.621482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:49.621514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:49.745807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:49.745950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:49.745989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:49.746018] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:49.749383] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=45.32%)
[2026-02-10T20:32:49.749706] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2026-02-10T20:32:49.749834] [INFO ] [sig       ] TGLS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:49.895641] [INFO ] [LOCAL     ] Saved forecast: TGLS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TGLS.txt
[2026-02-10T20:32:49.895969] [INFO ] [sig       ] [2984/3417] Completed TGLS in 0.3s | 2.80 sym/s | Total: 17.7m | ETA: 2.6m
[2026-02-10T20:32:49.896009] [INFO ] [sig       ] [2985/3417] Forecasting TGNA...
[2026-02-10T20:32:49.896039] [INFO ] [sig       ] Generating forecast for: TGNA
[2026-02-10T20:32:49.896069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2026-02-10T20:32:49.907159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2026-02-10T20:32:49.907486] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2026-02-10T20:32:49.908446] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2026-02-10T20:32:49.908501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:49.908541] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:49.908595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:49.908667] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:49.970333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:49.971435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:49.971521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:49.971554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:50.102007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:50.102154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:50.102213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:50.102244] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:50.105758] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2026-02-10T20:32:50.106029] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2026-02-10T20:32:50.106158] [INFO ] [sig       ] TGNA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:50.249468] [INFO ] [LOCAL     ] Saved forecast: TGNA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TGNA.txt
[2026-02-10T20:32:50.249644] [INFO ] [sig       ] [2985/3417] Completed TGNA in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-10T20:32:50.249695] [INFO ] [sig       ] [2986/3417] Forecasting TGS...
[2026-02-10T20:32:50.249724] [INFO ] [sig       ] Generating forecast for: TGS
[2026-02-10T20:32:50.249755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2026-02-10T20:32:50.260681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2026-02-10T20:32:50.260973] [INFO ] [FORECASTER] Starting predict_future for TGS
[2026-02-10T20:32:50.261939] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2026-02-10T20:32:50.261996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:50.262028] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:50.262054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:50.262110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:50.325072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:50.325853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:50.325933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:50.325966] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:50.444852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:50.445008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:50.445047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:50.445076] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:50.448694] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2026-02-10T20:32:50.448975] [INFO ] [FORECASTER] Completed predict_future for TGS
[2026-02-10T20:32:50.449105] [INFO ] [sig       ] TGS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:50.593104] [INFO ] [LOCAL     ] Saved forecast: TGS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TGS.txt
[2026-02-10T20:32:50.593231] [INFO ] [sig       ] [2986/3417] Completed TGS in 0.3s | 2.80 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-10T20:32:50.593271] [INFO ] [sig       ] [2987/3417] Forecasting TGTX...
[2026-02-10T20:32:50.593301] [INFO ] [sig       ] Generating forecast for: TGTX
[2026-02-10T20:32:50.593331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2026-02-10T20:32:50.603865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2026-02-10T20:32:50.604366] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2026-02-10T20:32:50.605144] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2026-02-10T20:32:50.605197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:50.605228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:50.605256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:50.605317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:50.664151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:50.665065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:50.665228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:50.665282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:50.794121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:50.794237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:50.794279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:50.794310] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:50.798235] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2026-02-10T20:32:50.798512] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2026-02-10T20:32:50.798667] [INFO ] [sig       ] TGTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:50.944197] [INFO ] [LOCAL     ] Saved forecast: TGTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TGTX.txt
[2026-02-10T20:32:50.944346] [INFO ] [sig       ] [2987/3417] Completed TGTX in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-10T20:32:50.944386] [INFO ] [sig       ] [2988/3417] Forecasting TH...
[2026-02-10T20:32:50.944418] [INFO ] [sig       ] Generating forecast for: TH
[2026-02-10T20:32:50.944448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2026-02-10T20:32:50.954849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2026-02-10T20:32:50.955172] [INFO ] [FORECASTER] Starting predict_future for TH
[2026-02-10T20:32:50.956188] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2026-02-10T20:32:50.956242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:50.956274] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:50.956300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:50.956356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:51.018947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:51.019830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:51.019915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:51.019948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:51.151275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:51.151436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:51.151477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:51.151508] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:51.155619] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2026-02-10T20:32:51.155892] [INFO ] [FORECASTER] Completed predict_future for TH
[2026-02-10T20:32:51.156023] [INFO ] [sig       ] TH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:51.302536] [INFO ] [LOCAL     ] Saved forecast: TH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TH.txt
[2026-02-10T20:32:51.302693] [INFO ] [sig       ] [2988/3417] Completed TH in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.6m
[2026-02-10T20:32:51.302734] [INFO ] [sig       ] [2989/3417] Forecasting THC...
[2026-02-10T20:32:51.302763] [INFO ] [sig       ] Generating forecast for: THC
[2026-02-10T20:32:51.302794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2026-02-10T20:32:51.315161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2026-02-10T20:32:51.315485] [INFO ] [FORECASTER] Starting predict_future for THC
[2026-02-10T20:32:51.316325] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2026-02-10T20:32:51.316382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:51.316415] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:51.316465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:51.316524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:51.379167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:51.380117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:51.380202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:51.380234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:51.510895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:51.511052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:51.511093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:51.511123] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:51.514614] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2026-02-10T20:32:51.514889] [INFO ] [FORECASTER] Completed predict_future for THC
[2026-02-10T20:32:51.515023] [INFO ] [sig       ] THC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:51.665941] [INFO ] [LOCAL     ] Saved forecast: THC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/THC.txt
[2026-02-10T20:32:51.666094] [INFO ] [sig       ] [2989/3417] Completed THC in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:51.666144] [INFO ] [sig       ] [2990/3417] Forecasting THFF...
[2026-02-10T20:32:51.666182] [INFO ] [sig       ] Generating forecast for: THFF
[2026-02-10T20:32:51.666218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2026-02-10T20:32:51.678000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2026-02-10T20:32:51.678326] [INFO ] [FORECASTER] Starting predict_future for THFF
[2026-02-10T20:32:51.679194] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2026-02-10T20:32:51.679248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:51.679282] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:51.679309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:51.679367] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:51.739635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:51.740500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:51.740610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:51.740649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:51.870548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:51.870733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:51.870775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:51.870805] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:51.874679] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2026-02-10T20:32:51.875022] [INFO ] [FORECASTER] Completed predict_future for THFF
[2026-02-10T20:32:51.875167] [INFO ] [sig       ] THFF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:52.020730] [INFO ] [LOCAL     ] Saved forecast: THFF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/THFF.txt
[2026-02-10T20:32:52.021126] [INFO ] [sig       ] [2990/3417] Completed THFF in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:52.021186] [INFO ] [sig       ] [2991/3417] Forecasting THG...
[2026-02-10T20:32:52.021230] [INFO ] [sig       ] Generating forecast for: THG
[2026-02-10T20:32:52.021273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2026-02-10T20:32:52.034317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2026-02-10T20:32:52.034675] [INFO ] [FORECASTER] Starting predict_future for THG
[2026-02-10T20:32:52.035730] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2026-02-10T20:32:52.035785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:52.035818] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:52.035846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:52.035904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:52.096266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:52.097282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:52.097365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:52.097398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:52.238410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:52.238600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:52.238663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:52.238701] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:52.243614] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=71.23%)
[2026-02-10T20:32:52.244180] [INFO ] [FORECASTER] Completed predict_future for THG
[2026-02-10T20:32:52.244374] [INFO ] [sig       ] THG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:52.403035] [INFO ] [LOCAL     ] Saved forecast: THG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/THG.txt
[2026-02-10T20:32:52.403181] [INFO ] [sig       ] [2991/3417] Completed THG in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:52.403221] [INFO ] [sig       ] [2992/3417] Forecasting THO...
[2026-02-10T20:32:52.403250] [INFO ] [sig       ] Generating forecast for: THO
[2026-02-10T20:32:52.403280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2026-02-10T20:32:52.413430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2026-02-10T20:32:52.413751] [INFO ] [FORECASTER] Starting predict_future for THO
[2026-02-10T20:32:52.414520] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2026-02-10T20:32:52.414596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:52.414632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:52.414660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:52.414717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:52.475013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:52.475763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:52.475847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:52.475881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:52.617214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:52.617373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:52.617415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:52.617443] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:52.621215] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2026-02-10T20:32:52.621515] [INFO ] [FORECASTER] Completed predict_future for THO
[2026-02-10T20:32:52.621683] [INFO ] [sig       ] THO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:52.767819] [INFO ] [LOCAL     ] Saved forecast: THO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/THO.txt
[2026-02-10T20:32:52.767995] [INFO ] [sig       ] [2992/3417] Completed THO in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:52.768036] [INFO ] [sig       ] [2993/3417] Forecasting THQ...
[2026-02-10T20:32:52.768088] [INFO ] [sig       ] Generating forecast for: THQ
[2026-02-10T20:32:52.768144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2026-02-10T20:32:52.779642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2026-02-10T20:32:52.780102] [INFO ] [FORECASTER] Starting predict_future for THQ
[2026-02-10T20:32:52.781019] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2026-02-10T20:32:52.781074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:52.781107] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:52.781134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:52.781191] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:52.840225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:52.841096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:52.841189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:52.841223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:52.964230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:52.964445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:52.964499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:52.964532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:52.968563] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2026-02-10T20:32:52.968895] [INFO ] [FORECASTER] Completed predict_future for THQ
[2026-02-10T20:32:52.969038] [INFO ] [sig       ] THQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:53.122339] [INFO ] [LOCAL     ] Saved forecast: THQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/THQ.txt
[2026-02-10T20:32:53.122489] [INFO ] [sig       ] [2993/3417] Completed THQ in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:53.122531] [INFO ] [sig       ] [2994/3417] Forecasting THRM...
[2026-02-10T20:32:53.122562] [INFO ] [sig       ] Generating forecast for: THRM
[2026-02-10T20:32:53.122635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2026-02-10T20:32:53.134441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2026-02-10T20:32:53.134760] [INFO ] [FORECASTER] Starting predict_future for THRM
[2026-02-10T20:32:53.135564] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2026-02-10T20:32:53.135669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:53.135746] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:53.135779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:53.135843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:53.198075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:53.198884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:53.198974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:53.199008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:53.329860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:53.330020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:53.330060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:53.330089] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:53.333542] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2026-02-10T20:32:53.333877] [INFO ] [FORECASTER] Completed predict_future for THRM
[2026-02-10T20:32:53.334017] [INFO ] [sig       ] THRM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:53.479776] [INFO ] [LOCAL     ] Saved forecast: THRM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/THRM.txt
[2026-02-10T20:32:53.480109] [INFO ] [sig       ] [2994/3417] Completed THRM in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:53.480151] [INFO ] [sig       ] [2995/3417] Forecasting THRY...
[2026-02-10T20:32:53.480182] [INFO ] [sig       ] Generating forecast for: THRY
[2026-02-10T20:32:53.480213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2026-02-10T20:32:53.491344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2026-02-10T20:32:53.491697] [INFO ] [FORECASTER] Starting predict_future for THRY
[2026-02-10T20:32:53.492500] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2026-02-10T20:32:53.492553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:53.492608] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:53.492637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:53.492694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:53.549868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:53.550983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:53.551090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:53.551134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:53.687303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:53.687463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:53.687503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:53.687532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:53.690982] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2026-02-10T20:32:53.691263] [INFO ] [FORECASTER] Completed predict_future for THRY
[2026-02-10T20:32:53.691393] [INFO ] [sig       ] THRY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:53.837114] [INFO ] [LOCAL     ] Saved forecast: THRY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/THRY.txt
[2026-02-10T20:32:53.837272] [INFO ] [sig       ] [2995/3417] Completed THRY in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:53.837313] [INFO ] [sig       ] [2996/3417] Forecasting THS...
[2026-02-10T20:32:53.837343] [INFO ] [sig       ] Generating forecast for: THS
[2026-02-10T20:32:53.837375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2026-02-10T20:32:53.847770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2026-02-10T20:32:53.848100] [INFO ] [FORECASTER] Starting predict_future for THS
[2026-02-10T20:32:53.848906] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2026-02-10T20:32:53.848959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:53.848992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:53.849019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:53.849075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:53.906288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:53.907122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:53.907208] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:53.907242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:54.033247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:54.033424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:54.033479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:54.033520] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:54.037197] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2026-02-10T20:32:54.037494] [INFO ] [FORECASTER] Completed predict_future for THS
[2026-02-10T20:32:54.037654] [INFO ] [sig       ] THS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:54.183012] [INFO ] [LOCAL     ] Saved forecast: THS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/THS.txt
[2026-02-10T20:32:54.183163] [INFO ] [sig       ] [2996/3417] Completed THS in 0.3s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:54.183202] [INFO ] [sig       ] [2997/3417] Forecasting TIGO...
[2026-02-10T20:32:54.183231] [INFO ] [sig       ] Generating forecast for: TIGO
[2026-02-10T20:32:54.183263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2026-02-10T20:32:54.194467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2026-02-10T20:32:54.194833] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2026-02-10T20:32:54.195642] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2026-02-10T20:32:54.195694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:54.195726] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:54.195752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:54.195807] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:54.255202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:54.256136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:54.256225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:54.256258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:54.384248] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:54.384467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:54.384515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:54.384590] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:54.389060] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2026-02-10T20:32:54.389386] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2026-02-10T20:32:54.389524] [INFO ] [sig       ] TIGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:54.535470] [INFO ] [LOCAL     ] Saved forecast: TIGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TIGO.txt
[2026-02-10T20:32:54.535654] [INFO ] [sig       ] [2997/3417] Completed TIGO in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:54.535699] [INFO ] [sig       ] [2998/3417] Forecasting TIL...
[2026-02-10T20:32:54.535730] [INFO ] [sig       ] Generating forecast for: TIL
[2026-02-10T20:32:54.535771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2026-02-10T20:32:54.546858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2026-02-10T20:32:54.547196] [INFO ] [FORECASTER] Starting predict_future for TIL
[2026-02-10T20:32:54.548002] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2026-02-10T20:32:54.548081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:54.548115] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:54.548144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:54.548202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:54.609051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:54.610150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:54.610248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:54.610282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:54.734367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:54.734532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:54.734592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:54.734634] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:54.738690] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2026-02-10T20:32:54.738976] [INFO ] [FORECASTER] Completed predict_future for TIL
[2026-02-10T20:32:54.739108] [INFO ] [sig       ] TIL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:54.892012] [INFO ] [LOCAL     ] Saved forecast: TIL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TIL.txt
[2026-02-10T20:32:54.892147] [INFO ] [sig       ] [2998/3417] Completed TIL in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:54.892186] [INFO ] [sig       ] [2999/3417] Forecasting TILE...
[2026-02-10T20:32:54.892216] [INFO ] [sig       ] Generating forecast for: TILE
[2026-02-10T20:32:54.892246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2026-02-10T20:32:54.904661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2026-02-10T20:32:54.904959] [INFO ] [FORECASTER] Starting predict_future for TILE
[2026-02-10T20:32:54.905760] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2026-02-10T20:32:54.905822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:54.905853] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:54.905880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:54.905937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:54.964668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:54.965465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:54.965546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:54.965598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:55.093511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:55.093697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:55.093750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:55.093787] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:55.097455] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2026-02-10T20:32:55.097762] [INFO ] [FORECASTER] Completed predict_future for TILE
[2026-02-10T20:32:55.097898] [INFO ] [sig       ] TILE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:55.246318] [INFO ] [LOCAL     ] Saved forecast: TILE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TILE.txt
[2026-02-10T20:32:55.246480] [INFO ] [sig       ] [2999/3417] Completed TILE in 0.4s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:55.246522] [INFO ] [sig       ] [3000/3417] Forecasting TIMB...
[2026-02-10T20:32:55.246554] [INFO ] [sig       ] Generating forecast for: TIMB
[2026-02-10T20:32:55.246609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2026-02-10T20:32:55.257952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2026-02-10T20:32:55.258327] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2026-02-10T20:32:55.259195] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2026-02-10T20:32:55.259255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:55.259289] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:55.259316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:55.259373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:55.317988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:55.318915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:55.319005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:55.319039] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:55.443495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:55.443668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:55.443712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:55.443744] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:55.447451] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2026-02-10T20:32:55.447769] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2026-02-10T20:32:55.447914] [INFO ] [sig       ] TIMB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:55.594068] [INFO ] [LOCAL     ] Saved forecast: TIMB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TIMB.txt
[2026-02-10T20:32:55.594248] [INFO ] [sig       ] [3000/3417] Completed TIMB in 0.3s | 2.80 sym/s | Total: 17.8m | ETA: 2.5m
[2026-02-10T20:32:55.594290] [INFO ] [sig       ] [3001/3417] Forecasting TITN...
[2026-02-10T20:32:55.594325] [INFO ] [sig       ] Generating forecast for: TITN
[2026-02-10T20:32:55.594366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2026-02-10T20:32:55.606044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2026-02-10T20:32:55.606399] [INFO ] [FORECASTER] Starting predict_future for TITN
[2026-02-10T20:32:55.607262] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2026-02-10T20:32:55.607315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:55.607354] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:55.607383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:55.607444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:55.670456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:55.671416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:55.671503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:55.671537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:55.792676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:55.792851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:55.792891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:55.792930] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:55.796662] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2026-02-10T20:32:55.796983] [INFO ] [FORECASTER] Completed predict_future for TITN
[2026-02-10T20:32:55.797118] [INFO ] [sig       ] TITN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:55.940519] [INFO ] [LOCAL     ] Saved forecast: TITN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TITN.txt
[2026-02-10T20:32:55.940708] [INFO ] [sig       ] [3001/3417] Completed TITN in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-10T20:32:55.940751] [INFO ] [sig       ] [3002/3417] Forecasting TJX...
[2026-02-10T20:32:55.940781] [INFO ] [sig       ] Generating forecast for: TJX
[2026-02-10T20:32:55.940812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2026-02-10T20:32:55.952110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2026-02-10T20:32:55.952499] [INFO ] [FORECASTER] Starting predict_future for TJX
[2026-02-10T20:32:55.953336] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2026-02-10T20:32:55.953403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:55.953436] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:55.953464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:55.953520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:56.012641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:56.013551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:56.013668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:56.013711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:56.139393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:56.139552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:56.139613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:56.139645] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:56.143218] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2026-02-10T20:32:56.143518] [INFO ] [FORECASTER] Completed predict_future for TJX
[2026-02-10T20:32:56.143729] [INFO ] [sig       ] TJX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:56.290924] [INFO ] [LOCAL     ] Saved forecast: TJX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TJX.txt
[2026-02-10T20:32:56.291064] [INFO ] [sig       ] [3002/3417] Completed TJX in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-10T20:32:56.291104] [INFO ] [sig       ] [3003/3417] Forecasting TK...
[2026-02-10T20:32:56.291135] [INFO ] [sig       ] Generating forecast for: TK
[2026-02-10T20:32:56.291165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2026-02-10T20:32:56.301911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2026-02-10T20:32:56.302292] [INFO ] [FORECASTER] Starting predict_future for TK
[2026-02-10T20:32:56.303215] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2026-02-10T20:32:56.303269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:56.303301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:56.303328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:56.303384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:56.361686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:56.362677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:56.362763] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:56.362797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:56.486589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:56.486752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:56.486793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:56.486822] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:56.490401] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2026-02-10T20:32:56.490711] [INFO ] [FORECASTER] Completed predict_future for TK
[2026-02-10T20:32:56.490854] [INFO ] [sig       ] TK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:56.640543] [INFO ] [LOCAL     ] Saved forecast: TK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TK.txt
[2026-02-10T20:32:56.640730] [INFO ] [sig       ] [3003/3417] Completed TK in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-10T20:32:56.640782] [INFO ] [sig       ] [3004/3417] Forecasting TKC...
[2026-02-10T20:32:56.640819] [INFO ] [sig       ] Generating forecast for: TKC
[2026-02-10T20:32:56.640853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2026-02-10T20:32:56.651477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2026-02-10T20:32:56.651824] [INFO ] [FORECASTER] Starting predict_future for TKC
[2026-02-10T20:32:56.652614] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2026-02-10T20:32:56.652671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:56.652709] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:56.652744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:56.652812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:56.710397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:56.711240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:56.711324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:56.711389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:56.872767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:56.872938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:56.872980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:56.873011] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:56.876667] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2026-02-10T20:32:56.876990] [INFO ] [FORECASTER] Completed predict_future for TKC
[2026-02-10T20:32:56.877134] [INFO ] [sig       ] TKC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:57.027439] [INFO ] [LOCAL     ] Saved forecast: TKC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TKC.txt
[2026-02-10T20:32:57.027652] [INFO ] [sig       ] [3004/3417] Completed TKC in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-10T20:32:57.027699] [INFO ] [sig       ] [3005/3417] Forecasting TKNO...
[2026-02-10T20:32:57.027731] [INFO ] [sig       ] Generating forecast for: TKNO
[2026-02-10T20:32:57.027763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2026-02-10T20:32:57.039201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2026-02-10T20:32:57.039601] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2026-02-10T20:32:57.040436] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2026-02-10T20:32:57.040490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:57.040522] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:57.040550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:57.040625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:57.099556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:57.100558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:57.100667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:57.100705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:57.222775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:57.222943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:57.222987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:57.223017] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:57.226561] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2026-02-10T20:32:57.226884] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2026-02-10T20:32:57.227026] [INFO ] [sig       ] TKNO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:57.374188] [INFO ] [LOCAL     ] Saved forecast: TKNO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TKNO.txt
[2026-02-10T20:32:57.374358] [INFO ] [sig       ] [3005/3417] Completed TKNO in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.5m
[2026-02-10T20:32:57.374427] [INFO ] [sig       ] [3006/3417] Forecasting TKO...
[2026-02-10T20:32:57.374459] [INFO ] [sig       ] Generating forecast for: TKO
[2026-02-10T20:32:57.374491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2026-02-10T20:32:57.386494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2026-02-10T20:32:57.387005] [INFO ] [FORECASTER] Starting predict_future for TKO
[2026-02-10T20:32:57.388139] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2026-02-10T20:32:57.388208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:57.388253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:57.388292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:57.388374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:57.446947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:57.447891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:57.447977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:57.448012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:57.572131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:57.572307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:57.572348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:57.572387] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:57.575958] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2026-02-10T20:32:57.576245] [INFO ] [FORECASTER] Completed predict_future for TKO
[2026-02-10T20:32:57.576381] [INFO ] [sig       ] TKO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:57.727487] [INFO ] [LOCAL     ] Saved forecast: TKO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TKO.txt
[2026-02-10T20:32:57.727698] [INFO ] [sig       ] [3006/3417] Completed TKO in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:57.727753] [INFO ] [sig       ] [3007/3417] Forecasting TLK...
[2026-02-10T20:32:57.727795] [INFO ] [sig       ] Generating forecast for: TLK
[2026-02-10T20:32:57.727830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2026-02-10T20:32:57.739358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2026-02-10T20:32:57.739846] [INFO ] [FORECASTER] Starting predict_future for TLK
[2026-02-10T20:32:57.740731] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2026-02-10T20:32:57.740786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:57.740819] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:57.740846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:57.740905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:57.798466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:57.799420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:57.799510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:57.799543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:57.927160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:57.927326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:57.927367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:57.927395] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:57.930987] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2026-02-10T20:32:57.931293] [INFO ] [FORECASTER] Completed predict_future for TLK
[2026-02-10T20:32:57.931450] [INFO ] [sig       ] TLK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:58.074875] [INFO ] [LOCAL     ] Saved forecast: TLK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TLK.txt
[2026-02-10T20:32:58.075056] [INFO ] [sig       ] [3007/3417] Completed TLK in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:58.075100] [INFO ] [sig       ] [3008/3417] Forecasting TLS...
[2026-02-10T20:32:58.075130] [INFO ] [sig       ] Generating forecast for: TLS
[2026-02-10T20:32:58.075161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2026-02-10T20:32:58.085699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2026-02-10T20:32:58.086062] [INFO ] [FORECASTER] Starting predict_future for TLS
[2026-02-10T20:32:58.086908] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2026-02-10T20:32:58.086963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:58.086995] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:58.087022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:58.087085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:58.143901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:58.144674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:58.144760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:58.144793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:58.267748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:58.268093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:58.268140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:58.268169] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:58.271824] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=59.12%)
[2026-02-10T20:32:58.272135] [INFO ] [FORECASTER] Completed predict_future for TLS
[2026-02-10T20:32:58.272307] [INFO ] [sig       ] TLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:32:58.414829] [INFO ] [LOCAL     ] Saved forecast: TLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TLS.txt
[2026-02-10T20:32:58.414993] [INFO ] [sig       ] [3008/3417] Completed TLS in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:58.415035] [INFO ] [sig       ] [3009/3417] Forecasting TLSA...
[2026-02-10T20:32:58.415065] [INFO ] [sig       ] Generating forecast for: TLSA
[2026-02-10T20:32:58.415102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2026-02-10T20:32:58.427290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2026-02-10T20:32:58.427630] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2026-02-10T20:32:58.428696] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2026-02-10T20:32:58.428749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:58.428782] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:58.428810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:58.428871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:58.489286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:58.490101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:58.490186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:58.490222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:58.615706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:58.615873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:58.615936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:58.615967] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:58.619668] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2026-02-10T20:32:58.619956] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2026-02-10T20:32:58.620088] [INFO ] [sig       ] TLSA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:58.775999] [INFO ] [LOCAL     ] Saved forecast: TLSA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TLSA.txt
[2026-02-10T20:32:58.776197] [INFO ] [sig       ] [3009/3417] Completed TLSA in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:58.776261] [INFO ] [sig       ] [3010/3417] Forecasting TLSI...
[2026-02-10T20:32:58.776308] [INFO ] [sig       ] Generating forecast for: TLSI
[2026-02-10T20:32:58.776355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2026-02-10T20:32:58.789145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2026-02-10T20:32:58.789677] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2026-02-10T20:32:58.790908] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2026-02-10T20:32:58.790982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:58.791029] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:58.791071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:58.791153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:58.857313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:58.858514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:58.858622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:58.858659] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:58.983016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:58.983207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:58.983269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:58.983318] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:58.988660] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2026-02-10T20:32:58.989089] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2026-02-10T20:32:58.989302] [INFO ] [sig       ] TLSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:59.150601] [INFO ] [LOCAL     ] Saved forecast: TLSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TLSI.txt
[2026-02-10T20:32:59.150759] [INFO ] [sig       ] [3010/3417] Completed TLSI in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:59.150801] [INFO ] [sig       ] [3011/3417] Forecasting TLYS...
[2026-02-10T20:32:59.150834] [INFO ] [sig       ] Generating forecast for: TLYS
[2026-02-10T20:32:59.150866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2026-02-10T20:32:59.163589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2026-02-10T20:32:59.164018] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2026-02-10T20:32:59.164835] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2026-02-10T20:32:59.164891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:59.164953] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:59.164983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:59.165041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:59.223076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:59.224039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:59.224126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:59.224159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:59.345983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:59.346140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:59.346181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:59.346210] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:59.349737] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2026-02-10T20:32:59.350015] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2026-02-10T20:32:59.350144] [INFO ] [sig       ] TLYS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:59.499141] [INFO ] [LOCAL     ] Saved forecast: TLYS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TLYS.txt
[2026-02-10T20:32:59.499311] [INFO ] [sig       ] [3011/3417] Completed TLYS in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:59.499354] [INFO ] [sig       ] [3012/3417] Forecasting TM...
[2026-02-10T20:32:59.499383] [INFO ] [sig       ] Generating forecast for: TM
[2026-02-10T20:32:59.499413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2026-02-10T20:32:59.510798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2026-02-10T20:32:59.511217] [INFO ] [FORECASTER] Starting predict_future for TM
[2026-02-10T20:32:59.512074] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2026-02-10T20:32:59.512129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:59.512161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:59.512188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:59.512245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:59.574351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:59.575209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:59.575294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:59.575326] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:32:59.701746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:32:59.701911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:32:59.701955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:32:59.701984] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:32:59.706166] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2026-02-10T20:32:59.706469] [INFO ] [FORECASTER] Completed predict_future for TM
[2026-02-10T20:32:59.706625] [INFO ] [sig       ] TM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:32:59.916628] [INFO ] [LOCAL     ] Saved forecast: TM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TM.txt
[2026-02-10T20:32:59.916776] [INFO ] [sig       ] [3012/3417] Completed TM in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:32:59.916816] [INFO ] [sig       ] [3013/3417] Forecasting TMC...
[2026-02-10T20:32:59.916847] [INFO ] [sig       ] Generating forecast for: TMC
[2026-02-10T20:32:59.916876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2026-02-10T20:32:59.927441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2026-02-10T20:32:59.927740] [INFO ] [FORECASTER] Starting predict_future for TMC
[2026-02-10T20:32:59.928540] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2026-02-10T20:32:59.928617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:32:59.928663] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:32:59.928691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:32:59.928746] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:32:59.989405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:32:59.990215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:32:59.990296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:32:59.990329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:00.114731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:00.114874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:00.114913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:00.114941] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:00.118762] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=42.85%)
[2026-02-10T20:33:00.119033] [INFO ] [FORECASTER] Completed predict_future for TMC
[2026-02-10T20:33:00.119162] [INFO ] [sig       ] TMC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:00.261694] [INFO ] [LOCAL     ] Saved forecast: TMC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TMC.txt
[2026-02-10T20:33:00.261805] [INFO ] [sig       ] [3013/3417] Completed TMC in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:33:00.261849] [INFO ] [sig       ] [3014/3417] Forecasting TMCI...
[2026-02-10T20:33:00.261878] [INFO ] [sig       ] Generating forecast for: TMCI
[2026-02-10T20:33:00.261910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2026-02-10T20:33:00.272148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2026-02-10T20:33:00.272422] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2026-02-10T20:33:00.273197] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2026-02-10T20:33:00.273250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:00.273282] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:00.273309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:00.273366] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:00.330547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:00.331180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:00.331259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:00.331291] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:00.452050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:00.452163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:00.452199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:00.452257] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:00.455595] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2026-02-10T20:33:00.455869] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2026-02-10T20:33:00.455997] [INFO ] [sig       ] TMCI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:00.598027] [INFO ] [LOCAL     ] Saved forecast: TMCI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TMCI.txt
[2026-02-10T20:33:00.598171] [INFO ] [sig       ] [3014/3417] Completed TMCI in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:33:00.598210] [INFO ] [sig       ] [3015/3417] Forecasting TMDX...
[2026-02-10T20:33:00.598240] [INFO ] [sig       ] Generating forecast for: TMDX
[2026-02-10T20:33:00.598272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2026-02-10T20:33:00.608464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2026-02-10T20:33:00.608772] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2026-02-10T20:33:00.609557] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2026-02-10T20:33:00.609635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:00.609670] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:00.609696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:00.609753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:00.666640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:00.667255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:00.667331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:00.667364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:00.790154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:00.790286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:00.790323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:00.790352] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:00.793700] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2026-02-10T20:33:00.793968] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2026-02-10T20:33:00.794094] [INFO ] [sig       ] TMDX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:00.937837] [INFO ] [LOCAL     ] Saved forecast: TMDX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TMDX.txt
[2026-02-10T20:33:00.937979] [INFO ] [sig       ] [3015/3417] Completed TMDX in 0.3s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:33:00.938019] [INFO ] [sig       ] [3016/3417] Forecasting TME...
[2026-02-10T20:33:00.938067] [INFO ] [sig       ] Generating forecast for: TME
[2026-02-10T20:33:00.938099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2026-02-10T20:33:00.949037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2026-02-10T20:33:00.949322] [INFO ] [FORECASTER] Starting predict_future for TME
[2026-02-10T20:33:00.950129] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2026-02-10T20:33:00.950183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:00.950215] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:00.950241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:00.950298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:01.010109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:01.011338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:01.011422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:01.011455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:01.168600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:01.168722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:01.168762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:01.168795] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:01.172767] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2026-02-10T20:33:01.173102] [INFO ] [FORECASTER] Completed predict_future for TME
[2026-02-10T20:33:01.173426] [INFO ] [sig       ] TME: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:01.331462] [INFO ] [LOCAL     ] Saved forecast: TME	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TME.txt
[2026-02-10T20:33:01.331642] [INFO ] [sig       ] [3016/3417] Completed TME in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:33:01.331686] [INFO ] [sig       ] [3017/3417] Forecasting TMHC...
[2026-02-10T20:33:01.331727] [INFO ] [sig       ] Generating forecast for: TMHC
[2026-02-10T20:33:01.331773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2026-02-10T20:33:01.347372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2026-02-10T20:33:01.347816] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2026-02-10T20:33:01.348893] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2026-02-10T20:33:01.348969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:01.349014] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:01.349052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:01.349135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:01.421595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:01.422810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:01.422927] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:01.422978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:01.548981] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:01.549136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:01.549178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:01.549207] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:01.552977] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2026-02-10T20:33:01.553309] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2026-02-10T20:33:01.553457] [INFO ] [sig       ] TMHC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:01.702745] [INFO ] [LOCAL     ] Saved forecast: TMHC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TMHC.txt
[2026-02-10T20:33:01.702907] [INFO ] [sig       ] [3017/3417] Completed TMHC in 0.4s | 2.80 sym/s | Total: 17.9m | ETA: 2.4m
[2026-02-10T20:33:01.702949] [INFO ] [sig       ] [3018/3417] Forecasting TMUS...
[2026-02-10T20:33:01.702979] [INFO ] [sig       ] Generating forecast for: TMUS
[2026-02-10T20:33:01.703008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2026-02-10T20:33:01.715544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2026-02-10T20:33:01.716007] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2026-02-10T20:33:01.717095] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2026-02-10T20:33:01.717150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:01.717183] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:01.717210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:01.717266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:01.794915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:01.796213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:01.796323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:01.796373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:01.924082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:01.924249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:01.924290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:01.924319] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:01.927760] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2026-02-10T20:33:01.928034] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2026-02-10T20:33:01.928201] [INFO ] [sig       ] TMUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:02.080677] [INFO ] [LOCAL     ] Saved forecast: TMUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TMUS.txt
[2026-02-10T20:33:02.080863] [INFO ] [sig       ] [3018/3417] Completed TMUS in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-10T20:33:02.080907] [INFO ] [sig       ] [3019/3417] Forecasting TNC...
[2026-02-10T20:33:02.080940] [INFO ] [sig       ] Generating forecast for: TNC
[2026-02-10T20:33:02.080971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2026-02-10T20:33:02.092916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2026-02-10T20:33:02.093434] [INFO ] [FORECASTER] Starting predict_future for TNC
[2026-02-10T20:33:02.094560] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2026-02-10T20:33:02.094667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:02.094705] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:02.094733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:02.094791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:02.158109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:02.159103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:02.159220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:02.159264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:02.286166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:02.286335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:02.286377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:02.286407] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:02.290855] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2026-02-10T20:33:02.291203] [INFO ] [FORECASTER] Completed predict_future for TNC
[2026-02-10T20:33:02.291351] [INFO ] [sig       ] TNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:02.454630] [INFO ] [LOCAL     ] Saved forecast: TNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TNC.txt
[2026-02-10T20:33:02.454795] [INFO ] [sig       ] [3019/3417] Completed TNC in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-10T20:33:02.454839] [INFO ] [sig       ] [3020/3417] Forecasting TNDM...
[2026-02-10T20:33:02.454869] [INFO ] [sig       ] Generating forecast for: TNDM
[2026-02-10T20:33:02.454900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2026-02-10T20:33:02.467226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2026-02-10T20:33:02.467551] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2026-02-10T20:33:02.468553] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2026-02-10T20:33:02.468626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:02.468658] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:02.468685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:02.468740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:02.527128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:02.527990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:02.528088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:02.528122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:02.650738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:02.650902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:02.650945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:02.650992] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:02.654603] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2026-02-10T20:33:02.654911] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2026-02-10T20:33:02.655060] [INFO ] [sig       ] TNDM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:02.795179] [INFO ] [LOCAL     ] Saved forecast: TNDM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TNDM.txt
[2026-02-10T20:33:02.795310] [INFO ] [sig       ] [3020/3417] Completed TNDM in 0.3s | 2.80 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-10T20:33:02.795350] [INFO ] [sig       ] [3021/3417] Forecasting TNGX...
[2026-02-10T20:33:02.795380] [INFO ] [sig       ] Generating forecast for: TNGX
[2026-02-10T20:33:02.795409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2026-02-10T20:33:02.805820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2026-02-10T20:33:02.806118] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2026-02-10T20:33:02.806965] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2026-02-10T20:33:02.807024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:02.807056] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:02.807085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:02.807142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:02.865625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:02.866344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:02.866452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:02.866488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:02.994084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:02.994245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:02.994286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:02.994316] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:02.997835] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2026-02-10T20:33:02.998156] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2026-02-10T20:33:02.998290] [INFO ] [sig       ] TNGX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:03.149993] [INFO ] [LOCAL     ] Saved forecast: TNGX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TNGX.txt
[2026-02-10T20:33:03.150177] [INFO ] [sig       ] [3021/3417] Completed TNGX in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.4m
[2026-02-10T20:33:03.150231] [INFO ] [sig       ] [3022/3417] Forecasting TNK...
[2026-02-10T20:33:03.150272] [INFO ] [sig       ] Generating forecast for: TNK
[2026-02-10T20:33:03.150313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2026-02-10T20:33:03.162272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2026-02-10T20:33:03.162561] [INFO ] [FORECASTER] Starting predict_future for TNK
[2026-02-10T20:33:03.163336] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2026-02-10T20:33:03.163389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:03.163421] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:03.163448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:03.163505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:03.220949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:03.221636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:03.221715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:03.221763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:03.345696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:03.345855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:03.345897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:03.345927] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:03.349426] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2026-02-10T20:33:03.349750] [INFO ] [FORECASTER] Completed predict_future for TNK
[2026-02-10T20:33:03.349917] [INFO ] [sig       ] TNK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:03.499690] [INFO ] [LOCAL     ] Saved forecast: TNK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TNK.txt
[2026-02-10T20:33:03.499825] [INFO ] [sig       ] [3022/3417] Completed TNK in 0.3s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:03.499873] [INFO ] [sig       ] [3023/3417] Forecasting TNL...
[2026-02-10T20:33:03.499910] [INFO ] [sig       ] Generating forecast for: TNL
[2026-02-10T20:33:03.499946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2026-02-10T20:33:03.510631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2026-02-10T20:33:03.510920] [INFO ] [FORECASTER] Starting predict_future for TNL
[2026-02-10T20:33:03.511710] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2026-02-10T20:33:03.511762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:03.511794] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:03.511820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:03.511876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:03.571715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:03.572536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:03.572641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:03.572678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:03.705245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:03.705438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:03.705494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:03.705534] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:03.710549] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2026-02-10T20:33:03.711038] [INFO ] [FORECASTER] Completed predict_future for TNL
[2026-02-10T20:33:03.711231] [INFO ] [sig       ] TNL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:03.881979] [INFO ] [LOCAL     ] Saved forecast: TNL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TNL.txt
[2026-02-10T20:33:03.882145] [INFO ] [sig       ] [3023/3417] Completed TNL in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:03.882187] [INFO ] [sig       ] [3024/3417] Forecasting TNXP...
[2026-02-10T20:33:03.882218] [INFO ] [sig       ] Generating forecast for: TNXP
[2026-02-10T20:33:03.882248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2026-02-10T20:33:03.894842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2026-02-10T20:33:03.895430] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2026-02-10T20:33:03.896290] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2026-02-10T20:33:03.896349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:03.896382] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:03.896409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:03.896480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:03.962619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:03.963720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:03.963819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:03.963852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:04.090298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:04.090457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:04.090497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:04.090528] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:04.094151] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2026-02-10T20:33:04.094427] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2026-02-10T20:33:04.094554] [INFO ] [sig       ] TNXP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:04.236193] [INFO ] [LOCAL     ] Saved forecast: TNXP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TNXP.txt
[2026-02-10T20:33:04.236346] [INFO ] [sig       ] [3024/3417] Completed TNXP in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:04.236388] [INFO ] [sig       ] [3025/3417] Forecasting TOI...
[2026-02-10T20:33:04.236418] [INFO ] [sig       ] Generating forecast for: TOI
[2026-02-10T20:33:04.236448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2026-02-10T20:33:04.246635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2026-02-10T20:33:04.246950] [INFO ] [FORECASTER] Starting predict_future for TOI
[2026-02-10T20:33:04.247731] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2026-02-10T20:33:04.247784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:04.247817] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:04.247844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:04.247902] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:04.305288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:04.305982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:04.306069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:04.306114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:04.427368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:04.427531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:04.427589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:04.427624] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:04.431139] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2026-02-10T20:33:04.431416] [INFO ] [FORECASTER] Completed predict_future for TOI
[2026-02-10T20:33:04.431546] [INFO ] [sig       ] TOI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:04.573193] [INFO ] [LOCAL     ] Saved forecast: TOI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TOI.txt
[2026-02-10T20:33:04.573321] [INFO ] [sig       ] [3025/3417] Completed TOI in 0.3s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:04.573360] [INFO ] [sig       ] [3026/3417] Forecasting TOL...
[2026-02-10T20:33:04.573390] [INFO ] [sig       ] Generating forecast for: TOL
[2026-02-10T20:33:04.573421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2026-02-10T20:33:04.584183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2026-02-10T20:33:04.584681] [INFO ] [FORECASTER] Starting predict_future for TOL
[2026-02-10T20:33:04.585471] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2026-02-10T20:33:04.585537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:04.585598] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:04.585632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:04.585690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:04.644559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:04.645284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:04.645364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:04.645397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:04.789957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:04.790125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:04.790166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:04.790194] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:04.793757] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=44.40%)
[2026-02-10T20:33:04.794111] [INFO ] [FORECASTER] Completed predict_future for TOL
[2026-02-10T20:33:04.794255] [INFO ] [sig       ] TOL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:04.936859] [INFO ] [LOCAL     ] Saved forecast: TOL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TOL.txt
[2026-02-10T20:33:04.937001] [INFO ] [sig       ] [3026/3417] Completed TOL in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:04.937042] [INFO ] [sig       ] [3027/3417] Forecasting TORO...
[2026-02-10T20:33:04.937072] [INFO ] [sig       ] Generating forecast for: TORO
[2026-02-10T20:33:04.937102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2026-02-10T20:33:04.947701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2026-02-10T20:33:04.948022] [INFO ] [FORECASTER] Starting predict_future for TORO
[2026-02-10T20:33:04.948842] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2026-02-10T20:33:04.948895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:04.948931] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:04.948959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:04.949016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:05.007686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:05.008612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:05.008699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:05.008732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:05.127745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:05.127905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:05.127945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:05.127975] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:05.131433] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2026-02-10T20:33:05.131727] [INFO ] [FORECASTER] Completed predict_future for TORO
[2026-02-10T20:33:05.131854] [INFO ] [sig       ] TORO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:05.275873] [INFO ] [LOCAL     ] Saved forecast: TORO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TORO.txt
[2026-02-10T20:33:05.276024] [INFO ] [sig       ] [3027/3417] Completed TORO in 0.3s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:05.276070] [INFO ] [sig       ] [3028/3417] Forecasting TOWN...
[2026-02-10T20:33:05.276100] [INFO ] [sig       ] Generating forecast for: TOWN
[2026-02-10T20:33:05.276129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2026-02-10T20:33:05.287018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2026-02-10T20:33:05.287308] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2026-02-10T20:33:05.288113] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2026-02-10T20:33:05.288169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:05.288395] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:05.288423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:05.288480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:05.346536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:05.347321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:05.347405] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:05.347437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:05.468334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:05.468496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:05.468536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:05.468566] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:05.472048] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2026-02-10T20:33:05.472317] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2026-02-10T20:33:05.472444] [INFO ] [sig       ] TOWN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:05.613271] [INFO ] [LOCAL     ] Saved forecast: TOWN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TOWN.txt
[2026-02-10T20:33:05.613424] [INFO ] [sig       ] [3028/3417] Completed TOWN in 0.3s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:05.613463] [INFO ] [sig       ] [3029/3417] Forecasting TOYO...
[2026-02-10T20:33:05.613494] [INFO ] [sig       ] Generating forecast for: TOYO
[2026-02-10T20:33:05.613524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2026-02-10T20:33:05.623757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2026-02-10T20:33:05.624055] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2026-02-10T20:33:05.624839] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2026-02-10T20:33:05.624892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:05.624924] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:05.624950] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:05.625006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:05.680983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:05.681784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:05.681867] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:05.681900] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:05.800764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:05.800943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:05.800998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:05.801031] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:05.805151] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2026-02-10T20:33:05.805623] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2026-02-10T20:33:05.805761] [INFO ] [sig       ] TOYO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:05.951346] [INFO ] [LOCAL     ] Saved forecast: TOYO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TOYO.txt
[2026-02-10T20:33:05.951519] [INFO ] [sig       ] [3029/3417] Completed TOYO in 0.3s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:05.951562] [INFO ] [sig       ] [3030/3417] Forecasting TPB...
[2026-02-10T20:33:05.951624] [INFO ] [sig       ] Generating forecast for: TPB
[2026-02-10T20:33:05.951656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2026-02-10T20:33:05.962769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2026-02-10T20:33:05.963153] [INFO ] [FORECASTER] Starting predict_future for TPB
[2026-02-10T20:33:05.963952] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2026-02-10T20:33:05.964005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:05.964038] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:05.964065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:05.964122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:06.021821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:06.022748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:06.022842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:06.022875] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:06.148534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:06.148715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:06.148757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:06.148786] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:06.152688] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2026-02-10T20:33:06.153007] [INFO ] [FORECASTER] Completed predict_future for TPB
[2026-02-10T20:33:06.153335] [INFO ] [sig       ] TPB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:06.301558] [INFO ] [LOCAL     ] Saved forecast: TPB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TPB.txt
[2026-02-10T20:33:06.301760] [INFO ] [sig       ] [3030/3417] Completed TPB in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:06.301801] [INFO ] [sig       ] [3031/3417] Forecasting TPC...
[2026-02-10T20:33:06.301830] [INFO ] [sig       ] Generating forecast for: TPC
[2026-02-10T20:33:06.301861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2026-02-10T20:33:06.312664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2026-02-10T20:33:06.313052] [INFO ] [FORECASTER] Starting predict_future for TPC
[2026-02-10T20:33:06.313870] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2026-02-10T20:33:06.313931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:06.313970] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:06.314004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:06.314073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:06.373151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:06.374108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:06.374206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:06.374260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:06.505545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:06.505722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:06.505765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:06.505824] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:06.509383] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2026-02-10T20:33:06.509712] [INFO ] [FORECASTER] Completed predict_future for TPC
[2026-02-10T20:33:06.509851] [INFO ] [sig       ] TPC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:06.653684] [INFO ] [LOCAL     ] Saved forecast: TPC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TPC.txt
[2026-02-10T20:33:06.653842] [INFO ] [sig       ] [3031/3417] Completed TPC in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:06.653884] [INFO ] [sig       ] [3032/3417] Forecasting TPG...
[2026-02-10T20:33:06.653914] [INFO ] [sig       ] Generating forecast for: TPG
[2026-02-10T20:33:06.653945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2026-02-10T20:33:06.664952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2026-02-10T20:33:06.665283] [INFO ] [FORECASTER] Starting predict_future for TPG
[2026-02-10T20:33:06.666104] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2026-02-10T20:33:06.666158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:06.666190] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:06.666217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:06.666274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:06.728162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:06.729049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:06.729137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:06.729172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:06.852445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:06.852628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:06.852673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:06.852704] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:06.856686] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2026-02-10T20:33:06.857024] [INFO ] [FORECASTER] Completed predict_future for TPG
[2026-02-10T20:33:06.857179] [INFO ] [sig       ] TPG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:07.012311] [INFO ] [LOCAL     ] Saved forecast: TPG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TPG.txt
[2026-02-10T20:33:07.012486] [INFO ] [sig       ] [3032/3417] Completed TPG in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:07.012529] [INFO ] [sig       ] [3033/3417] Forecasting TPGXL...
[2026-02-10T20:33:07.012558] [INFO ] [sig       ] Generating forecast for: TPGXL
[2026-02-10T20:33:07.012615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2026-02-10T20:33:07.023199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2026-02-10T20:33:07.023772] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2026-02-10T20:33:07.024632] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2026-02-10T20:33:07.024689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:07.024721] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:07.024751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:07.024809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:07.088618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:07.089549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:07.089676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:07.089712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:07.204695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:07.204875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:07.204916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:07.204946] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:07.208415] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2026-02-10T20:33:07.208715] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2026-02-10T20:33:07.208849] [INFO ] [sig       ] TPGXL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:07.363275] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TPGXL.txt
[2026-02-10T20:33:07.363441] [INFO ] [sig       ] [3033/3417] Completed TPGXL in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:07.363485] [INFO ] [sig       ] [3034/3417] Forecasting TPH...
[2026-02-10T20:33:07.363514] [INFO ] [sig       ] Generating forecast for: TPH
[2026-02-10T20:33:07.363546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2026-02-10T20:33:07.376111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2026-02-10T20:33:07.376531] [INFO ] [FORECASTER] Starting predict_future for TPH
[2026-02-10T20:33:07.377387] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2026-02-10T20:33:07.377662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:07.377696] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:07.377722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:07.377778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:07.440176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:07.441093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:07.441185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:07.441218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:07.568756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:07.568921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:07.568972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:07.569011] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:07.572776] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2026-02-10T20:33:07.573105] [INFO ] [FORECASTER] Completed predict_future for TPH
[2026-02-10T20:33:07.573249] [INFO ] [sig       ] TPH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:07.731620] [INFO ] [LOCAL     ] Saved forecast: TPH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TPH.txt
[2026-02-10T20:33:07.731789] [INFO ] [sig       ] [3034/3417] Completed TPH in 0.4s | 2.80 sym/s | Total: 18.0m | ETA: 2.3m
[2026-02-10T20:33:07.731833] [INFO ] [sig       ] [3035/3417] Forecasting TPL...
[2026-02-10T20:33:07.731872] [INFO ] [sig       ] Generating forecast for: TPL
[2026-02-10T20:33:07.731907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2026-02-10T20:33:07.744656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2026-02-10T20:33:07.745031] [INFO ] [FORECASTER] Starting predict_future for TPL
[2026-02-10T20:33:07.745874] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2026-02-10T20:33:07.745930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:07.745964] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:07.745992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:07.746050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:07.809856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:07.810885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:07.810995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:07.811030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:07.931762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:07.931927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:07.931968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:07.931997] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:07.936324] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=78.15%)
[2026-02-10T20:33:07.936637] [INFO ] [FORECASTER] Completed predict_future for TPL
[2026-02-10T20:33:07.936772] [INFO ] [sig       ] TPL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:08.087539] [INFO ] [LOCAL     ] Saved forecast: TPL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TPL.txt
[2026-02-10T20:33:08.087726] [INFO ] [sig       ] [3035/3417] Completed TPL in 0.4s | 2.80 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-10T20:33:08.087769] [INFO ] [sig       ] [3036/3417] Forecasting TPVG...
[2026-02-10T20:33:08.087801] [INFO ] [sig       ] Generating forecast for: TPVG
[2026-02-10T20:33:08.087831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2026-02-10T20:33:08.097962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2026-02-10T20:33:08.098290] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2026-02-10T20:33:08.099094] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2026-02-10T20:33:08.099153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:08.099187] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:08.099216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:08.099273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:08.161001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:08.162083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:08.162184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:08.162218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:08.284485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:08.284662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:08.284703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:08.284732] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:08.288342] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2026-02-10T20:33:08.288649] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2026-02-10T20:33:08.288783] [INFO ] [sig       ] TPVG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:08.440629] [INFO ] [LOCAL     ] Saved forecast: TPVG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TPVG.txt
[2026-02-10T20:33:08.440794] [INFO ] [sig       ] [3036/3417] Completed TPVG in 0.4s | 2.80 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-10T20:33:08.440835] [INFO ] [sig       ] [3037/3417] Forecasting TPYP...
[2026-02-10T20:33:08.440866] [INFO ] [sig       ] Generating forecast for: TPYP
[2026-02-10T20:33:08.440896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2026-02-10T20:33:08.452595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2026-02-10T20:33:08.452986] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2026-02-10T20:33:08.453858] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2026-02-10T20:33:08.453919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:08.453971] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:08.454008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:08.454067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:08.515733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:08.516627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:08.516711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:08.516744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:08.635303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:08.635449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:08.635488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:08.635516] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:08.638937] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2026-02-10T20:33:08.639209] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2026-02-10T20:33:08.639336] [INFO ] [sig       ] TPYP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:08.782225] [INFO ] [LOCAL     ] Saved forecast: TPYP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TPYP.txt
[2026-02-10T20:33:08.782355] [INFO ] [sig       ] [3037/3417] Completed TPYP in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-10T20:33:08.782395] [INFO ] [sig       ] [3038/3417] Forecasting TPZ...
[2026-02-10T20:33:08.782425] [INFO ] [sig       ] Generating forecast for: TPZ
[2026-02-10T20:33:08.782455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2026-02-10T20:33:08.792615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2026-02-10T20:33:08.792909] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2026-02-10T20:33:08.793693] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2026-02-10T20:33:08.793746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:08.793778] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:08.793807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:08.793864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:08.851684] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:08.852482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:08.852612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:08.852649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:08.964926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:08.965083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:08.965124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:08.965153] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:08.969200] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2026-02-10T20:33:08.969478] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2026-02-10T20:33:08.969628] [INFO ] [sig       ] TPZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:09.112657] [INFO ] [LOCAL     ] Saved forecast: TPZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TPZ.txt
[2026-02-10T20:33:09.112801] [INFO ] [sig       ] [3038/3417] Completed TPZ in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.3m
[2026-02-10T20:33:09.112841] [INFO ] [sig       ] [3039/3417] Forecasting TQQQ...
[2026-02-10T20:33:09.112872] [INFO ] [sig       ] Generating forecast for: TQQQ
[2026-02-10T20:33:09.112904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2026-02-10T20:33:09.123211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2026-02-10T20:33:09.123549] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2026-02-10T20:33:09.124351] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2026-02-10T20:33:09.124405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:09.124437] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:09.124465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:09.124521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:09.183402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:09.184307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:09.184392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:09.184425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:09.308537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:09.308699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:09.308739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:09.308767] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:09.312238] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2026-02-10T20:33:09.312523] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2026-02-10T20:33:09.312673] [INFO ] [sig       ] TQQQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:09.467741] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TQQQ.txt
[2026-02-10T20:33:09.467906] [INFO ] [sig       ] [3039/3417] Completed TQQQ in 0.4s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:09.467948] [INFO ] [sig       ] [3040/3417] Forecasting TRC...
[2026-02-10T20:33:09.467982] [INFO ] [sig       ] Generating forecast for: TRC
[2026-02-10T20:33:09.468019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2026-02-10T20:33:09.480189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2026-02-10T20:33:09.480629] [INFO ] [FORECASTER] Starting predict_future for TRC
[2026-02-10T20:33:09.481465] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2026-02-10T20:33:09.481519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:09.481553] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:09.481612] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:09.481675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:09.542305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:09.543255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:09.543343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:09.543378] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:09.669793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:09.669963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:09.670015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:09.670091] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:09.673772] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=45.32%)
[2026-02-10T20:33:09.674078] [INFO ] [FORECASTER] Completed predict_future for TRC
[2026-02-10T20:33:09.674219] [INFO ] [sig       ] TRC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:09.819294] [INFO ] [LOCAL     ] Saved forecast: TRC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRC.txt
[2026-02-10T20:33:09.819680] [INFO ] [sig       ] [3040/3417] Completed TRC in 0.4s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:09.819732] [INFO ] [sig       ] [3041/3417] Forecasting TRDA...
[2026-02-10T20:33:09.819763] [INFO ] [sig       ] Generating forecast for: TRDA
[2026-02-10T20:33:09.819794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2026-02-10T20:33:09.831415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2026-02-10T20:33:09.831819] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2026-02-10T20:33:09.832851] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2026-02-10T20:33:09.832903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:09.832936] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:09.832963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:09.833025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:09.892211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:09.893031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:09.893116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:09.893149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:10.016816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:10.016976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:10.017015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:10.017045] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:10.021029] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2026-02-10T20:33:10.021333] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2026-02-10T20:33:10.021464] [INFO ] [sig       ] TRDA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:10.161801] [INFO ] [LOCAL     ] Saved forecast: TRDA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRDA.txt
[2026-02-10T20:33:10.162017] [INFO ] [sig       ] [3041/3417] Completed TRDA in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:10.162077] [INFO ] [sig       ] [3042/3417] Forecasting TREE...
[2026-02-10T20:33:10.162119] [INFO ] [sig       ] Generating forecast for: TREE
[2026-02-10T20:33:10.162165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2026-02-10T20:33:10.172822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2026-02-10T20:33:10.173136] [INFO ] [FORECASTER] Starting predict_future for TREE
[2026-02-10T20:33:10.173997] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2026-02-10T20:33:10.174052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:10.174086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:10.174114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:10.174174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:10.231692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:10.232477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:10.232560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:10.232621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:10.352446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:10.352624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:10.352667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:10.352696] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:10.356092] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2026-02-10T20:33:10.356366] [INFO ] [FORECASTER] Completed predict_future for TREE
[2026-02-10T20:33:10.356512] [INFO ] [sig       ] TREE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:10.496342] [INFO ] [LOCAL     ] Saved forecast: TREE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TREE.txt
[2026-02-10T20:33:10.496485] [INFO ] [sig       ] [3042/3417] Completed TREE in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:10.496525] [INFO ] [sig       ] [3043/3417] Forecasting TREX...
[2026-02-10T20:33:10.496554] [INFO ] [sig       ] Generating forecast for: TREX
[2026-02-10T20:33:10.496606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2026-02-10T20:33:10.506859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2026-02-10T20:33:10.507175] [INFO ] [FORECASTER] Starting predict_future for TREX
[2026-02-10T20:33:10.507966] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2026-02-10T20:33:10.508019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:10.508073] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:10.508102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:10.508160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:10.564873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:10.565687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:10.565772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:10.565804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:10.693195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:10.693350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:10.693390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:10.693418] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:10.696884] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2026-02-10T20:33:10.697197] [INFO ] [FORECASTER] Completed predict_future for TREX
[2026-02-10T20:33:10.697327] [INFO ] [sig       ] TREX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:10.846368] [INFO ] [LOCAL     ] Saved forecast: TREX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TREX.txt
[2026-02-10T20:33:10.846530] [INFO ] [sig       ] [3043/3417] Completed TREX in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:10.846592] [INFO ] [sig       ] [3044/3417] Forecasting TRGP...
[2026-02-10T20:33:10.846626] [INFO ] [sig       ] Generating forecast for: TRGP
[2026-02-10T20:33:10.846658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2026-02-10T20:33:10.861516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2026-02-10T20:33:10.862024] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2026-02-10T20:33:10.863113] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2026-02-10T20:33:10.863194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:10.863239] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:10.863279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:10.863363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:10.934999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:10.935953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:10.936044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:10.936087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:11.062146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:11.062348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:11.062408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:11.062440] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:11.066265] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=54.24%)
[2026-02-10T20:33:11.066604] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2026-02-10T20:33:11.066762] [INFO ] [sig       ] TRGP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:11.213192] [INFO ] [LOCAL     ] Saved forecast: TRGP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRGP.txt
[2026-02-10T20:33:11.213325] [INFO ] [sig       ] [3044/3417] Completed TRGP in 0.4s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:11.213365] [INFO ] [sig       ] [3045/3417] Forecasting TRI...
[2026-02-10T20:33:11.213395] [INFO ] [sig       ] Generating forecast for: TRI
[2026-02-10T20:33:11.213426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2026-02-10T20:33:11.224628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2026-02-10T20:33:11.224951] [INFO ] [FORECASTER] Starting predict_future for TRI
[2026-02-10T20:33:11.225859] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2026-02-10T20:33:11.225913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:11.225972] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:11.226003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:11.226069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:11.286963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:11.287927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:11.288018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:11.288065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:11.415438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:11.415621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:11.415664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:11.415693] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:11.419213] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=41.96%)
[2026-02-10T20:33:11.419500] [INFO ] [FORECASTER] Completed predict_future for TRI
[2026-02-10T20:33:11.419653] [INFO ] [sig       ] TRI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:11.562060] [INFO ] [LOCAL     ] Saved forecast: TRI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRI.txt
[2026-02-10T20:33:11.562202] [INFO ] [sig       ] [3045/3417] Completed TRI in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:11.562242] [INFO ] [sig       ] [3046/3417] Forecasting TRIN...
[2026-02-10T20:33:11.562274] [INFO ] [sig       ] Generating forecast for: TRIN
[2026-02-10T20:33:11.562304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2026-02-10T20:33:11.573244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2026-02-10T20:33:11.573555] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2026-02-10T20:33:11.574358] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2026-02-10T20:33:11.574410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:11.574442] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:11.574468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:11.574525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:11.632712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:11.633534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:11.633665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:11.633717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:11.755147] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:11.755309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:11.755351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:11.755380] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:11.759019] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2026-02-10T20:33:11.759489] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2026-02-10T20:33:11.759640] [INFO ] [sig       ] TRIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:11.902823] [INFO ] [LOCAL     ] Saved forecast: TRIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRIN.txt
[2026-02-10T20:33:11.902971] [INFO ] [sig       ] [3046/3417] Completed TRIN in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:11.903012] [INFO ] [sig       ] [3047/3417] Forecasting TRIP...
[2026-02-10T20:33:11.903047] [INFO ] [sig       ] Generating forecast for: TRIP
[2026-02-10T20:33:11.903085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2026-02-10T20:33:11.913927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2026-02-10T20:33:11.914298] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2026-02-10T20:33:11.915115] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2026-02-10T20:33:11.915182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:11.915221] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:11.915248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:11.915303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:11.973218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:11.973984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:11.974065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:11.974098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:12.095600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:12.095760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:12.095801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:12.095829] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:12.099372] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2026-02-10T20:33:12.099671] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2026-02-10T20:33:12.099804] [INFO ] [sig       ] TRIP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:12.240048] [INFO ] [LOCAL     ] Saved forecast: TRIP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRIP.txt
[2026-02-10T20:33:12.240212] [INFO ] [sig       ] [3047/3417] Completed TRIP in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:12.240254] [INFO ] [sig       ] [3048/3417] Forecasting TRMB...
[2026-02-10T20:33:12.240285] [INFO ] [sig       ] Generating forecast for: TRMB
[2026-02-10T20:33:12.240315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2026-02-10T20:33:12.250527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2026-02-10T20:33:12.250870] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2026-02-10T20:33:12.251659] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2026-02-10T20:33:12.251711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:12.251756] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:12.251784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:12.251841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:12.308922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:12.309885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:12.309971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:12.310003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:12.434565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:12.434739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:12.434779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:12.434840] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:12.438271] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2026-02-10T20:33:12.438550] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2026-02-10T20:33:12.438704] [INFO ] [sig       ] TRMB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:12.578710] [INFO ] [LOCAL     ] Saved forecast: TRMB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRMB.txt
[2026-02-10T20:33:12.578875] [INFO ] [sig       ] [3048/3417] Completed TRMB in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:12.578917] [INFO ] [sig       ] [3049/3417] Forecasting TRMD...
[2026-02-10T20:33:12.578947] [INFO ] [sig       ] Generating forecast for: TRMD
[2026-02-10T20:33:12.578977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2026-02-10T20:33:12.590210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2026-02-10T20:33:12.590539] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2026-02-10T20:33:12.591327] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2026-02-10T20:33:12.591379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:12.591411] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:12.591437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:12.591498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:12.648540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:12.649287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:12.649379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:12.649417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:12.778018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:12.778209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:12.778251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:12.778288] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:12.782090] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2026-02-10T20:33:12.782436] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2026-02-10T20:33:12.782629] [INFO ] [sig       ] TRMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:12.935991] [INFO ] [LOCAL     ] Saved forecast: TRMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRMD.txt
[2026-02-10T20:33:12.936172] [INFO ] [sig       ] [3049/3417] Completed TRMD in 0.4s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:12.936233] [INFO ] [sig       ] [3050/3417] Forecasting TRMK...
[2026-02-10T20:33:12.936282] [INFO ] [sig       ] Generating forecast for: TRMK
[2026-02-10T20:33:12.936322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2026-02-10T20:33:12.948420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2026-02-10T20:33:12.948789] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2026-02-10T20:33:12.949605] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2026-02-10T20:33:12.949661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:12.949695] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:12.949725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:12.949785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:13.013302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:13.014080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:13.014175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:13.014215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:13.131296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:13.131635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:13.131673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:13.131702] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:13.135090] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=39.51%)
[2026-02-10T20:33:13.135590] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2026-02-10T20:33:13.135722] [INFO ] [sig       ] TRMK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:13.276746] [INFO ] [LOCAL     ] Saved forecast: TRMK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRMK.txt
[2026-02-10T20:33:13.276863] [INFO ] [sig       ] [3050/3417] Completed TRMK in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:13.276902] [INFO ] [sig       ] [3051/3417] Forecasting TRN...
[2026-02-10T20:33:13.276932] [INFO ] [sig       ] Generating forecast for: TRN
[2026-02-10T20:33:13.276963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2026-02-10T20:33:13.287442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2026-02-10T20:33:13.287728] [INFO ] [FORECASTER] Starting predict_future for TRN
[2026-02-10T20:33:13.288526] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2026-02-10T20:33:13.288604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:13.288640] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:13.288668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:13.288724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:13.345929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:13.346602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:13.346683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:13.346715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:13.464755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:13.464886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:13.464924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:13.464953] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:13.468266] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2026-02-10T20:33:13.468532] [INFO ] [FORECASTER] Completed predict_future for TRN
[2026-02-10T20:33:13.468679] [INFO ] [sig       ] TRN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:13.607705] [INFO ] [LOCAL     ] Saved forecast: TRN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRN.txt
[2026-02-10T20:33:13.607827] [INFO ] [sig       ] [3051/3417] Completed TRN in 0.3s | 2.80 sym/s | Total: 18.1m | ETA: 2.2m
[2026-02-10T20:33:13.607866] [INFO ] [sig       ] [3052/3417] Forecasting TRNO...
[2026-02-10T20:33:13.607902] [INFO ] [sig       ] Generating forecast for: TRNO
[2026-02-10T20:33:13.607934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2026-02-10T20:33:13.618189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2026-02-10T20:33:13.618464] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2026-02-10T20:33:13.619239] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2026-02-10T20:33:13.619292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:13.619324] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:13.619351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:13.619408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:13.680497] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:13.681420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:13.681509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:13.681543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:13.805504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:13.805678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:13.805718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:13.805747] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:13.809356] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2026-02-10T20:33:13.809649] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2026-02-10T20:33:13.809778] [INFO ] [sig       ] TRNO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:13.949926] [INFO ] [LOCAL     ] Saved forecast: TRNO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRNO.txt
[2026-02-10T20:33:13.950069] [INFO ] [sig       ] [3052/3417] Completed TRNO in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-10T20:33:13.950112] [INFO ] [sig       ] [3053/3417] Forecasting TRNS...
[2026-02-10T20:33:13.950146] [INFO ] [sig       ] Generating forecast for: TRNS
[2026-02-10T20:33:13.950175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2026-02-10T20:33:13.960746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2026-02-10T20:33:13.961008] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2026-02-10T20:33:13.961815] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2026-02-10T20:33:13.961868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:13.961900] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:13.961927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:13.961983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:14.019292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:14.020033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:14.020116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:14.020154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:14.137454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:14.137636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:14.137680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:14.137710] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:14.141187] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2026-02-10T20:33:14.141462] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2026-02-10T20:33:14.141607] [INFO ] [sig       ] TRNS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:14.282804] [INFO ] [LOCAL     ] Saved forecast: TRNS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRNS.txt
[2026-02-10T20:33:14.282956] [INFO ] [sig       ] [3053/3417] Completed TRNS in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-10T20:33:14.282995] [INFO ] [sig       ] [3054/3417] Forecasting TROX...
[2026-02-10T20:33:14.283024] [INFO ] [sig       ] Generating forecast for: TROX
[2026-02-10T20:33:14.283055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2026-02-10T20:33:14.295113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2026-02-10T20:33:14.295519] [INFO ] [FORECASTER] Starting predict_future for TROX
[2026-02-10T20:33:14.296517] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2026-02-10T20:33:14.296569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:14.296629] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:14.296656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:14.296712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:14.354276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:14.355154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:14.355255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:14.355294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:14.485720] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:14.485891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:14.485932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:14.485962] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:14.489754] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2026-02-10T20:33:14.490063] [INFO ] [FORECASTER] Completed predict_future for TROX
[2026-02-10T20:33:14.490226] [INFO ] [sig       ] TROX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:14.637426] [INFO ] [LOCAL     ] Saved forecast: TROX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TROX.txt
[2026-02-10T20:33:14.637621] [INFO ] [sig       ] [3054/3417] Completed TROX in 0.4s | 2.80 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-10T20:33:14.637665] [INFO ] [sig       ] [3055/3417] Forecasting TRP...
[2026-02-10T20:33:14.637696] [INFO ] [sig       ] Generating forecast for: TRP
[2026-02-10T20:33:14.637727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2026-02-10T20:33:14.649926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2026-02-10T20:33:14.650491] [INFO ] [FORECASTER] Starting predict_future for TRP
[2026-02-10T20:33:14.651474] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2026-02-10T20:33:14.651529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:14.651561] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:14.651613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:14.651672] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:14.712826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:14.713814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:14.713955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:14.713989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:14.846511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:14.846699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:14.846740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:14.846789] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:14.850563] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2026-02-10T20:33:14.850917] [INFO ] [FORECASTER] Completed predict_future for TRP
[2026-02-10T20:33:14.851062] [INFO ] [sig       ] TRP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:14.999593] [INFO ] [LOCAL     ] Saved forecast: TRP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRP.txt
[2026-02-10T20:33:14.999746] [INFO ] [sig       ] [3055/3417] Completed TRP in 0.4s | 2.80 sym/s | Total: 18.2m | ETA: 2.2m
[2026-02-10T20:33:14.999786] [INFO ] [sig       ] [3056/3417] Forecasting TRS...
[2026-02-10T20:33:14.999817] [INFO ] [sig       ] Generating forecast for: TRS
[2026-02-10T20:33:14.999848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2026-02-10T20:33:15.011201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2026-02-10T20:33:15.011537] [INFO ] [FORECASTER] Starting predict_future for TRS
[2026-02-10T20:33:15.012317] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2026-02-10T20:33:15.012370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:15.012402] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:15.012429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:15.012485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:15.069292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:15.070124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:15.070220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:15.070261] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:15.195039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:15.195202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:15.195242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:15.195270] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:15.199090] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2026-02-10T20:33:15.199368] [INFO ] [FORECASTER] Completed predict_future for TRS
[2026-02-10T20:33:15.199496] [INFO ] [sig       ] TRS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:15.342083] [INFO ] [LOCAL     ] Saved forecast: TRS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRS.txt
[2026-02-10T20:33:15.342265] [INFO ] [sig       ] [3056/3417] Completed TRS in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:15.342316] [INFO ] [sig       ] [3057/3417] Forecasting TRTX...
[2026-02-10T20:33:15.342351] [INFO ] [sig       ] Generating forecast for: TRTX
[2026-02-10T20:33:15.342381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2026-02-10T20:33:15.352737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2026-02-10T20:33:15.353051] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2026-02-10T20:33:15.353838] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2026-02-10T20:33:15.353890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:15.353921] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:15.353948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:15.354004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:15.411676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:15.412526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:15.412623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:15.412672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:15.542594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:15.542762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:15.542804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:15.542833] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:15.546930] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=85.25%)
[2026-02-10T20:33:15.547216] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2026-02-10T20:33:15.547350] [INFO ] [sig       ] TRTX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:15.692286] [INFO ] [LOCAL     ] Saved forecast: TRTX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRTX.txt
[2026-02-10T20:33:15.692427] [INFO ] [sig       ] [3057/3417] Completed TRTX in 0.4s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:15.692467] [INFO ] [sig       ] [3058/3417] Forecasting TRUP...
[2026-02-10T20:33:15.692497] [INFO ] [sig       ] Generating forecast for: TRUP
[2026-02-10T20:33:15.692527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2026-02-10T20:33:15.704389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2026-02-10T20:33:15.704734] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2026-02-10T20:33:15.705900] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2026-02-10T20:33:15.705952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:15.705985] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:15.706011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:15.706071] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:15.766274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:15.766941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:15.767020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:15.767053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:15.895049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:15.895188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:15.895227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:15.895256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:15.898695] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2026-02-10T20:33:15.898969] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2026-02-10T20:33:15.899097] [INFO ] [sig       ] TRUP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:16.041076] [INFO ] [LOCAL     ] Saved forecast: TRUP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TRUP.txt
[2026-02-10T20:33:16.041242] [INFO ] [sig       ] [3058/3417] Completed TRUP in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:16.041285] [INFO ] [sig       ] [3059/3417] Forecasting TRVG...
[2026-02-10T20:33:16.041316] [INFO ] [sig       ] Generating forecast for: TRVG
[2026-02-10T20:33:16.041348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2026-02-10T20:33:16.051806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2026-02-10T20:33:16.052125] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2026-02-10T20:33:16.052954] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2026-02-10T20:33:16.053008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:16.053041] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:16.053080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:16.053139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:16.112352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:16.113295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:16.113588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:16.113624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:16.233870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:16.234008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:16.234047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:16.234076] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:16.237390] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2026-02-10T20:33:16.237685] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2026-02-10T20:33:16.237814] [INFO ] [sig       ] TRVG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:16.384634] [INFO ] [LOCAL     ] Saved forecast: TRVG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TRVG.txt
[2026-02-10T20:33:16.384790] [INFO ] [sig       ] [3059/3417] Completed TRVG in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:16.384832] [INFO ] [sig       ] [3060/3417] Forecasting TS...
[2026-02-10T20:33:16.384862] [INFO ] [sig       ] Generating forecast for: TS
[2026-02-10T20:33:16.384894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2026-02-10T20:33:16.395483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2026-02-10T20:33:16.395787] [INFO ] [FORECASTER] Starting predict_future for TS
[2026-02-10T20:33:16.396538] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2026-02-10T20:33:16.396615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:16.396649] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:16.396677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:16.396733] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:16.455724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:16.456429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:16.456512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:16.456547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:16.584436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:16.584616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:16.584660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:16.584689] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:16.588448] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2026-02-10T20:33:16.588746] [INFO ] [FORECASTER] Completed predict_future for TS
[2026-02-10T20:33:16.588883] [INFO ] [sig       ] TS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:16.736469] [INFO ] [LOCAL     ] Saved forecast: TS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TS.txt
[2026-02-10T20:33:16.736628] [INFO ] [sig       ] [3060/3417] Completed TS in 0.4s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:16.736672] [INFO ] [sig       ] [3061/3417] Forecasting TSBK...
[2026-02-10T20:33:16.736705] [INFO ] [sig       ] Generating forecast for: TSBK
[2026-02-10T20:33:16.736737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2026-02-10T20:33:16.747364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2026-02-10T20:33:16.747687] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2026-02-10T20:33:16.748517] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2026-02-10T20:33:16.748598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:16.748634] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:16.748663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:16.748721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:16.807147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:16.808047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:16.808184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:16.808243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:16.918945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:16.919105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:16.919145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:16.919175] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:16.922699] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2026-02-10T20:33:16.922978] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2026-02-10T20:33:16.923113] [INFO ] [sig       ] TSBK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:17.068699] [INFO ] [LOCAL     ] Saved forecast: TSBK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TSBK.txt
[2026-02-10T20:33:17.068870] [INFO ] [sig       ] [3061/3417] Completed TSBK in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:17.068920] [INFO ] [sig       ] [3062/3417] Forecasting TSCO...
[2026-02-10T20:33:17.068955] [INFO ] [sig       ] Generating forecast for: TSCO
[2026-02-10T20:33:17.068987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2026-02-10T20:33:17.080919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2026-02-10T20:33:17.081268] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2026-02-10T20:33:17.082116] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2026-02-10T20:33:17.082173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:17.082233] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:17.082268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:17.082353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:17.141294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:17.142105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:17.142188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:17.142224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:17.262386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:17.262544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:17.262602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:17.262634] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:17.266684] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2026-02-10T20:33:17.266962] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2026-02-10T20:33:17.267091] [INFO ] [sig       ] TSCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:17.409263] [INFO ] [LOCAL     ] Saved forecast: TSCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSCO.txt
[2026-02-10T20:33:17.409434] [INFO ] [sig       ] [3062/3417] Completed TSCO in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:17.409476] [INFO ] [sig       ] [3063/3417] Forecasting TSDD...
[2026-02-10T20:33:17.409506] [INFO ] [sig       ] Generating forecast for: TSDD
[2026-02-10T20:33:17.409543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2026-02-10T20:33:17.420838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2026-02-10T20:33:17.421203] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2026-02-10T20:33:17.422034] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2026-02-10T20:33:17.422087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:17.422118] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:17.422145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:17.422211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:17.480593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:17.481406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:17.481493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:17.481526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:17.606549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:17.606722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:17.606764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:17.606794] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:17.610231] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2026-02-10T20:33:17.610505] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2026-02-10T20:33:17.610653] [INFO ] [sig       ] TSDD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:17.756830] [INFO ] [LOCAL     ] Saved forecast: TSDD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TSDD.txt
[2026-02-10T20:33:17.756990] [INFO ] [sig       ] [3063/3417] Completed TSDD in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:17.757032] [INFO ] [sig       ] [3064/3417] Forecasting TSEM...
[2026-02-10T20:33:17.757062] [INFO ] [sig       ] Generating forecast for: TSEM
[2026-02-10T20:33:17.757094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2026-02-10T20:33:17.768020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2026-02-10T20:33:17.768383] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2026-02-10T20:33:17.769171] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2026-02-10T20:33:17.769236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:17.769276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:17.769310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:17.769379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:17.830428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:17.831319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:17.831418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:17.831451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:17.956210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:17.956373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:17.956622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:17.956656] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:17.960383] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2026-02-10T20:33:17.960703] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2026-02-10T20:33:17.960840] [INFO ] [sig       ] TSEM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:18.103746] [INFO ] [LOCAL     ] Saved forecast: TSEM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSEM.txt
[2026-02-10T20:33:18.103916] [INFO ] [sig       ] [3064/3417] Completed TSEM in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:18.103960] [INFO ] [sig       ] [3065/3417] Forecasting TSHA...
[2026-02-10T20:33:18.103991] [INFO ] [sig       ] Generating forecast for: TSHA
[2026-02-10T20:33:18.104021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2026-02-10T20:33:18.116078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2026-02-10T20:33:18.116409] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2026-02-10T20:33:18.117234] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2026-02-10T20:33:18.117288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:18.117322] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:18.117350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:18.117408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:18.176269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:18.176979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:18.177062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:18.177095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:18.299970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:18.300127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:18.300170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:18.300243] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:18.303847] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2026-02-10T20:33:18.304127] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2026-02-10T20:33:18.304275] [INFO ] [sig       ] TSHA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:18.446591] [INFO ] [LOCAL     ] Saved forecast: TSHA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSHA.txt
[2026-02-10T20:33:18.446721] [INFO ] [sig       ] [3065/3417] Completed TSHA in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:18.446760] [INFO ] [sig       ] [3066/3417] Forecasting TSI...
[2026-02-10T20:33:18.446792] [INFO ] [sig       ] Generating forecast for: TSI
[2026-02-10T20:33:18.446823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2026-02-10T20:33:18.456979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2026-02-10T20:33:18.457280] [INFO ] [FORECASTER] Starting predict_future for TSI
[2026-02-10T20:33:18.458172] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2026-02-10T20:33:18.458227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:18.458260] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:18.458287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:18.458344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:18.516966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:18.517729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:18.517814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:18.517848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:18.634857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:18.635006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:18.635047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:18.635078] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:18.638633] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2026-02-10T20:33:18.638916] [INFO ] [FORECASTER] Completed predict_future for TSI
[2026-02-10T20:33:18.639048] [INFO ] [sig       ] TSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:18.785457] [INFO ] [LOCAL     ] Saved forecast: TSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSI.txt
[2026-02-10T20:33:18.785616] [INFO ] [sig       ] [3066/3417] Completed TSI in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:18.785659] [INFO ] [sig       ] [3067/3417] Forecasting TSL...
[2026-02-10T20:33:18.785689] [INFO ] [sig       ] Generating forecast for: TSL
[2026-02-10T20:33:18.785720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2026-02-10T20:33:18.796541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2026-02-10T20:33:18.796873] [INFO ] [FORECASTER] Starting predict_future for TSL
[2026-02-10T20:33:18.797695] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2026-02-10T20:33:18.797747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:18.797780] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:18.797807] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:18.797865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:18.856099] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:18.856890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:18.856971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:18.857004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:18.976685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:18.976849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:18.976899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:18.976933] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:18.980550] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2026-02-10T20:33:18.980860] [INFO ] [FORECASTER] Completed predict_future for TSL
[2026-02-10T20:33:18.980996] [INFO ] [sig       ] TSL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:19.126721] [INFO ] [LOCAL     ] Saved forecast: TSL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSL.txt
[2026-02-10T20:33:19.126861] [INFO ] [sig       ] [3067/3417] Completed TSL in 0.3s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:19.126901] [INFO ] [sig       ] [3068/3417] Forecasting TSLA...
[2026-02-10T20:33:19.126930] [INFO ] [sig       ] Generating forecast for: TSLA
[2026-02-10T20:33:19.126962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2026-02-10T20:33:19.138366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2026-02-10T20:33:19.138679] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2026-02-10T20:33:19.139685] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2026-02-10T20:33:19.139740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:19.139773] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:19.139801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:19.139859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:19.200510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:19.201811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:19.201900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:19.201935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:19.331164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:19.331392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:19.331456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:19.331722] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:19.335658] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2026-02-10T20:33:19.335951] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2026-02-10T20:33:19.336095] [INFO ] [sig       ] TSLA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:19.482877] [INFO ] [LOCAL     ] Saved forecast: TSLA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TSLA.txt
[2026-02-10T20:33:19.483039] [INFO ] [sig       ] [3068/3417] Completed TSLA in 0.4s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:19.483079] [INFO ] [sig       ] [3069/3417] Forecasting TSLL...
[2026-02-10T20:33:19.483109] [INFO ] [sig       ] Generating forecast for: TSLL
[2026-02-10T20:33:19.483140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2026-02-10T20:33:19.494859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2026-02-10T20:33:19.495204] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2026-02-10T20:33:19.496224] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2026-02-10T20:33:19.496277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:19.496309] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:19.496336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:19.496392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:19.557569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:19.558484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:19.558590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:19.558628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:19.685795] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:19.685957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:19.685999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:19.686029] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:19.689722] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=52.62%)
[2026-02-10T20:33:19.690012] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2026-02-10T20:33:19.690157] [INFO ] [sig       ] TSLL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:19.839732] [INFO ] [LOCAL     ] Saved forecast: TSLL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSLL.txt
[2026-02-10T20:33:19.839903] [INFO ] [sig       ] [3069/3417] Completed TSLL in 0.4s | 2.80 sym/s | Total: 18.2m | ETA: 2.1m
[2026-02-10T20:33:19.839946] [INFO ] [sig       ] [3070/3417] Forecasting TSLQ...
[2026-02-10T20:33:19.839977] [INFO ] [sig       ] Generating forecast for: TSLQ
[2026-02-10T20:33:19.840010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2026-02-10T20:33:19.851921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2026-02-10T20:33:19.852283] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2026-02-10T20:33:19.853211] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2026-02-10T20:33:19.853268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:19.853301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:19.853328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:19.853385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:19.915567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:19.916462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:19.916768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:19.916801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:20.039107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:20.039270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:20.039319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:20.039355] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:20.043149] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2026-02-10T20:33:20.043429] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2026-02-10T20:33:20.043556] [INFO ] [sig       ] TSLQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:20.196368] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TSLQ.txt
[2026-02-10T20:33:20.196506] [INFO ] [sig       ] [3070/3417] Completed TSLQ in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-10T20:33:20.196546] [INFO ] [sig       ] [3071/3417] Forecasting TSLS...
[2026-02-10T20:33:20.196597] [INFO ] [sig       ] Generating forecast for: TSLS
[2026-02-10T20:33:20.196630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2026-02-10T20:33:20.207922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2026-02-10T20:33:20.208244] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2026-02-10T20:33:20.209061] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2026-02-10T20:33:20.209126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:20.209166] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:20.209194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:20.209268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:20.269364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:20.270037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:20.270121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:20.270155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:20.393092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:20.393252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:20.393301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:20.393337] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:20.397014] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2026-02-10T20:33:20.397371] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2026-02-10T20:33:20.397514] [INFO ] [sig       ] TSLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:20.560980] [INFO ] [LOCAL     ] Saved forecast: TSLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSLS.txt
[2026-02-10T20:33:20.561120] [INFO ] [sig       ] [3071/3417] Completed TSLS in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-10T20:33:20.561160] [INFO ] [sig       ] [3072/3417] Forecasting TSLX...
[2026-02-10T20:33:20.561190] [INFO ] [sig       ] Generating forecast for: TSLX
[2026-02-10T20:33:20.561220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2026-02-10T20:33:20.571938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2026-02-10T20:33:20.572239] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2026-02-10T20:33:20.573102] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2026-02-10T20:33:20.573169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:20.573203] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:20.573238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:20.573310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:20.631225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:20.632199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:20.632333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:20.632369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:20.799550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:20.799834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:20.799892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:20.799929] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:20.804760] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2026-02-10T20:33:20.805254] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2026-02-10T20:33:20.805470] [INFO ] [sig       ] TSLX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:21.020632] [INFO ] [LOCAL     ] Saved forecast: TSLX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSLX.txt
[2026-02-10T20:33:21.020854] [INFO ] [sig       ] [3072/3417] Completed TSLX in 0.5s | 2.80 sym/s | Total: 18.3m | ETA: 2.1m
[2026-02-10T20:33:21.020925] [INFO ] [sig       ] [3073/3417] Forecasting TSM...
[2026-02-10T20:33:21.020969] [INFO ] [sig       ] Generating forecast for: TSM
[2026-02-10T20:33:21.021008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2026-02-10T20:33:21.034235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2026-02-10T20:33:21.034728] [INFO ] [FORECASTER] Starting predict_future for TSM
[2026-02-10T20:33:21.035648] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2026-02-10T20:33:21.035712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:21.035752] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:21.035784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:21.035853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:21.109811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:21.111131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:21.111274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:21.111333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:21.282951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:21.283134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:21.283178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:21.283208] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:21.287357] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2026-02-10T20:33:21.287894] [INFO ] [FORECASTER] Completed predict_future for TSM
[2026-02-10T20:33:21.288149] [INFO ] [sig       ] TSM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:21.524908] [INFO ] [LOCAL     ] Saved forecast: TSM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TSM.txt
[2026-02-10T20:33:21.525140] [INFO ] [sig       ] [3073/3417] Completed TSM in 0.5s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:21.525197] [INFO ] [sig       ] [3074/3417] Forecasting TSN...
[2026-02-10T20:33:21.525238] [INFO ] [sig       ] Generating forecast for: TSN
[2026-02-10T20:33:21.525282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2026-02-10T20:33:21.539061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2026-02-10T20:33:21.544734] [INFO ] [FORECASTER] Starting predict_future for TSN
[2026-02-10T20:33:21.545985] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2026-02-10T20:33:21.546056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:21.546097] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:21.546132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:21.546207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:21.633774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:21.635107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:21.635241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:21.635296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:21.816630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:21.816809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:21.816851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:21.816881] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:21.821243] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2026-02-10T20:33:21.821625] [INFO ] [FORECASTER] Completed predict_future for TSN
[2026-02-10T20:33:21.821807] [INFO ] [sig       ] TSN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:22.000475] [INFO ] [LOCAL     ] Saved forecast: TSN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TSN.txt
[2026-02-10T20:33:22.000684] [INFO ] [sig       ] [3074/3417] Completed TSN in 0.5s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:22.000733] [INFO ] [sig       ] [3075/3417] Forecasting TSQ...
[2026-02-10T20:33:22.000763] [INFO ] [sig       ] Generating forecast for: TSQ
[2026-02-10T20:33:22.000795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2026-02-10T20:33:22.012996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2026-02-10T20:33:22.013447] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2026-02-10T20:33:22.014398] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2026-02-10T20:33:22.014456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:22.014490] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:22.014518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:22.014596] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:22.075856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:22.076859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:22.076960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:22.077010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:22.212222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:22.212395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:22.212451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:22.212485] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:22.216177] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2026-02-10T20:33:22.216490] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2026-02-10T20:33:22.216652] [INFO ] [sig       ] TSQ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:22.369140] [INFO ] [LOCAL     ] Saved forecast: TSQ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TSQ.txt
[2026-02-10T20:33:22.369322] [INFO ] [sig       ] [3075/3417] Completed TSQ in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:22.369382] [INFO ] [sig       ] [3076/3417] Forecasting TTC...
[2026-02-10T20:33:22.369420] [INFO ] [sig       ] Generating forecast for: TTC
[2026-02-10T20:33:22.369457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2026-02-10T20:33:22.379615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2026-02-10T20:33:22.379945] [INFO ] [FORECASTER] Starting predict_future for TTC
[2026-02-10T20:33:22.380773] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2026-02-10T20:33:22.380827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:22.380860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:22.380886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:22.380942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:22.437318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:22.438142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:22.438228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:22.438262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:22.561077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:22.561235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:22.561276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:22.561305] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:22.564754] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2026-02-10T20:33:22.565037] [INFO ] [FORECASTER] Completed predict_future for TTC
[2026-02-10T20:33:22.565166] [INFO ] [sig       ] TTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:22.704387] [INFO ] [LOCAL     ] Saved forecast: TTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TTC.txt
[2026-02-10T20:33:22.704545] [INFO ] [sig       ] [3076/3417] Completed TTC in 0.3s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:22.704606] [INFO ] [sig       ] [3077/3417] Forecasting TTD...
[2026-02-10T20:33:22.704638] [INFO ] [sig       ] Generating forecast for: TTD
[2026-02-10T20:33:22.704670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2026-02-10T20:33:22.715793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2026-02-10T20:33:22.716149] [INFO ] [FORECASTER] Starting predict_future for TTD
[2026-02-10T20:33:22.716983] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2026-02-10T20:33:22.717038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:22.717070] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:22.717099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:22.717157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:22.777343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:22.778318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:22.778416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:22.778456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:22.900770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:22.900936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:22.900976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:22.901004] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:22.904421] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=40.53%)
[2026-02-10T20:33:22.904733] [INFO ] [FORECASTER] Completed predict_future for TTD
[2026-02-10T20:33:22.904890] [INFO ] [sig       ] TTD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:23.052457] [INFO ] [LOCAL     ] Saved forecast: TTD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TTD.txt
[2026-02-10T20:33:23.052634] [INFO ] [sig       ] [3077/3417] Completed TTD in 0.3s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:23.052677] [INFO ] [sig       ] [3078/3417] Forecasting TTE...
[2026-02-10T20:33:23.052709] [INFO ] [sig       ] Generating forecast for: TTE
[2026-02-10T20:33:23.052739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2026-02-10T20:33:23.063214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2026-02-10T20:33:23.063542] [INFO ] [FORECASTER] Starting predict_future for TTE
[2026-02-10T20:33:23.064328] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2026-02-10T20:33:23.064383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:23.064419] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:23.064446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:23.064503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:23.121113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:23.121974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:23.122062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:23.122095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:23.242447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:23.242632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:23.242674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:23.242704] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:23.246189] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2026-02-10T20:33:23.246474] [INFO ] [FORECASTER] Completed predict_future for TTE
[2026-02-10T20:33:23.246623] [INFO ] [sig       ] TTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:23.399636] [INFO ] [LOCAL     ] Saved forecast: TTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TTE.txt
[2026-02-10T20:33:23.399822] [INFO ] [sig       ] [3078/3417] Completed TTE in 0.3s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:23.399875] [INFO ] [sig       ] [3079/3417] Forecasting TTEC...
[2026-02-10T20:33:23.399911] [INFO ] [sig       ] Generating forecast for: TTEC
[2026-02-10T20:33:23.399942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2026-02-10T20:33:23.410855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2026-02-10T20:33:23.411152] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2026-02-10T20:33:23.411970] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2026-02-10T20:33:23.412025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:23.412085] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:23.412116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:23.412173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:23.469982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:23.470870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:23.470958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:23.470991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:23.600554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:23.600757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:23.600831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:23.600873] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:23.605835] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2026-02-10T20:33:23.606263] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2026-02-10T20:33:23.606479] [INFO ] [sig       ] TTEC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:23.769218] [INFO ] [LOCAL     ] Saved forecast: TTEC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TTEC.txt
[2026-02-10T20:33:23.769383] [INFO ] [sig       ] [3079/3417] Completed TTEC in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:23.769425] [INFO ] [sig       ] [3080/3417] Forecasting TTEK...
[2026-02-10T20:33:23.769455] [INFO ] [sig       ] Generating forecast for: TTEK
[2026-02-10T20:33:23.769488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2026-02-10T20:33:23.780843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2026-02-10T20:33:23.781201] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2026-02-10T20:33:23.782058] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2026-02-10T20:33:23.782113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:23.782148] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:23.782177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:23.782240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:23.844137] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:23.845220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:23.845309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:23.845343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:23.975184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:23.975346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:23.975399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:23.975437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:23.979284] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2026-02-10T20:33:23.979618] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2026-02-10T20:33:23.979906] [INFO ] [sig       ] TTEK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:24.134795] [INFO ] [LOCAL     ] Saved forecast: TTEK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TTEK.txt
[2026-02-10T20:33:24.134952] [INFO ] [sig       ] [3080/3417] Completed TTEK in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:24.134992] [INFO ] [sig       ] [3081/3417] Forecasting TTI...
[2026-02-10T20:33:24.135022] [INFO ] [sig       ] Generating forecast for: TTI
[2026-02-10T20:33:24.135053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2026-02-10T20:33:24.145325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2026-02-10T20:33:24.145709] [INFO ] [FORECASTER] Starting predict_future for TTI
[2026-02-10T20:33:24.146501] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2026-02-10T20:33:24.146555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:24.146615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:24.146645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:24.146702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:24.206789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:24.207391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:24.207487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:24.207519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:24.333462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:24.333640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:24.333683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:24.333712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:24.337608] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2026-02-10T20:33:24.337893] [INFO ] [FORECASTER] Completed predict_future for TTI
[2026-02-10T20:33:24.338025] [INFO ] [sig       ] TTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:24.479162] [INFO ] [LOCAL     ] Saved forecast: TTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TTI.txt
[2026-02-10T20:33:24.479311] [INFO ] [sig       ] [3081/3417] Completed TTI in 0.3s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:24.479351] [INFO ] [sig       ] [3082/3417] Forecasting TTMI...
[2026-02-10T20:33:24.479382] [INFO ] [sig       ] Generating forecast for: TTMI
[2026-02-10T20:33:24.479413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2026-02-10T20:33:24.490028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2026-02-10T20:33:24.490426] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2026-02-10T20:33:24.491249] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2026-02-10T20:33:24.491302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:24.491333] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:24.491359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:24.491415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:24.548177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:24.549075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:24.549162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:24.549195] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:24.670031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:24.670199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:24.670238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:24.670304] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:24.674609] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2026-02-10T20:33:24.674923] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2026-02-10T20:33:24.675066] [INFO ] [sig       ] TTMI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:24.862371] [INFO ] [LOCAL     ] Saved forecast: TTMI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TTMI.txt
[2026-02-10T20:33:24.862621] [INFO ] [sig       ] [3082/3417] Completed TTMI in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:24.862695] [INFO ] [sig       ] [3083/3417] Forecasting TTWO...
[2026-02-10T20:33:24.862743] [INFO ] [sig       ] Generating forecast for: TTWO
[2026-02-10T20:33:24.862788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2026-02-10T20:33:24.877299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2026-02-10T20:33:24.877800] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2026-02-10T20:33:24.879155] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2026-02-10T20:33:24.879225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:24.879290] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:24.879334] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:24.879422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:24.950949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:24.951907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:24.952001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:24.952037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:25.073774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:25.073937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:25.073977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:25.074006] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:25.077408] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2026-02-10T20:33:25.077711] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2026-02-10T20:33:25.077843] [INFO ] [sig       ] TTWO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:25.222821] [INFO ] [LOCAL     ] Saved forecast: TTWO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TTWO.txt
[2026-02-10T20:33:25.222986] [INFO ] [sig       ] [3083/3417] Completed TTWO in 0.4s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:25.223027] [INFO ] [sig       ] [3084/3417] Forecasting TUGN...
[2026-02-10T20:33:25.223057] [INFO ] [sig       ] Generating forecast for: TUGN
[2026-02-10T20:33:25.223087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2026-02-10T20:33:25.233476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2026-02-10T20:33:25.233860] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2026-02-10T20:33:25.234771] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2026-02-10T20:33:25.234827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:25.234862] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:25.234891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:25.234949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:25.295266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:25.296165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:25.296252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:25.296287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:25.401904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:25.402032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:25.402088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:25.402121] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:25.405469] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2026-02-10T20:33:25.405773] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2026-02-10T20:33:25.405904] [INFO ] [sig       ] TUGN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:25.558167] [INFO ] [LOCAL     ] Saved forecast: TUGN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TUGN.txt
[2026-02-10T20:33:25.558289] [INFO ] [sig       ] [3084/3417] Completed TUGN in 0.3s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:25.558329] [INFO ] [sig       ] [3085/3417] Forecasting TUSK...
[2026-02-10T20:33:25.558361] [INFO ] [sig       ] Generating forecast for: TUSK
[2026-02-10T20:33:25.558393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2026-02-10T20:33:25.569877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2026-02-10T20:33:25.570185] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2026-02-10T20:33:25.571054] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2026-02-10T20:33:25.571109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:25.571143] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:25.571172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:25.571230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:25.635492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:25.636186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:25.636269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:25.636302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:25.756780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:25.756890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:25.756927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:25.756956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:25.760169] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2026-02-10T20:33:25.760456] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2026-02-10T20:33:25.760616] [INFO ] [sig       ] TUSK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:25.903168] [INFO ] [LOCAL     ] Saved forecast: TUSK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TUSK.txt
[2026-02-10T20:33:25.903279] [INFO ] [sig       ] [3085/3417] Completed TUSK in 0.3s | 2.80 sym/s | Total: 18.3m | ETA: 2.0m
[2026-02-10T20:33:25.903320] [INFO ] [sig       ] [3086/3417] Forecasting TVC...
[2026-02-10T20:33:25.903350] [INFO ] [sig       ] Generating forecast for: TVC
[2026-02-10T20:33:25.903379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2026-02-10T20:33:25.912927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2026-02-10T20:33:25.913196] [INFO ] [FORECASTER] Starting predict_future for TVC
[2026-02-10T20:33:25.913986] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2026-02-10T20:33:25.914038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:25.914070] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:25.914097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:25.914153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:25.971586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:25.972172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:25.972247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:25.972279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:26.079861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:26.079960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:26.079997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:26.080025] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:26.083173] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2026-02-10T20:33:26.083436] [INFO ] [FORECASTER] Completed predict_future for TVC
[2026-02-10T20:33:26.083559] [INFO ] [sig       ] TVC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:26.223677] [INFO ] [LOCAL     ] Saved forecast: TVC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TVC.txt
[2026-02-10T20:33:26.223808] [INFO ] [sig       ] [3086/3417] Completed TVC in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-10T20:33:26.223849] [INFO ] [sig       ] [3087/3417] Forecasting TVE...
[2026-02-10T20:33:26.223887] [INFO ] [sig       ] Generating forecast for: TVE
[2026-02-10T20:33:26.223918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2026-02-10T20:33:26.233891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2026-02-10T20:33:26.234216] [INFO ] [FORECASTER] Starting predict_future for TVE
[2026-02-10T20:33:26.235011] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2026-02-10T20:33:26.235064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:26.235095] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:26.235122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:26.235178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:26.291553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:26.292252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:26.292332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:26.292365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:26.399526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:26.399673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:26.399711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:26.399741] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:26.403123] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2026-02-10T20:33:26.403395] [INFO ] [FORECASTER] Completed predict_future for TVE
[2026-02-10T20:33:26.403523] [INFO ] [sig       ] TVE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:26.547834] [INFO ] [LOCAL     ] Saved forecast: TVE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TVE.txt
[2026-02-10T20:33:26.547982] [INFO ] [sig       ] [3087/3417] Completed TVE in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-10T20:33:26.548024] [INFO ] [sig       ] [3088/3417] Forecasting TVTX...
[2026-02-10T20:33:26.548081] [INFO ] [sig       ] Generating forecast for: TVTX
[2026-02-10T20:33:26.548115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2026-02-10T20:33:26.558867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2026-02-10T20:33:26.559165] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2026-02-10T20:33:26.559947] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2026-02-10T20:33:26.559999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:26.560031] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:26.560058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:26.560114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:26.619860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:26.620723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:26.620819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:26.620858] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:26.744511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:26.744687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:26.744730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:26.744759] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:26.748193] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2026-02-10T20:33:26.748480] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2026-02-10T20:33:26.748629] [INFO ] [sig       ] TVTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:26.898391] [INFO ] [LOCAL     ] Saved forecast: TVTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TVTX.txt
[2026-02-10T20:33:26.898538] [INFO ] [sig       ] [3088/3417] Completed TVTX in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-10T20:33:26.898598] [INFO ] [sig       ] [3089/3417] Forecasting TWFG...
[2026-02-10T20:33:26.898634] [INFO ] [sig       ] Generating forecast for: TWFG
[2026-02-10T20:33:26.898665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2026-02-10T20:33:26.909992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2026-02-10T20:33:26.910290] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2026-02-10T20:33:26.911076] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2026-02-10T20:33:26.911129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:26.911161] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:26.911188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:26.911245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:26.971486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:26.972294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:26.972407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:26.972444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:27.096458] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:27.096588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:27.096630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:27.096659] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:27.100199] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2026-02-10T20:33:27.100479] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2026-02-10T20:33:27.100634] [INFO ] [sig       ] TWFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:27.240944] [INFO ] [LOCAL     ] Saved forecast: TWFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TWFG.txt
[2026-02-10T20:33:27.241070] [INFO ] [sig       ] [3089/3417] Completed TWFG in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 2.0m
[2026-02-10T20:33:27.241110] [INFO ] [sig       ] [3090/3417] Forecasting TWG...
[2026-02-10T20:33:27.241140] [INFO ] [sig       ] Generating forecast for: TWG
[2026-02-10T20:33:27.241170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2026-02-10T20:33:27.251215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2026-02-10T20:33:27.251530] [INFO ] [FORECASTER] Starting predict_future for TWG
[2026-02-10T20:33:27.252326] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2026-02-10T20:33:27.252379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:27.252418] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:27.252451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:27.252521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:27.310023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:27.310711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:27.310793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:27.310826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:27.433766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:27.433929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:27.433970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:27.434018] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:27.437513] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2026-02-10T20:33:27.437819] [INFO ] [FORECASTER] Completed predict_future for TWG
[2026-02-10T20:33:27.437951] [INFO ] [sig       ] TWG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:27.585890] [INFO ] [LOCAL     ] Saved forecast: TWG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TWG.txt
[2026-02-10T20:33:27.586044] [INFO ] [sig       ] [3090/3417] Completed TWG in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:27.586086] [INFO ] [sig       ] [3091/3417] Forecasting TWI...
[2026-02-10T20:33:27.586115] [INFO ] [sig       ] Generating forecast for: TWI
[2026-02-10T20:33:27.586146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2026-02-10T20:33:27.596285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2026-02-10T20:33:27.596655] [INFO ] [FORECASTER] Starting predict_future for TWI
[2026-02-10T20:33:27.597450] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2026-02-10T20:33:27.597504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:27.597536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:27.597563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:27.597642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:27.662259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:27.663201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:27.663302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:27.663335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:27.786624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:27.786790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:27.786831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:27.786863] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:27.790397] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2026-02-10T20:33:27.790697] [INFO ] [FORECASTER] Completed predict_future for TWI
[2026-02-10T20:33:27.790828] [INFO ] [sig       ] TWI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:27.935101] [INFO ] [LOCAL     ] Saved forecast: TWI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TWI.txt
[2026-02-10T20:33:27.935265] [INFO ] [sig       ] [3091/3417] Completed TWI in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:27.935306] [INFO ] [sig       ] [3092/3417] Forecasting TWIN...
[2026-02-10T20:33:27.935336] [INFO ] [sig       ] Generating forecast for: TWIN
[2026-02-10T20:33:27.935366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2026-02-10T20:33:27.946436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2026-02-10T20:33:27.947046] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2026-02-10T20:33:27.947863] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2026-02-10T20:33:27.947915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:27.947947] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:27.947974] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:27.948030] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:28.009675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:28.010547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:28.010652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:28.010703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:28.135673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:28.135834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:28.135876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:28.135907] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:28.139775] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2026-02-10T20:33:28.140268] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2026-02-10T20:33:28.140401] [INFO ] [sig       ] TWIN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:28.285625] [INFO ] [LOCAL     ] Saved forecast: TWIN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TWIN.txt
[2026-02-10T20:33:28.285819] [INFO ] [sig       ] [3092/3417] Completed TWIN in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:28.285865] [INFO ] [sig       ] [3093/3417] Forecasting TWLO...
[2026-02-10T20:33:28.285901] [INFO ] [sig       ] Generating forecast for: TWLO
[2026-02-10T20:33:28.285943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2026-02-10T20:33:28.296935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2026-02-10T20:33:28.297276] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2026-02-10T20:33:28.298112] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2026-02-10T20:33:28.298165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:28.298199] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:28.298227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:28.298285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:28.357062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:28.358184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:28.358272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:28.358306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:28.488075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:28.488240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:28.488281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:28.488311] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:28.491850] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2026-02-10T20:33:28.492132] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2026-02-10T20:33:28.492265] [INFO ] [sig       ] TWLO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:28.638552] [INFO ] [LOCAL     ] Saved forecast: TWLO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TWLO.txt
[2026-02-10T20:33:28.638748] [INFO ] [sig       ] [3093/3417] Completed TWLO in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:28.638792] [INFO ] [sig       ] [3094/3417] Forecasting TWO...
[2026-02-10T20:33:28.638823] [INFO ] [sig       ] Generating forecast for: TWO
[2026-02-10T20:33:28.638855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2026-02-10T20:33:28.649995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2026-02-10T20:33:28.650364] [INFO ] [FORECASTER] Starting predict_future for TWO
[2026-02-10T20:33:28.651221] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2026-02-10T20:33:28.651277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:28.651310] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:28.651338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:28.651420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:28.711205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:28.712126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:28.712213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:28.712247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:28.839893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:28.840058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:28.840104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:28.840134] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:28.843765] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=56.38%)
[2026-02-10T20:33:28.844116] [INFO ] [FORECASTER] Completed predict_future for TWO
[2026-02-10T20:33:28.844280] [INFO ] [sig       ] TWO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:28.990090] [INFO ] [LOCAL     ] Saved forecast: TWO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TWO.txt
[2026-02-10T20:33:28.990264] [INFO ] [sig       ] [3094/3417] Completed TWO in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:28.990308] [INFO ] [sig       ] [3095/3417] Forecasting TX...
[2026-02-10T20:33:28.990340] [INFO ] [sig       ] Generating forecast for: TX
[2026-02-10T20:33:28.990371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2026-02-10T20:33:29.002149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2026-02-10T20:33:29.002591] [INFO ] [FORECASTER] Starting predict_future for TX
[2026-02-10T20:33:29.003469] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2026-02-10T20:33:29.003530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:29.003564] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:29.003644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:29.003712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:29.064333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:29.065478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:29.065569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:29.065625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:29.192119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:29.192283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:29.192327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:29.192358] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:29.195906] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2026-02-10T20:33:29.196193] [INFO ] [FORECASTER] Completed predict_future for TX
[2026-02-10T20:33:29.196326] [INFO ] [sig       ] TX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:29.350506] [INFO ] [LOCAL     ] Saved forecast: TX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TX.txt
[2026-02-10T20:33:29.350688] [INFO ] [sig       ] [3095/3417] Completed TX in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:29.350732] [INFO ] [sig       ] [3096/3417] Forecasting TXG...
[2026-02-10T20:33:29.350761] [INFO ] [sig       ] Generating forecast for: TXG
[2026-02-10T20:33:29.350792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2026-02-10T20:33:29.361145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2026-02-10T20:33:29.361508] [INFO ] [FORECASTER] Starting predict_future for TXG
[2026-02-10T20:33:29.362333] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2026-02-10T20:33:29.362399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:29.362461] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:29.362491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:29.362551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:29.422778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:29.423685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:29.423770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:29.423805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:29.544960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:29.545128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:29.545169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:29.545199] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:29.548885] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2026-02-10T20:33:29.549252] [INFO ] [FORECASTER] Completed predict_future for TXG
[2026-02-10T20:33:29.549395] [INFO ] [sig       ] TXG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:29.702876] [INFO ] [LOCAL     ] Saved forecast: TXG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TXG.txt
[2026-02-10T20:33:29.703043] [INFO ] [sig       ] [3096/3417] Completed TXG in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:29.703086] [INFO ] [sig       ] [3097/3417] Forecasting TXMD...
[2026-02-10T20:33:29.703118] [INFO ] [sig       ] Generating forecast for: TXMD
[2026-02-10T20:33:29.703150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2026-02-10T20:33:29.714255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2026-02-10T20:33:29.714699] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2026-02-10T20:33:29.715555] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2026-02-10T20:33:29.715634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:29.715667] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:29.715694] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:29.715753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:29.776124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:29.777023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:29.777114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:29.777149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:29.898823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:29.898996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:29.899038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:29.899067] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:29.902690] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2026-02-10T20:33:29.903026] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2026-02-10T20:33:29.903172] [INFO ] [sig       ] TXMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:30.058734] [INFO ] [LOCAL     ] Saved forecast: TXMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TXMD.txt
[2026-02-10T20:33:30.058947] [INFO ] [sig       ] [3097/3417] Completed TXMD in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:30.059005] [INFO ] [sig       ] [3098/3417] Forecasting TXN...
[2026-02-10T20:33:30.059047] [INFO ] [sig       ] Generating forecast for: TXN
[2026-02-10T20:33:30.059091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2026-02-10T20:33:30.072016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2026-02-10T20:33:30.072355] [INFO ] [FORECASTER] Starting predict_future for TXN
[2026-02-10T20:33:30.073338] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2026-02-10T20:33:30.073407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:30.073449] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:30.073497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:30.073623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:30.153775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:30.154877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:30.154979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:30.155019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:30.284487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:30.284666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:30.284709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:30.284739] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:30.288967] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=26.61%)
[2026-02-10T20:33:30.289272] [INFO ] [FORECASTER] Completed predict_future for TXN
[2026-02-10T20:33:30.289412] [INFO ] [sig       ] TXN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:30.443659] [INFO ] [LOCAL     ] Saved forecast: TXN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TXN.txt
[2026-02-10T20:33:30.443826] [INFO ] [sig       ] [3098/3417] Completed TXN in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:30.443868] [INFO ] [sig       ] [3099/3417] Forecasting TXO...
[2026-02-10T20:33:30.443900] [INFO ] [sig       ] Generating forecast for: TXO
[2026-02-10T20:33:30.443934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2026-02-10T20:33:30.455734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2026-02-10T20:33:30.456155] [INFO ] [FORECASTER] Starting predict_future for TXO
[2026-02-10T20:33:30.457047] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2026-02-10T20:33:30.457105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:30.457138] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:30.457166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:30.457224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:30.516558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:30.517472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:30.517560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:30.517615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:30.637189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:30.637338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:30.637381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:30.637442] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:30.640991] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2026-02-10T20:33:30.641269] [INFO ] [FORECASTER] Completed predict_future for TXO
[2026-02-10T20:33:30.641403] [INFO ] [sig       ] TXO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:30.789540] [INFO ] [LOCAL     ] Saved forecast: TXO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TXO.txt
[2026-02-10T20:33:30.789696] [INFO ] [sig       ] [3099/3417] Completed TXO in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:30.789743] [INFO ] [sig       ] [3100/3417] Forecasting TXRH...
[2026-02-10T20:33:30.789775] [INFO ] [sig       ] Generating forecast for: TXRH
[2026-02-10T20:33:30.789805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2026-02-10T20:33:30.800716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2026-02-10T20:33:30.801037] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2026-02-10T20:33:30.801831] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2026-02-10T20:33:30.801883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:30.801916] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:30.801944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:30.802000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:30.858841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:30.859484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:30.859593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:30.859636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:30.980972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:30.981134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:30.981176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:30.981206] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:30.984702] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2026-02-10T20:33:30.984998] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2026-02-10T20:33:30.985153] [INFO ] [sig       ] TXRH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:31.131528] [INFO ] [LOCAL     ] Saved forecast: TXRH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TXRH.txt
[2026-02-10T20:33:31.131709] [INFO ] [sig       ] [3100/3417] Completed TXRH in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:31.131750] [INFO ] [sig       ] [3101/3417] Forecasting TY...
[2026-02-10T20:33:31.131779] [INFO ] [sig       ] Generating forecast for: TY
[2026-02-10T20:33:31.131811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2026-02-10T20:33:31.144376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2026-02-10T20:33:31.144682] [INFO ] [FORECASTER] Starting predict_future for TY
[2026-02-10T20:33:31.145439] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2026-02-10T20:33:31.145491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:31.145523] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:31.145550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:31.145626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:31.204556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:31.205437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:31.205538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:31.205604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:31.331036] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:31.331195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:31.331249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:31.331281] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:31.335057] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2026-02-10T20:33:31.335347] [INFO ] [FORECASTER] Completed predict_future for TY
[2026-02-10T20:33:31.335475] [INFO ] [sig       ] TY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:31.488228] [INFO ] [LOCAL     ] Saved forecast: TY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TY.txt
[2026-02-10T20:33:31.488388] [INFO ] [sig       ] [3101/3417] Completed TY in 0.4s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:31.488430] [INFO ] [sig       ] [3102/3417] Forecasting TYG...
[2026-02-10T20:33:31.488460] [INFO ] [sig       ] Generating forecast for: TYG
[2026-02-10T20:33:31.488492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2026-02-10T20:33:31.500339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2026-02-10T20:33:31.500732] [INFO ] [FORECASTER] Starting predict_future for TYG
[2026-02-10T20:33:31.501552] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2026-02-10T20:33:31.501631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:31.501664] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:31.501692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:31.501750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:31.561766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:31.562689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:31.562779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:31.562818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:31.679393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:31.679562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:31.679622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:31.679651] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:31.683073] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2026-02-10T20:33:31.683348] [INFO ] [FORECASTER] Completed predict_future for TYG
[2026-02-10T20:33:31.683477] [INFO ] [sig       ] TYG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:31.824124] [INFO ] [LOCAL     ] Saved forecast: TYG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TYG.txt
[2026-02-10T20:33:31.824299] [INFO ] [sig       ] [3102/3417] Completed TYG in 0.3s | 2.80 sym/s | Total: 18.4m | ETA: 1.9m
[2026-02-10T20:33:31.824348] [INFO ] [sig       ] [3103/3417] Forecasting TYGO...
[2026-02-10T20:33:31.824378] [INFO ] [sig       ] Generating forecast for: TYGO
[2026-02-10T20:33:31.824408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2026-02-10T20:33:31.835102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2026-02-10T20:33:31.835501] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2026-02-10T20:33:31.836317] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2026-02-10T20:33:31.836379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:31.836411] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:31.836438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:31.836494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:31.893595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:31.894500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:31.894624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:31.894667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:32.015320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:32.015484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:32.015542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:32.015592] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:32.019415] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2026-02-10T20:33:32.019708] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2026-02-10T20:33:32.019840] [INFO ] [sig       ] TYGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:32.168775] [INFO ] [LOCAL     ] Saved forecast: TYGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TYGO.txt
[2026-02-10T20:33:32.168956] [INFO ] [sig       ] [3103/3417] Completed TYGO in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-10T20:33:32.168999] [INFO ] [sig       ] [3104/3417] Forecasting TYL...
[2026-02-10T20:33:32.169030] [INFO ] [sig       ] Generating forecast for: TYL
[2026-02-10T20:33:32.169060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2026-02-10T20:33:32.182610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2026-02-10T20:33:32.182929] [INFO ] [FORECASTER] Starting predict_future for TYL
[2026-02-10T20:33:32.183718] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2026-02-10T20:33:32.183770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:32.183802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:32.183829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:32.183886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:32.266028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:32.267197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:32.267431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:32.267490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:32.404005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:32.404151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:32.404194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:32.404234] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:32.407752] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2026-02-10T20:33:32.408033] [INFO ] [FORECASTER] Completed predict_future for TYL
[2026-02-10T20:33:32.408184] [INFO ] [sig       ] TYL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:32.558743] [INFO ] [LOCAL     ] Saved forecast: TYL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TYL.txt
[2026-02-10T20:33:32.558902] [INFO ] [sig       ] [3104/3417] Completed TYL in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-10T20:33:32.558942] [INFO ] [sig       ] [3105/3417] Forecasting TYRA...
[2026-02-10T20:33:32.558972] [INFO ] [sig       ] Generating forecast for: TYRA
[2026-02-10T20:33:32.559004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2026-02-10T20:33:32.570135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2026-02-10T20:33:32.570437] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2026-02-10T20:33:32.571249] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2026-02-10T20:33:32.571305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:32.571337] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:32.571365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:32.571423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:32.631833] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:32.632466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:32.632544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:32.632595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:32.760295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:32.760472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:32.760515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:32.760544] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:32.764290] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2026-02-10T20:33:32.764604] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2026-02-10T20:33:32.764740] [INFO ] [sig       ] TYRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:32.920908] [INFO ] [LOCAL     ] Saved forecast: TYRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/TYRA.txt
[2026-02-10T20:33:32.921047] [INFO ] [sig       ] [3105/3417] Completed TYRA in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.9m
[2026-02-10T20:33:32.921086] [INFO ] [sig       ] [3106/3417] Forecasting TZOO...
[2026-02-10T20:33:32.921115] [INFO ] [sig       ] Generating forecast for: TZOO
[2026-02-10T20:33:32.921146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2026-02-10T20:33:32.932105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2026-02-10T20:33:32.932393] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2026-02-10T20:33:32.933368] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2026-02-10T20:33:32.933422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:32.933454] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:32.933481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:32.933538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:33.000259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:33.001327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:33.001465] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:33.001500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:33.130621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:33.130783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:33.130826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:33.130857] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:33.134758] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2026-02-10T20:33:33.135041] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2026-02-10T20:33:33.135171] [INFO ] [sig       ] TZOO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:33.309609] [INFO ] [LOCAL     ] Saved forecast: TZOO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/TZOO.txt
[2026-02-10T20:33:33.309778] [INFO ] [sig       ] [3106/3417] Completed TZOO in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:33.309819] [INFO ] [sig       ] [3107/3417] Forecasting UAA...
[2026-02-10T20:33:33.309851] [INFO ] [sig       ] Generating forecast for: UAA
[2026-02-10T20:33:33.309882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2026-02-10T20:33:33.324646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2026-02-10T20:33:33.325067] [INFO ] [FORECASTER] Starting predict_future for UAA
[2026-02-10T20:33:33.325942] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2026-02-10T20:33:33.325997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:33.326044] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:33.326074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:33.326133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:33.393087] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:33.394243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:33.394332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:33.394368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:33.523869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:33.524025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:33.524065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:33.524095] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:33.528153] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2026-02-10T20:33:33.528436] [INFO ] [FORECASTER] Completed predict_future for UAA
[2026-02-10T20:33:33.528570] [INFO ] [sig       ] UAA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:33.678648] [INFO ] [LOCAL     ] Saved forecast: UAA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UAA.txt
[2026-02-10T20:33:33.678791] [INFO ] [sig       ] [3107/3417] Completed UAA in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:33.678831] [INFO ] [sig       ] [3108/3417] Forecasting UAE...
[2026-02-10T20:33:33.678862] [INFO ] [sig       ] Generating forecast for: UAE
[2026-02-10T20:33:33.678891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2026-02-10T20:33:33.691180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2026-02-10T20:33:33.691598] [INFO ] [FORECASTER] Starting predict_future for UAE
[2026-02-10T20:33:33.692403] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2026-02-10T20:33:33.692458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:33.692525] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:33.692566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:33.692650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:33.758388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:33.759422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:33.759548] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:33.759625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:33.889317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:33.889490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:33.889531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:33.889563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:33.893096] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2026-02-10T20:33:33.893387] [INFO ] [FORECASTER] Completed predict_future for UAE
[2026-02-10T20:33:33.893520] [INFO ] [sig       ] UAE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:34.039269] [INFO ] [LOCAL     ] Saved forecast: UAE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UAE.txt
[2026-02-10T20:33:34.039432] [INFO ] [sig       ] [3108/3417] Completed UAE in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:34.039473] [INFO ] [sig       ] [3109/3417] Forecasting UAL...
[2026-02-10T20:33:34.039505] [INFO ] [sig       ] Generating forecast for: UAL
[2026-02-10T20:33:34.039535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2026-02-10T20:33:34.050088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2026-02-10T20:33:34.050404] [INFO ] [FORECASTER] Starting predict_future for UAL
[2026-02-10T20:33:34.051195] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2026-02-10T20:33:34.051248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:34.051280] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:34.051307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:34.051364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:34.111272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:34.112184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:34.112280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:34.112312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:34.237238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:34.237393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:34.237432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:34.237462] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:34.241249] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2026-02-10T20:33:34.241555] [INFO ] [FORECASTER] Completed predict_future for UAL
[2026-02-10T20:33:34.241720] [INFO ] [sig       ] UAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:34.383970] [INFO ] [LOCAL     ] Saved forecast: UAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UAL.txt
[2026-02-10T20:33:34.384131] [INFO ] [sig       ] [3109/3417] Completed UAL in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:34.384172] [INFO ] [sig       ] [3110/3417] Forecasting UBFO...
[2026-02-10T20:33:34.384202] [INFO ] [sig       ] Generating forecast for: UBFO
[2026-02-10T20:33:34.384233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2026-02-10T20:33:34.393996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2026-02-10T20:33:34.394276] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2026-02-10T20:33:34.395089] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2026-02-10T20:33:34.395141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:34.395174] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:34.395201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:34.395257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:34.453067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:34.453784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:34.453864] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:34.453895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:34.578730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:34.579087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:34.579128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:34.579160] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:34.582632] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2026-02-10T20:33:34.582909] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2026-02-10T20:33:34.583227] [INFO ] [sig       ] UBFO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:34.732058] [INFO ] [LOCAL     ] Saved forecast: UBFO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UBFO.txt
[2026-02-10T20:33:34.732200] [INFO ] [sig       ] [3110/3417] Completed UBFO in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:34.732241] [INFO ] [sig       ] [3111/3417] Forecasting UBND...
[2026-02-10T20:33:34.732278] [INFO ] [sig       ] Generating forecast for: UBND
[2026-02-10T20:33:34.732309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2026-02-10T20:33:34.743011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2026-02-10T20:33:34.743311] [INFO ] [FORECASTER] Starting predict_future for UBND
[2026-02-10T20:33:34.744107] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2026-02-10T20:33:34.744159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:34.744191] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:34.744218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:34.744274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:34.804659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:34.805296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:34.805375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:34.805406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:34.932380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:34.932544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:34.932604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:34.932634] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:34.936048] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2026-02-10T20:33:34.936324] [INFO ] [FORECASTER] Completed predict_future for UBND
[2026-02-10T20:33:34.936453] [INFO ] [sig       ] UBND: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:35.081826] [INFO ] [LOCAL     ] Saved forecast: UBND	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UBND.txt
[2026-02-10T20:33:35.081986] [INFO ] [sig       ] [3111/3417] Completed UBND in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:35.082027] [INFO ] [sig       ] [3112/3417] Forecasting UBRL...
[2026-02-10T20:33:35.082056] [INFO ] [sig       ] Generating forecast for: UBRL
[2026-02-10T20:33:35.082087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2026-02-10T20:33:35.092766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2026-02-10T20:33:35.093142] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2026-02-10T20:33:35.094041] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2026-02-10T20:33:35.094095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:35.094129] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:35.094157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:35.094215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:35.153519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:35.154421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:35.154508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:35.154541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:35.283042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:35.283189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:35.283229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:35.283258] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:35.287312] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2026-02-10T20:33:35.287624] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2026-02-10T20:33:35.287762] [INFO ] [sig       ] UBRL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:35.434990] [INFO ] [LOCAL     ] Saved forecast: UBRL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UBRL.txt
[2026-02-10T20:33:35.435152] [INFO ] [sig       ] [3112/3417] Completed UBRL in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:35.435192] [INFO ] [sig       ] [3113/3417] Forecasting UBS...
[2026-02-10T20:33:35.435223] [INFO ] [sig       ] Generating forecast for: UBS
[2026-02-10T20:33:35.435254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2026-02-10T20:33:35.446401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2026-02-10T20:33:35.446799] [INFO ] [FORECASTER] Starting predict_future for UBS
[2026-02-10T20:33:35.447621] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2026-02-10T20:33:35.447675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:35.447733] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:35.447764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:35.447826] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:35.509063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:35.509951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:35.510035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:35.510068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:35.647482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:35.647673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:35.647743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:35.647780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:35.652809] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2026-02-10T20:33:35.653352] [INFO ] [FORECASTER] Completed predict_future for UBS
[2026-02-10T20:33:35.653511] [INFO ] [sig       ] UBS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:35.815363] [INFO ] [LOCAL     ] Saved forecast: UBS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UBS.txt
[2026-02-10T20:33:35.815540] [INFO ] [sig       ] [3113/3417] Completed UBS in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:35.815610] [INFO ] [sig       ] [3114/3417] Forecasting UBSI...
[2026-02-10T20:33:35.815647] [INFO ] [sig       ] Generating forecast for: UBSI
[2026-02-10T20:33:35.815680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2026-02-10T20:33:35.827029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2026-02-10T20:33:35.827430] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2026-02-10T20:33:35.828328] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2026-02-10T20:33:35.828383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:35.828415] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:35.828443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:35.828502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:35.893915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:35.895084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:35.895168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:35.895202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:36.043428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:36.043614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:36.043667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:36.043732] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:36.047224] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=55.64%)
[2026-02-10T20:33:36.047503] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2026-02-10T20:33:36.047651] [INFO ] [sig       ] UBSI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:36.188786] [INFO ] [LOCAL     ] Saved forecast: UBSI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UBSI.txt
[2026-02-10T20:33:36.188924] [INFO ] [sig       ] [3114/3417] Completed UBSI in 0.4s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:36.188972] [INFO ] [sig       ] [3115/3417] Forecasting UDMY...
[2026-02-10T20:33:36.189004] [INFO ] [sig       ] Generating forecast for: UDMY
[2026-02-10T20:33:36.189034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2026-02-10T20:33:36.198830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2026-02-10T20:33:36.199116] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2026-02-10T20:33:36.199907] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2026-02-10T20:33:36.199960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:36.199992] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:36.200020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:36.200078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:36.256918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:36.257527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:36.257629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:36.257664] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:36.378649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:36.378815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:36.378857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:36.378887] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:36.382340] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=85.45%)
[2026-02-10T20:33:36.382647] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2026-02-10T20:33:36.382782] [INFO ] [sig       ] UDMY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:36.524222] [INFO ] [LOCAL     ] Saved forecast: UDMY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UDMY.txt
[2026-02-10T20:33:36.524386] [INFO ] [sig       ] [3115/3417] Completed UDMY in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:36.524426] [INFO ] [sig       ] [3116/3417] Forecasting UE...
[2026-02-10T20:33:36.524455] [INFO ] [sig       ] Generating forecast for: UE
[2026-02-10T20:33:36.524487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2026-02-10T20:33:36.535471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2026-02-10T20:33:36.535966] [INFO ] [FORECASTER] Starting predict_future for UE
[2026-02-10T20:33:36.536963] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2026-02-10T20:33:36.537021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:36.537053] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:36.537081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:36.537137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:36.597664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:36.598807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:36.598895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:36.598946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:36.719914] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:36.720081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:36.720124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:36.720186] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:36.723817] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2026-02-10T20:33:36.724103] [INFO ] [FORECASTER] Completed predict_future for UE
[2026-02-10T20:33:36.724237] [INFO ] [sig       ] UE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:36.864325] [INFO ] [LOCAL     ] Saved forecast: UE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UE.txt
[2026-02-10T20:33:36.864473] [INFO ] [sig       ] [3116/3417] Completed UE in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:36.864512] [INFO ] [sig       ] [3117/3417] Forecasting UEIC...
[2026-02-10T20:33:36.864541] [INFO ] [sig       ] Generating forecast for: UEIC
[2026-02-10T20:33:36.864589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2026-02-10T20:33:36.875479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2026-02-10T20:33:36.875821] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2026-02-10T20:33:36.876660] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2026-02-10T20:33:36.876726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:36.876765] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:36.876798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:36.876857] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:36.938294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:36.939063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:36.939154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:36.939188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:37.061642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:37.061780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:37.061820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:37.061847] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:37.065267] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=77.51%)
[2026-02-10T20:33:37.065544] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2026-02-10T20:33:37.065698] [INFO ] [sig       ] UEIC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:37.204758] [INFO ] [LOCAL     ] Saved forecast: UEIC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UEIC.txt
[2026-02-10T20:33:37.204904] [INFO ] [sig       ] [3117/3417] Completed UEIC in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:37.204943] [INFO ] [sig       ] [3118/3417] Forecasting UFCS...
[2026-02-10T20:33:37.204973] [INFO ] [sig       ] Generating forecast for: UFCS
[2026-02-10T20:33:37.205005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2026-02-10T20:33:37.214953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2026-02-10T20:33:37.215245] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2026-02-10T20:33:37.216059] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2026-02-10T20:33:37.216111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:37.216143] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:37.216170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:37.216240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:37.273121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:37.273924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:37.274006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:37.274038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:37.394368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:37.394506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:37.394545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:37.394591] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:37.397996] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2026-02-10T20:33:37.398284] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2026-02-10T20:33:37.398411] [INFO ] [sig       ] UFCS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:37.538080] [INFO ] [LOCAL     ] Saved forecast: UFCS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UFCS.txt
[2026-02-10T20:33:37.538225] [INFO ] [sig       ] [3118/3417] Completed UFCS in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:37.538275] [INFO ] [sig       ] [3119/3417] Forecasting UFI...
[2026-02-10T20:33:37.538305] [INFO ] [sig       ] Generating forecast for: UFI
[2026-02-10T20:33:37.538337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2026-02-10T20:33:37.548455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2026-02-10T20:33:37.548837] [INFO ] [FORECASTER] Starting predict_future for UFI
[2026-02-10T20:33:37.549655] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2026-02-10T20:33:37.549722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:37.549762] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:37.549796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:37.549862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:37.607045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:37.607741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:37.607824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:37.607857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:37.728145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:37.728302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:37.728342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:37.728371] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:37.731807] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2026-02-10T20:33:37.732081] [INFO ] [FORECASTER] Completed predict_future for UFI
[2026-02-10T20:33:37.732208] [INFO ] [sig       ] UFI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:37.871999] [INFO ] [LOCAL     ] Saved forecast: UFI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UFI.txt
[2026-02-10T20:33:37.872140] [INFO ] [sig       ] [3119/3417] Completed UFI in 0.3s | 2.80 sym/s | Total: 18.5m | ETA: 1.8m
[2026-02-10T20:33:37.872179] [INFO ] [sig       ] [3120/3417] Forecasting UFO...
[2026-02-10T20:33:37.872208] [INFO ] [sig       ] Generating forecast for: UFO
[2026-02-10T20:33:37.872247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2026-02-10T20:33:37.882351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2026-02-10T20:33:37.882704] [INFO ] [FORECASTER] Starting predict_future for UFO
[2026-02-10T20:33:37.883473] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2026-02-10T20:33:37.883536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:37.883569] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:37.883626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:37.883684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:37.940258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:37.941135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:37.941220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:37.941253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:38.059837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:38.059998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:38.060039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:38.060068] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:38.063440] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2026-02-10T20:33:38.063783] [INFO ] [FORECASTER] Completed predict_future for UFO
[2026-02-10T20:33:38.063938] [INFO ] [sig       ] UFO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:38.202967] [INFO ] [LOCAL     ] Saved forecast: UFO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UFO.txt
[2026-02-10T20:33:38.203112] [INFO ] [sig       ] [3120/3417] Completed UFO in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-10T20:33:38.203153] [INFO ] [sig       ] [3121/3417] Forecasting UFPI...
[2026-02-10T20:33:38.203182] [INFO ] [sig       ] Generating forecast for: UFPI
[2026-02-10T20:33:38.203212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2026-02-10T20:33:38.213607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2026-02-10T20:33:38.213936] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2026-02-10T20:33:38.214727] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2026-02-10T20:33:38.214779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:38.214811] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:38.214838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:38.214894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:38.275137] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:38.275938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:38.276025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:38.276057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:38.401513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:38.401700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:38.401750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:38.401786] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:38.405262] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2026-02-10T20:33:38.405551] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2026-02-10T20:33:38.405704] [INFO ] [sig       ] UFPI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:38.548559] [INFO ] [LOCAL     ] Saved forecast: UFPI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UFPI.txt
[2026-02-10T20:33:38.548729] [INFO ] [sig       ] [3121/3417] Completed UFPI in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-10T20:33:38.548777] [INFO ] [sig       ] [3122/3417] Forecasting UGI...
[2026-02-10T20:33:38.548815] [INFO ] [sig       ] Generating forecast for: UGI
[2026-02-10T20:33:38.548853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2026-02-10T20:33:38.559303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2026-02-10T20:33:38.559621] [INFO ] [FORECASTER] Starting predict_future for UGI
[2026-02-10T20:33:38.560424] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2026-02-10T20:33:38.560477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:38.560509] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:38.560536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:38.560616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:38.617406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:38.618214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:38.618297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:38.618330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:38.739460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:38.739629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:38.739670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:38.739698] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:38.743109] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2026-02-10T20:33:38.743382] [INFO ] [FORECASTER] Completed predict_future for UGI
[2026-02-10T20:33:38.743510] [INFO ] [sig       ] UGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:38.885139] [INFO ] [LOCAL     ] Saved forecast: UGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UGI.txt
[2026-02-10T20:33:38.885272] [INFO ] [sig       ] [3122/3417] Completed UGI in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.8m
[2026-02-10T20:33:38.885312] [INFO ] [sig       ] [3123/3417] Forecasting UGP...
[2026-02-10T20:33:38.885341] [INFO ] [sig       ] Generating forecast for: UGP
[2026-02-10T20:33:38.885372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2026-02-10T20:33:38.895598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2026-02-10T20:33:38.895911] [INFO ] [FORECASTER] Starting predict_future for UGP
[2026-02-10T20:33:38.896714] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2026-02-10T20:33:38.896767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:38.896798] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:38.896826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:38.896883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:38.953562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:38.954314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:38.954423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:38.954458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:39.076841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:39.076995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:39.077039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:39.077068] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:39.080522] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2026-02-10T20:33:39.080818] [INFO ] [FORECASTER] Completed predict_future for UGP
[2026-02-10T20:33:39.080947] [INFO ] [sig       ] UGP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:39.237842] [INFO ] [LOCAL     ] Saved forecast: UGP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UGP.txt
[2026-02-10T20:33:39.237999] [INFO ] [sig       ] [3123/3417] Completed UGP in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:39.238039] [INFO ] [sig       ] [3124/3417] Forecasting UHAL...
[2026-02-10T20:33:39.238086] [INFO ] [sig       ] Generating forecast for: UHAL
[2026-02-10T20:33:39.238118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2026-02-10T20:33:39.248143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2026-02-10T20:33:39.248493] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2026-02-10T20:33:39.249290] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2026-02-10T20:33:39.249343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:39.249374] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:39.249401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:39.249458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:39.307144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:39.308010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:39.308117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:39.308150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:39.430329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:39.430487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:39.430527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:39.430556] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:39.434417] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=78.26%)
[2026-02-10T20:33:39.434728] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2026-02-10T20:33:39.434860] [INFO ] [sig       ] UHAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:39.576758] [INFO ] [LOCAL     ] Saved forecast: UHAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UHAL.txt
[2026-02-10T20:33:39.577112] [INFO ] [sig       ] [3124/3417] Completed UHAL in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:39.577153] [INFO ] [sig       ] [3125/3417] Forecasting UHG...
[2026-02-10T20:33:39.577184] [INFO ] [sig       ] Generating forecast for: UHG
[2026-02-10T20:33:39.577214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2026-02-10T20:33:39.588902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2026-02-10T20:33:39.589238] [INFO ] [FORECASTER] Starting predict_future for UHG
[2026-02-10T20:33:39.590040] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2026-02-10T20:33:39.590092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:39.590124] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:39.590151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:39.590207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:39.654131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:39.655038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:39.655124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:39.655157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:39.773937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:39.774100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:39.774141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:39.774171] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:39.777744] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2026-02-10T20:33:39.778119] [INFO ] [FORECASTER] Completed predict_future for UHG
[2026-02-10T20:33:39.778264] [INFO ] [sig       ] UHG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:39.926270] [INFO ] [LOCAL     ] Saved forecast: UHG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UHG.txt
[2026-02-10T20:33:39.926440] [INFO ] [sig       ] [3125/3417] Completed UHG in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:39.926480] [INFO ] [sig       ] [3126/3417] Forecasting UHS...
[2026-02-10T20:33:39.926511] [INFO ] [sig       ] Generating forecast for: UHS
[2026-02-10T20:33:39.926544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2026-02-10T20:33:39.938690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2026-02-10T20:33:39.939055] [INFO ] [FORECASTER] Starting predict_future for UHS
[2026-02-10T20:33:39.939915] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2026-02-10T20:33:39.939970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:39.940003] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:39.940030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:39.940086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:39.998510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:39.999366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:39.999451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:39.999485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:40.124468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:40.124648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:40.124692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:40.124726] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:40.128188] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2026-02-10T20:33:40.128467] [INFO ] [FORECASTER] Completed predict_future for UHS
[2026-02-10T20:33:40.128619] [INFO ] [sig       ] UHS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:40.274845] [INFO ] [LOCAL     ] Saved forecast: UHS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UHS.txt
[2026-02-10T20:33:40.275047] [INFO ] [sig       ] [3126/3417] Completed UHS in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:40.275100] [INFO ] [sig       ] [3127/3417] Forecasting UI...
[2026-02-10T20:33:40.275138] [INFO ] [sig       ] Generating forecast for: UI
[2026-02-10T20:33:40.275173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2026-02-10T20:33:40.286410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2026-02-10T20:33:40.286762] [INFO ] [FORECASTER] Starting predict_future for UI
[2026-02-10T20:33:40.287563] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2026-02-10T20:33:40.287648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:40.287682] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:40.287714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:40.287806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:40.347458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:40.348447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:40.348536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:40.348588] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:40.477121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:40.477312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:40.477397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:40.477449] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:40.482502] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2026-02-10T20:33:40.482977] [INFO ] [FORECASTER] Completed predict_future for UI
[2026-02-10T20:33:40.483173] [INFO ] [sig       ] UI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:40.634810] [INFO ] [LOCAL     ] Saved forecast: UI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UI.txt
[2026-02-10T20:33:40.634956] [INFO ] [sig       ] [3127/3417] Completed UI in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:40.634996] [INFO ] [sig       ] [3128/3417] Forecasting UIS...
[2026-02-10T20:33:40.635025] [INFO ] [sig       ] Generating forecast for: UIS
[2026-02-10T20:33:40.635057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2026-02-10T20:33:40.645971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2026-02-10T20:33:40.646251] [INFO ] [FORECASTER] Starting predict_future for UIS
[2026-02-10T20:33:40.647182] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2026-02-10T20:33:40.647246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:40.647286] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:40.647325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:40.647401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:40.704812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:40.705513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:40.705613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:40.705649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:40.827700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:40.827864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:40.827912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:40.827946] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:40.831426] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2026-02-10T20:33:40.831721] [INFO ] [FORECASTER] Completed predict_future for UIS
[2026-02-10T20:33:40.831856] [INFO ] [sig       ] UIS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:40.983544] [INFO ] [LOCAL     ] Saved forecast: UIS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UIS.txt
[2026-02-10T20:33:40.983726] [INFO ] [sig       ] [3128/3417] Completed UIS in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:40.983767] [INFO ] [sig       ] [3129/3417] Forecasting UITB...
[2026-02-10T20:33:40.983796] [INFO ] [sig       ] Generating forecast for: UITB
[2026-02-10T20:33:40.983828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2026-02-10T20:33:40.994915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2026-02-10T20:33:40.995272] [INFO ] [FORECASTER] Starting predict_future for UITB
[2026-02-10T20:33:40.996128] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2026-02-10T20:33:40.996183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:40.996217] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:40.996244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:40.996301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:41.055073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:41.055952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:41.056036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:41.056070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:41.175937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:41.176098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:41.176138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:41.176168] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:41.179608] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2026-02-10T20:33:41.179891] [INFO ] [FORECASTER] Completed predict_future for UITB
[2026-02-10T20:33:41.180023] [INFO ] [sig       ] UITB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:41.322847] [INFO ] [LOCAL     ] Saved forecast: UITB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UITB.txt
[2026-02-10T20:33:41.323006] [INFO ] [sig       ] [3129/3417] Completed UITB in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:41.323050] [INFO ] [sig       ] [3130/3417] Forecasting UL...
[2026-02-10T20:33:41.323081] [INFO ] [sig       ] Generating forecast for: UL
[2026-02-10T20:33:41.323114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2026-02-10T20:33:41.334069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2026-02-10T20:33:41.334398] [INFO ] [FORECASTER] Starting predict_future for UL
[2026-02-10T20:33:41.335227] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2026-02-10T20:33:41.335280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:41.335340] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:41.335368] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:41.335425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:41.395028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:41.395896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:41.395985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:41.396019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:41.523471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:41.523646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:41.523688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:41.523718] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:41.527532] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=68.70%)
[2026-02-10T20:33:41.527828] [INFO ] [FORECASTER] Completed predict_future for UL
[2026-02-10T20:33:41.528165] [INFO ] [sig       ] UL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:41.673471] [INFO ] [LOCAL     ] Saved forecast: UL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UL.txt
[2026-02-10T20:33:41.673626] [INFO ] [sig       ] [3130/3417] Completed UL in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:41.673669] [INFO ] [sig       ] [3131/3417] Forecasting ULBI...
[2026-02-10T20:33:41.673699] [INFO ] [sig       ] Generating forecast for: ULBI
[2026-02-10T20:33:41.673731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2026-02-10T20:33:41.685872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2026-02-10T20:33:41.686284] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2026-02-10T20:33:41.687244] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2026-02-10T20:33:41.687311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:41.687373] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:41.687413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:41.687478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:41.755270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:41.756342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:41.756435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:41.756469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:41.891128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:41.891296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:41.891338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:41.891368] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:41.894891] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2026-02-10T20:33:41.895226] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2026-02-10T20:33:41.895367] [INFO ] [sig       ] ULBI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:42.040397] [INFO ] [LOCAL     ] Saved forecast: ULBI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ULBI.txt
[2026-02-10T20:33:42.040563] [INFO ] [sig       ] [3131/3417] Completed ULBI in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:42.040625] [INFO ] [sig       ] [3132/3417] Forecasting ULCC...
[2026-02-10T20:33:42.040655] [INFO ] [sig       ] Generating forecast for: ULCC
[2026-02-10T20:33:42.040686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2026-02-10T20:33:42.052093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2026-02-10T20:33:42.052414] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2026-02-10T20:33:42.053402] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2026-02-10T20:33:42.053454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:42.053486] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:42.053511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:42.053566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:42.112617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:42.113504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:42.113606] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:42.113641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:42.239714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:42.239888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:42.239937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:42.239966] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:42.243477] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=45.85%)
[2026-02-10T20:33:42.243803] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2026-02-10T20:33:42.243943] [INFO ] [sig       ] ULCC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:42.389198] [INFO ] [LOCAL     ] Saved forecast: ULCC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ULCC.txt
[2026-02-10T20:33:42.389362] [INFO ] [sig       ] [3132/3417] Completed ULCC in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:42.389402] [INFO ] [sig       ] [3133/3417] Forecasting ULH...
[2026-02-10T20:33:42.389433] [INFO ] [sig       ] Generating forecast for: ULH
[2026-02-10T20:33:42.389465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2026-02-10T20:33:42.400690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2026-02-10T20:33:42.401075] [INFO ] [FORECASTER] Starting predict_future for ULH
[2026-02-10T20:33:42.401872] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2026-02-10T20:33:42.401924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:42.401956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:42.401983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:42.402044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:42.462821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:42.463732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:42.463825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:42.463859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:42.592414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:42.592588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:42.592640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:42.592703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:42.596259] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2026-02-10T20:33:42.596620] [INFO ] [FORECASTER] Completed predict_future for ULH
[2026-02-10T20:33:42.596767] [INFO ] [sig       ] ULH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:42.747952] [INFO ] [LOCAL     ] Saved forecast: ULH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ULH.txt
[2026-02-10T20:33:42.748145] [INFO ] [sig       ] [3133/3417] Completed ULH in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:42.748188] [INFO ] [sig       ] [3134/3417] Forecasting ULTA...
[2026-02-10T20:33:42.748219] [INFO ] [sig       ] Generating forecast for: ULTA
[2026-02-10T20:33:42.748250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2026-02-10T20:33:42.759778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2026-02-10T20:33:42.760177] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2026-02-10T20:33:42.761065] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2026-02-10T20:33:42.761120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:42.761178] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:42.761209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:42.761267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:42.822236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:42.823166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:42.823253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:42.823287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:42.949253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:42.949424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:42.949465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:42.949493] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:42.953303] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2026-02-10T20:33:42.953629] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2026-02-10T20:33:42.953783] [INFO ] [sig       ] ULTA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:43.112094] [INFO ] [LOCAL     ] Saved forecast: ULTA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ULTA.txt
[2026-02-10T20:33:43.112271] [INFO ] [sig       ] [3134/3417] Completed ULTA in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:43.112312] [INFO ] [sig       ] [3135/3417] Forecasting ULY...
[2026-02-10T20:33:43.112359] [INFO ] [sig       ] Generating forecast for: ULY
[2026-02-10T20:33:43.112393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2026-02-10T20:33:43.123373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2026-02-10T20:33:43.123712] [INFO ] [FORECASTER] Starting predict_future for ULY
[2026-02-10T20:33:43.124498] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2026-02-10T20:33:43.124550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:43.124613] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:43.124654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:43.124719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:43.185211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:43.185993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:43.186079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:43.186297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:43.306213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:43.306367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:43.306409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:43.306439] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:43.310049] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2026-02-10T20:33:43.310337] [INFO ] [FORECASTER] Completed predict_future for ULY
[2026-02-10T20:33:43.310466] [INFO ] [sig       ] ULY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:43.467087] [INFO ] [LOCAL     ] Saved forecast: ULY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ULY.txt
[2026-02-10T20:33:43.467235] [INFO ] [sig       ] [3135/3417] Completed ULY in 0.4s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:43.467275] [INFO ] [sig       ] [3136/3417] Forecasting UMBF...
[2026-02-10T20:33:43.467305] [INFO ] [sig       ] Generating forecast for: UMBF
[2026-02-10T20:33:43.467336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2026-02-10T20:33:43.478139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2026-02-10T20:33:43.478482] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2026-02-10T20:33:43.479298] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2026-02-10T20:33:43.479352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:43.479384] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:43.479411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:43.479467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:43.538339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:43.539087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:43.539170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:43.539204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:43.659713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:43.659878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:43.659926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:43.659961] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:43.663412] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2026-02-10T20:33:43.663708] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2026-02-10T20:33:43.663835] [INFO ] [sig       ] UMBF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:43.807009] [INFO ] [LOCAL     ] Saved forecast: UMBF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UMBF.txt
[2026-02-10T20:33:43.807150] [INFO ] [sig       ] [3136/3417] Completed UMBF in 0.3s | 2.80 sym/s | Total: 18.6m | ETA: 1.7m
[2026-02-10T20:33:43.807189] [INFO ] [sig       ] [3137/3417] Forecasting UMC...
[2026-02-10T20:33:43.807219] [INFO ] [sig       ] Generating forecast for: UMC
[2026-02-10T20:33:43.807249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2026-02-10T20:33:43.817449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2026-02-10T20:33:43.817777] [INFO ] [FORECASTER] Starting predict_future for UMC
[2026-02-10T20:33:43.818591] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2026-02-10T20:33:43.818645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:43.818677] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:43.818703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:43.818759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:43.876043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:43.876758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:43.876838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:43.876871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:44.000767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:44.000922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:44.000963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:44.000995] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:44.004465] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2026-02-10T20:33:44.004765] [INFO ] [FORECASTER] Completed predict_future for UMC
[2026-02-10T20:33:44.004897] [INFO ] [sig       ] UMC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:44.165304] [INFO ] [LOCAL     ] Saved forecast: UMC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UMC.txt
[2026-02-10T20:33:44.165479] [INFO ] [sig       ] [3137/3417] Completed UMC in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-10T20:33:44.165523] [INFO ] [sig       ] [3138/3417] Forecasting UMH...
[2026-02-10T20:33:44.165555] [INFO ] [sig       ] Generating forecast for: UMH
[2026-02-10T20:33:44.165607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2026-02-10T20:33:44.177463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2026-02-10T20:33:44.177848] [INFO ] [FORECASTER] Starting predict_future for UMH
[2026-02-10T20:33:44.178835] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2026-02-10T20:33:44.178912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:44.178956] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:44.178991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:44.179049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:44.245714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:44.246687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:44.246781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:44.246818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:44.379072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:44.379242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:44.379285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:44.379333] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:44.383220] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2026-02-10T20:33:44.383600] [INFO ] [FORECASTER] Completed predict_future for UMH
[2026-02-10T20:33:44.383756] [INFO ] [sig       ] UMH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:44.541755] [INFO ] [LOCAL     ] Saved forecast: UMH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UMH.txt
[2026-02-10T20:33:44.541959] [INFO ] [sig       ] [3138/3417] Completed UMH in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-10T20:33:44.542016] [INFO ] [sig       ] [3139/3417] Forecasting UMMA...
[2026-02-10T20:33:44.542046] [INFO ] [sig       ] Generating forecast for: UMMA
[2026-02-10T20:33:44.542078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2026-02-10T20:33:44.553438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2026-02-10T20:33:44.553844] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2026-02-10T20:33:44.554915] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2026-02-10T20:33:44.554972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:44.555005] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:44.555034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:44.555092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:44.621389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:44.622256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:44.622358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:44.622398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:44.759638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:44.759833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:44.759889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:44.759927] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:44.763764] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2026-02-10T20:33:44.764083] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2026-02-10T20:33:44.764230] [INFO ] [sig       ] UMMA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:44.925926] [INFO ] [LOCAL     ] Saved forecast: UMMA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UMMA.txt
[2026-02-10T20:33:44.926126] [INFO ] [sig       ] [3139/3417] Completed UMMA in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.7m
[2026-02-10T20:33:44.926187] [INFO ] [sig       ] [3140/3417] Forecasting UNCY...
[2026-02-10T20:33:44.926228] [INFO ] [sig       ] Generating forecast for: UNCY
[2026-02-10T20:33:44.926261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2026-02-10T20:33:44.938963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2026-02-10T20:33:44.939509] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2026-02-10T20:33:44.940691] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2026-02-10T20:33:44.940758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:44.940804] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:44.940847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:44.940912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:45.010469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:45.011313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:45.011426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:45.011478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:45.145406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:45.145570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:45.145632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:45.145663] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:45.149619] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2026-02-10T20:33:45.149936] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2026-02-10T20:33:45.150076] [INFO ] [sig       ] UNCY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:45.310412] [INFO ] [LOCAL     ] Saved forecast: UNCY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UNCY.txt
[2026-02-10T20:33:45.310599] [INFO ] [sig       ] [3140/3417] Completed UNCY in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:45.310646] [INFO ] [sig       ] [3141/3417] Forecasting UNF...
[2026-02-10T20:33:45.310676] [INFO ] [sig       ] Generating forecast for: UNF
[2026-02-10T20:33:45.310709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2026-02-10T20:33:45.321839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2026-02-10T20:33:45.322199] [INFO ] [FORECASTER] Starting predict_future for UNF
[2026-02-10T20:33:45.323079] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2026-02-10T20:33:45.323147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:45.323190] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:45.323219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:45.323291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:45.405918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:45.407417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:45.407515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:45.407557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:45.539905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:45.540084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:45.540126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:45.540155] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:45.544102] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2026-02-10T20:33:45.544599] [INFO ] [FORECASTER] Completed predict_future for UNF
[2026-02-10T20:33:45.544744] [INFO ] [sig       ] UNF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:45.699610] [INFO ] [LOCAL     ] Saved forecast: UNF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UNF.txt
[2026-02-10T20:33:45.699794] [INFO ] [sig       ] [3141/3417] Completed UNF in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:45.699837] [INFO ] [sig       ] [3142/3417] Forecasting UNFI...
[2026-02-10T20:33:45.699871] [INFO ] [sig       ] Generating forecast for: UNFI
[2026-02-10T20:33:45.699907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2026-02-10T20:33:45.711094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2026-02-10T20:33:45.711440] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2026-02-10T20:33:45.712280] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2026-02-10T20:33:45.712332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:45.712363] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:45.712403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:45.712461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:45.773852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:45.774757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:45.774850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:45.774891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:45.898295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:45.898459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:45.898499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:45.898527] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:45.902556] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2026-02-10T20:33:45.902854] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2026-02-10T20:33:45.903007] [INFO ] [sig       ] UNFI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:46.044711] [INFO ] [LOCAL     ] Saved forecast: UNFI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UNFI.txt
[2026-02-10T20:33:46.044885] [INFO ] [sig       ] [3142/3417] Completed UNFI in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:46.044928] [INFO ] [sig       ] [3143/3417] Forecasting UNM...
[2026-02-10T20:33:46.044958] [INFO ] [sig       ] Generating forecast for: UNM
[2026-02-10T20:33:46.044989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2026-02-10T20:33:46.055545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2026-02-10T20:33:46.055970] [INFO ] [FORECASTER] Starting predict_future for UNM
[2026-02-10T20:33:46.056818] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2026-02-10T20:33:46.056871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:46.056908] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:46.056936] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:46.056992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:46.114400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:46.115323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:46.115411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:46.115444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:46.240679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:46.240852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:46.240899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:46.240931] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:46.245105] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2026-02-10T20:33:46.245503] [INFO ] [FORECASTER] Completed predict_future for UNM
[2026-02-10T20:33:46.245687] [INFO ] [sig       ] UNM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:46.455767] [INFO ] [LOCAL     ] Saved forecast: UNM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UNM.txt
[2026-02-10T20:33:46.455960] [INFO ] [sig       ] [3143/3417] Completed UNM in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:46.456004] [INFO ] [sig       ] [3144/3417] Forecasting UNMA...
[2026-02-10T20:33:46.456037] [INFO ] [sig       ] Generating forecast for: UNMA
[2026-02-10T20:33:46.456070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2026-02-10T20:33:46.466402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2026-02-10T20:33:46.466710] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2026-02-10T20:33:46.467507] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2026-02-10T20:33:46.467562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:46.467615] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:46.467644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:46.467703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:46.527751] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:46.528864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:46.528961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:46.528998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:46.641242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:46.641402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:46.641446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:46.641475] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:46.645034] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2026-02-10T20:33:46.645321] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2026-02-10T20:33:46.645451] [INFO ] [sig       ] UNMA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:46.795233] [INFO ] [LOCAL     ] Saved forecast: UNMA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UNMA.txt
[2026-02-10T20:33:46.795379] [INFO ] [sig       ] [3144/3417] Completed UNMA in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:46.795419] [INFO ] [sig       ] [3145/3417] Forecasting UNP...
[2026-02-10T20:33:46.795450] [INFO ] [sig       ] Generating forecast for: UNP
[2026-02-10T20:33:46.795480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2026-02-10T20:33:46.806502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2026-02-10T20:33:46.806831] [INFO ] [FORECASTER] Starting predict_future for UNP
[2026-02-10T20:33:46.807813] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2026-02-10T20:33:46.807866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:46.807898] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:46.807925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:46.807980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:46.866346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:46.867025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:46.867104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:46.867137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:46.992305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:46.992458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:46.992502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:46.992531] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:46.995991] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2026-02-10T20:33:46.996268] [INFO ] [FORECASTER] Completed predict_future for UNP
[2026-02-10T20:33:46.996399] [INFO ] [sig       ] UNP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:47.146411] [INFO ] [LOCAL     ] Saved forecast: UNP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UNP.txt
[2026-02-10T20:33:47.146549] [INFO ] [sig       ] [3145/3417] Completed UNP in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:47.146606] [INFO ] [sig       ] [3146/3417] Forecasting UNTY...
[2026-02-10T20:33:47.146639] [INFO ] [sig       ] Generating forecast for: UNTY
[2026-02-10T20:33:47.146676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2026-02-10T20:33:47.156739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2026-02-10T20:33:47.157008] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2026-02-10T20:33:47.157784] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2026-02-10T20:33:47.157838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:47.157870] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:47.157896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:47.157957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:47.215232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:47.215858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:47.215952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:47.215985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:47.337752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:47.337910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:47.337961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:47.337997] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:47.341834] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2026-02-10T20:33:47.342104] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2026-02-10T20:33:47.342231] [INFO ] [sig       ] UNTY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:47.489637] [INFO ] [LOCAL     ] Saved forecast: UNTY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UNTY.txt
[2026-02-10T20:33:47.489761] [INFO ] [sig       ] [3146/3417] Completed UNTY in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:47.489800] [INFO ] [sig       ] [3147/3417] Forecasting UPBD...
[2026-02-10T20:33:47.489831] [INFO ] [sig       ] Generating forecast for: UPBD
[2026-02-10T20:33:47.489862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2026-02-10T20:33:47.500836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2026-02-10T20:33:47.501301] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2026-02-10T20:33:47.502085] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2026-02-10T20:33:47.502283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:47.502339] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:47.502367] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:47.502423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:47.561032] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:47.561770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:47.561852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:47.561884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:47.682730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:47.682887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:47.682928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:47.682956] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:47.686401] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2026-02-10T20:33:47.686696] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2026-02-10T20:33:47.686846] [INFO ] [sig       ] UPBD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:47.831297] [INFO ] [LOCAL     ] Saved forecast: UPBD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UPBD.txt
[2026-02-10T20:33:47.831443] [INFO ] [sig       ] [3147/3417] Completed UPBD in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:47.831486] [INFO ] [sig       ] [3148/3417] Forecasting UPC...
[2026-02-10T20:33:47.831517] [INFO ] [sig       ] Generating forecast for: UPC
[2026-02-10T20:33:47.831549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2026-02-10T20:33:47.842293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2026-02-10T20:33:47.842616] [INFO ] [FORECASTER] Starting predict_future for UPC
[2026-02-10T20:33:47.843398] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2026-02-10T20:33:47.843452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:47.843485] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:47.843513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:47.843569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:47.900935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:47.901918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:47.902009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:47.902042] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:48.018397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:48.018561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:48.018621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:48.018652] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:48.022054] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2026-02-10T20:33:48.022328] [INFO ] [FORECASTER] Completed predict_future for UPC
[2026-02-10T20:33:48.022454] [INFO ] [sig       ] UPC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:48.167196] [INFO ] [LOCAL     ] Saved forecast: UPC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UPC.txt
[2026-02-10T20:33:48.167343] [INFO ] [sig       ] [3148/3417] Completed UPC in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:48.167382] [INFO ] [sig       ] [3149/3417] Forecasting UPLD...
[2026-02-10T20:33:48.167413] [INFO ] [sig       ] Generating forecast for: UPLD
[2026-02-10T20:33:48.167444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2026-02-10T20:33:48.179106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2026-02-10T20:33:48.179439] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2026-02-10T20:33:48.180433] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2026-02-10T20:33:48.180486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:48.180519] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:48.180546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:48.180621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:48.239515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:48.240445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:48.240570] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:48.240639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:48.364629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:48.364790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:48.364830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:48.364858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:48.368479] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2026-02-10T20:33:48.368779] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2026-02-10T20:33:48.368913] [INFO ] [sig       ] UPLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:48.512102] [INFO ] [LOCAL     ] Saved forecast: UPLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UPLD.txt
[2026-02-10T20:33:48.512245] [INFO ] [sig       ] [3149/3417] Completed UPLD in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:48.512285] [INFO ] [sig       ] [3150/3417] Forecasting UPS...
[2026-02-10T20:33:48.512315] [INFO ] [sig       ] Generating forecast for: UPS
[2026-02-10T20:33:48.512347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2026-02-10T20:33:48.522979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2026-02-10T20:33:48.523301] [INFO ] [FORECASTER] Starting predict_future for UPS
[2026-02-10T20:33:48.524092] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2026-02-10T20:33:48.524145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:48.524176] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:48.524202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:48.524257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:48.580839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:48.581634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:48.581716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:48.581749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:48.712013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:48.712183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:48.712224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:48.712288] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:48.716158] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=63.52%)
[2026-02-10T20:33:48.716439] [INFO ] [FORECASTER] Completed predict_future for UPS
[2026-02-10T20:33:48.716568] [INFO ] [sig       ] UPS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:48.860359] [INFO ] [LOCAL     ] Saved forecast: UPS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UPS.txt
[2026-02-10T20:33:48.860519] [INFO ] [sig       ] [3150/3417] Completed UPS in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:48.860558] [INFO ] [sig       ] [3151/3417] Forecasting UPWK...
[2026-02-10T20:33:48.860615] [INFO ] [sig       ] Generating forecast for: UPWK
[2026-02-10T20:33:48.860647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2026-02-10T20:33:48.871768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2026-02-10T20:33:48.872098] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2026-02-10T20:33:48.872886] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2026-02-10T20:33:48.872939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:48.872971] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:48.872997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:48.873054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:48.931060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:48.931930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:48.932018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:48.932051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:49.060037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:49.060226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:49.060456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:49.060487] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:49.064410] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2026-02-10T20:33:49.064722] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2026-02-10T20:33:49.064857] [INFO ] [sig       ] UPWK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:49.210981] [INFO ] [LOCAL     ] Saved forecast: UPWK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UPWK.txt
[2026-02-10T20:33:49.211143] [INFO ] [sig       ] [3151/3417] Completed UPWK in 0.4s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:49.211183] [INFO ] [sig       ] [3152/3417] Forecasting UPXI...
[2026-02-10T20:33:49.211213] [INFO ] [sig       ] Generating forecast for: UPXI
[2026-02-10T20:33:49.211244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2026-02-10T20:33:49.221444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2026-02-10T20:33:49.221759] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2026-02-10T20:33:49.222543] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2026-02-10T20:33:49.222616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:49.222649] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:49.222676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:49.222734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:49.279553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:49.280391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:49.280478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:49.280515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:49.403413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:49.403566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:49.403625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:49.403654] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:49.407002] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2026-02-10T20:33:49.407279] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2026-02-10T20:33:49.407409] [INFO ] [sig       ] UPXI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:49.554584] [INFO ] [LOCAL     ] Saved forecast: UPXI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UPXI.txt
[2026-02-10T20:33:49.554732] [INFO ] [sig       ] [3152/3417] Completed UPXI in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:49.554773] [INFO ] [sig       ] [3153/3417] Forecasting URBN...
[2026-02-10T20:33:49.554804] [INFO ] [sig       ] Generating forecast for: URBN
[2026-02-10T20:33:49.554836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2026-02-10T20:33:49.565964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2026-02-10T20:33:49.566311] [INFO ] [FORECASTER] Starting predict_future for URBN
[2026-02-10T20:33:49.567093] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2026-02-10T20:33:49.567146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:49.567177] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:49.567203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:49.567260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:49.624518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:49.625227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:49.625323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:49.625358] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:49.745656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:49.745815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:49.745856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:49.745884] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:49.749329] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2026-02-10T20:33:49.749624] [INFO ] [FORECASTER] Completed predict_future for URBN
[2026-02-10T20:33:49.749751] [INFO ] [sig       ] URBN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:49.890122] [INFO ] [LOCAL     ] Saved forecast: URBN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/URBN.txt
[2026-02-10T20:33:49.890272] [INFO ] [sig       ] [3153/3417] Completed URBN in 0.3s | 2.80 sym/s | Total: 18.7m | ETA: 1.6m
[2026-02-10T20:33:49.890312] [INFO ] [sig       ] [3154/3417] Forecasting URGN...
[2026-02-10T20:33:49.890342] [INFO ] [sig       ] Generating forecast for: URGN
[2026-02-10T20:33:49.890372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2026-02-10T20:33:49.900978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2026-02-10T20:33:49.901281] [INFO ] [FORECASTER] Starting predict_future for URGN
[2026-02-10T20:33:49.902073] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2026-02-10T20:33:49.902126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:49.902157] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:49.902184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:49.902240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:49.962061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:49.962791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:49.962871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:49.962903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:50.082132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:50.082296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:50.082336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:50.082365] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:50.085768] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2026-02-10T20:33:50.086044] [INFO ] [FORECASTER] Completed predict_future for URGN
[2026-02-10T20:33:50.086171] [INFO ] [sig       ] URGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:50.235231] [INFO ] [LOCAL     ] Saved forecast: URGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/URGN.txt
[2026-02-10T20:33:50.235400] [INFO ] [sig       ] [3154/3417] Completed URGN in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-10T20:33:50.235443] [INFO ] [sig       ] [3155/3417] Forecasting URI...
[2026-02-10T20:33:50.235475] [INFO ] [sig       ] Generating forecast for: URI
[2026-02-10T20:33:50.235505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2026-02-10T20:33:50.247731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2026-02-10T20:33:50.248140] [INFO ] [FORECASTER] Starting predict_future for URI
[2026-02-10T20:33:50.249260] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2026-02-10T20:33:50.249330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:50.249377] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:50.249421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:50.249489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:50.315905] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:50.316837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:50.316927] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:50.316967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:50.464382] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:50.464547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:50.464606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:50.464639] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:50.469224] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2026-02-10T20:33:50.469523] [INFO ] [FORECASTER] Completed predict_future for URI
[2026-02-10T20:33:50.469689] [INFO ] [sig       ] URI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:50.622921] [INFO ] [LOCAL     ] Saved forecast: URI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/URI.txt
[2026-02-10T20:33:50.623093] [INFO ] [sig       ] [3155/3417] Completed URI in 0.4s | 2.80 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-10T20:33:50.623134] [INFO ] [sig       ] [3156/3417] Forecasting URNJ...
[2026-02-10T20:33:50.623164] [INFO ] [sig       ] Generating forecast for: URNJ
[2026-02-10T20:33:50.623194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2026-02-10T20:33:50.633770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2026-02-10T20:33:50.634138] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2026-02-10T20:33:50.634941] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2026-02-10T20:33:50.635003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:50.635041] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:50.635081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:50.635144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:50.691548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:50.692460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:50.692546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:50.692600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:50.817340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:50.817514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:50.817555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:50.817605] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:50.821294] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2026-02-10T20:33:50.821602] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2026-02-10T20:33:50.821737] [INFO ] [sig       ] URNJ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:50.962613] [INFO ] [LOCAL     ] Saved forecast: URNJ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/URNJ.txt
[2026-02-10T20:33:50.962780] [INFO ] [sig       ] [3156/3417] Completed URNJ in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.6m
[2026-02-10T20:33:50.962822] [INFO ] [sig       ] [3157/3417] Forecasting UROY...
[2026-02-10T20:33:50.962851] [INFO ] [sig       ] Generating forecast for: UROY
[2026-02-10T20:33:50.962882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2026-02-10T20:33:50.973356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2026-02-10T20:33:50.973727] [INFO ] [FORECASTER] Starting predict_future for UROY
[2026-02-10T20:33:50.974499] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2026-02-10T20:33:50.974552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:50.974611] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:50.974640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:50.974696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:51.031258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:51.032147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:51.032266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:51.032301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:51.160058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:51.160223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:51.160265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:51.160294] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:51.163720] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2026-02-10T20:33:51.163997] [INFO ] [FORECASTER] Completed predict_future for UROY
[2026-02-10T20:33:51.164128] [INFO ] [sig       ] UROY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:51.310620] [INFO ] [LOCAL     ] Saved forecast: UROY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UROY.txt
[2026-02-10T20:33:51.310788] [INFO ] [sig       ] [3157/3417] Completed UROY in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:51.310829] [INFO ] [sig       ] [3158/3417] Forecasting USA...
[2026-02-10T20:33:51.310859] [INFO ] [sig       ] Generating forecast for: USA
[2026-02-10T20:33:51.310892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2026-02-10T20:33:51.321262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2026-02-10T20:33:51.321634] [INFO ] [FORECASTER] Starting predict_future for USA
[2026-02-10T20:33:51.322433] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2026-02-10T20:33:51.322485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:51.322518] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:51.322546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:51.322623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:51.379359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:51.380297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:51.380391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:51.380424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:51.498484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:51.498669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:51.498711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:51.498741] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:51.502196] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2026-02-10T20:33:51.502480] [INFO ] [FORECASTER] Completed predict_future for USA
[2026-02-10T20:33:51.502631] [INFO ] [sig       ] USA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:51.645424] [INFO ] [LOCAL     ] Saved forecast: USA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USA.txt
[2026-02-10T20:33:51.645612] [INFO ] [sig       ] [3158/3417] Completed USA in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:51.645662] [INFO ] [sig       ] [3159/3417] Forecasting USAC...
[2026-02-10T20:33:51.645696] [INFO ] [sig       ] Generating forecast for: USAC
[2026-02-10T20:33:51.645728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2026-02-10T20:33:51.656284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2026-02-10T20:33:51.656648] [INFO ] [FORECASTER] Starting predict_future for USAC
[2026-02-10T20:33:51.657419] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2026-02-10T20:33:51.657471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:51.657502] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:51.657528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:51.657607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:51.716816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:51.717760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:51.717855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:51.717894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:51.841113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:51.841281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:51.841323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:51.841351] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:51.844837] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=28.58%)
[2026-02-10T20:33:51.845127] [INFO ] [FORECASTER] Completed predict_future for USAC
[2026-02-10T20:33:51.845258] [INFO ] [sig       ] USAC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:51.990365] [INFO ] [LOCAL     ] Saved forecast: USAC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USAC.txt
[2026-02-10T20:33:51.990526] [INFO ] [sig       ] [3159/3417] Completed USAC in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:51.990568] [INFO ] [sig       ] [3160/3417] Forecasting USB...
[2026-02-10T20:33:51.990619] [INFO ] [sig       ] Generating forecast for: USB
[2026-02-10T20:33:51.990650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2026-02-10T20:33:52.002104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2026-02-10T20:33:52.002657] [INFO ] [FORECASTER] Starting predict_future for USB
[2026-02-10T20:33:52.003428] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2026-02-10T20:33:52.003481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:52.003513] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:52.003541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:52.003620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:52.062996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:52.063889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:52.063973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:52.064006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:52.197025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:52.197202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:52.197249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:52.197281] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:52.201097] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2026-02-10T20:33:52.201384] [INFO ] [FORECASTER] Completed predict_future for USB
[2026-02-10T20:33:52.201548] [INFO ] [sig       ] USB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:52.347932] [INFO ] [LOCAL     ] Saved forecast: USB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USB.txt
[2026-02-10T20:33:52.348153] [INFO ] [sig       ] [3160/3417] Completed USB in 0.4s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:52.348201] [INFO ] [sig       ] [3161/3417] Forecasting USCB...
[2026-02-10T20:33:52.348246] [INFO ] [sig       ] Generating forecast for: USCB
[2026-02-10T20:33:52.348280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2026-02-10T20:33:52.359507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2026-02-10T20:33:52.359874] [INFO ] [FORECASTER] Starting predict_future for USCB
[2026-02-10T20:33:52.360830] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2026-02-10T20:33:52.360884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:52.360918] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:52.360945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:52.361002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:52.427608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:52.428681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:52.428772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:52.428819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:52.553450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:52.553657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:52.553715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:52.553756] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:52.557746] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-10T20:33:52.558086] [INFO ] [FORECASTER] Completed predict_future for USCB
[2026-02-10T20:33:52.558235] [INFO ] [sig       ] USCB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:52.704446] [INFO ] [LOCAL     ] Saved forecast: USCB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USCB.txt
[2026-02-10T20:33:52.704630] [INFO ] [sig       ] [3161/3417] Completed USCB in 0.4s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:52.704675] [INFO ] [sig       ] [3162/3417] Forecasting USDX...
[2026-02-10T20:33:52.704705] [INFO ] [sig       ] Generating forecast for: USDX
[2026-02-10T20:33:52.704737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2026-02-10T20:33:52.715380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2026-02-10T20:33:52.715753] [INFO ] [FORECASTER] Starting predict_future for USDX
[2026-02-10T20:33:52.716528] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2026-02-10T20:33:52.716607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:52.716642] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:52.716670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:52.716726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:52.773313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:52.774208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:52.774293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:52.774325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:52.890799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:52.890962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:52.891021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:52.891050] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:52.894752] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=27.45%)
[2026-02-10T20:33:52.895031] [INFO ] [FORECASTER] Completed predict_future for USDX
[2026-02-10T20:33:52.895164] [INFO ] [sig       ] USDX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:53.039964] [INFO ] [LOCAL     ] Saved forecast: USDX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USDX.txt
[2026-02-10T20:33:53.040128] [INFO ] [sig       ] [3162/3417] Completed USDX in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:53.040171] [INFO ] [sig       ] [3163/3417] Forecasting USEA...
[2026-02-10T20:33:53.040202] [INFO ] [sig       ] Generating forecast for: USEA
[2026-02-10T20:33:53.040245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2026-02-10T20:33:53.052431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2026-02-10T20:33:53.052822] [INFO ] [FORECASTER] Starting predict_future for USEA
[2026-02-10T20:33:53.053670] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2026-02-10T20:33:53.053725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:53.053759] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:53.053788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:53.053845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:53.111565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:53.112468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:53.112553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:53.112608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:53.230849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:53.231010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:53.231050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:53.231080] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:53.235146] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2026-02-10T20:33:53.235435] [INFO ] [FORECASTER] Completed predict_future for USEA
[2026-02-10T20:33:53.235565] [INFO ] [sig       ] USEA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:53.379433] [INFO ] [LOCAL     ] Saved forecast: USEA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USEA.txt
[2026-02-10T20:33:53.379619] [INFO ] [sig       ] [3163/3417] Completed USEA in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:53.379662] [INFO ] [sig       ] [3164/3417] Forecasting USFD...
[2026-02-10T20:33:53.379694] [INFO ] [sig       ] Generating forecast for: USFD
[2026-02-10T20:33:53.379725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2026-02-10T20:33:53.390767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2026-02-10T20:33:53.391085] [INFO ] [FORECASTER] Starting predict_future for USFD
[2026-02-10T20:33:53.391867] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2026-02-10T20:33:53.391921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:53.392000] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:53.392030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:53.392087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:53.449874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:53.450803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:53.450890] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:53.450923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:53.580995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:53.581180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:53.581242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:53.581276] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:53.585530] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2026-02-10T20:33:53.585864] [INFO ] [FORECASTER] Completed predict_future for USFD
[2026-02-10T20:33:53.586008] [INFO ] [sig       ] USFD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:53.733158] [INFO ] [LOCAL     ] Saved forecast: USFD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USFD.txt
[2026-02-10T20:33:53.733317] [INFO ] [sig       ] [3164/3417] Completed USFD in 0.4s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:53.733356] [INFO ] [sig       ] [3165/3417] Forecasting USGO...
[2026-02-10T20:33:53.733386] [INFO ] [sig       ] Generating forecast for: USGO
[2026-02-10T20:33:53.733418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2026-02-10T20:33:53.744293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2026-02-10T20:33:53.744669] [INFO ] [FORECASTER] Starting predict_future for USGO
[2026-02-10T20:33:53.745516] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2026-02-10T20:33:53.745588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:53.745623] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:53.745650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:53.745707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:53.806559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:53.807392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:53.807478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:53.807512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:53.927923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:53.928100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:53.928147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:53.928180] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:53.931636] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2026-02-10T20:33:53.931916] [INFO ] [FORECASTER] Completed predict_future for USGO
[2026-02-10T20:33:53.932047] [INFO ] [sig       ] USGO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:54.083545] [INFO ] [LOCAL     ] Saved forecast: USGO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USGO.txt
[2026-02-10T20:33:54.083714] [INFO ] [sig       ] [3165/3417] Completed USGO in 0.4s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:54.083755] [INFO ] [sig       ] [3166/3417] Forecasting USIG...
[2026-02-10T20:33:54.083785] [INFO ] [sig       ] Generating forecast for: USIG
[2026-02-10T20:33:54.083815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2026-02-10T20:33:54.094459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2026-02-10T20:33:54.094788] [INFO ] [FORECASTER] Starting predict_future for USIG
[2026-02-10T20:33:54.095547] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2026-02-10T20:33:54.095625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:54.095672] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:54.095701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:54.095767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:54.153842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:54.154483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:54.154563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:54.154615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:54.279211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:54.279373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:54.279413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:54.279442] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:54.282976] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2026-02-10T20:33:54.283262] [INFO ] [FORECASTER] Completed predict_future for USIG
[2026-02-10T20:33:54.283394] [INFO ] [sig       ] USIG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:54.426273] [INFO ] [LOCAL     ] Saved forecast: USIG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USIG.txt
[2026-02-10T20:33:54.426415] [INFO ] [sig       ] [3166/3417] Completed USIG in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:54.426454] [INFO ] [sig       ] [3167/3417] Forecasting USIO...
[2026-02-10T20:33:54.426485] [INFO ] [sig       ] Generating forecast for: USIO
[2026-02-10T20:33:54.426517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2026-02-10T20:33:54.436791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2026-02-10T20:33:54.437089] [INFO ] [FORECASTER] Starting predict_future for USIO
[2026-02-10T20:33:54.437875] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2026-02-10T20:33:54.437927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:54.437960] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:54.437987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:54.438043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:54.495792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:54.496554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:54.496657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:54.496692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:54.614083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:54.614245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:54.614286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:54.614346] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:54.617799] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2026-02-10T20:33:54.618092] [INFO ] [FORECASTER] Completed predict_future for USIO
[2026-02-10T20:33:54.618238] [INFO ] [sig       ] USIO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:54.762529] [INFO ] [LOCAL     ] Saved forecast: USIO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USIO.txt
[2026-02-10T20:33:54.762681] [INFO ] [sig       ] [3167/3417] Completed USIO in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:54.762722] [INFO ] [sig       ] [3168/3417] Forecasting USLM...
[2026-02-10T20:33:54.762752] [INFO ] [sig       ] Generating forecast for: USLM
[2026-02-10T20:33:54.762784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2026-02-10T20:33:54.773216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2026-02-10T20:33:54.773554] [INFO ] [FORECASTER] Starting predict_future for USLM
[2026-02-10T20:33:54.774376] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2026-02-10T20:33:54.774428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:54.774460] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:54.774487] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:54.774543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:54.836179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:54.837115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:54.837226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:54.837261] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:54.953945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:54.954100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:54.954141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:54.954170] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:54.958235] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2026-02-10T20:33:54.958525] [INFO ] [FORECASTER] Completed predict_future for USLM
[2026-02-10T20:33:54.958674] [INFO ] [sig       ] USLM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:55.104371] [INFO ] [LOCAL     ] Saved forecast: USLM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USLM.txt
[2026-02-10T20:33:55.104492] [INFO ] [sig       ] [3168/3417] Completed USLM in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:55.104530] [INFO ] [sig       ] [3169/3417] Forecasting USMC...
[2026-02-10T20:33:55.104560] [INFO ] [sig       ] Generating forecast for: USMC
[2026-02-10T20:33:55.104608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2026-02-10T20:33:55.116144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2026-02-10T20:33:55.116636] [INFO ] [FORECASTER] Starting predict_future for USMC
[2026-02-10T20:33:55.117618] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2026-02-10T20:33:55.117670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:55.117702] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:55.117729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:55.117786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:55.176455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:55.177077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:55.177154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:55.177185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:55.299110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:55.299259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:55.299299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:55.299331] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:55.302832] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2026-02-10T20:33:55.303111] [INFO ] [FORECASTER] Completed predict_future for USMC
[2026-02-10T20:33:55.303243] [INFO ] [sig       ] USMC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:55.442963] [INFO ] [LOCAL     ] Saved forecast: USMC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USMC.txt
[2026-02-10T20:33:55.443077] [INFO ] [sig       ] [3169/3417] Completed USMC in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:55.443122] [INFO ] [sig       ] [3170/3417] Forecasting USOI...
[2026-02-10T20:33:55.443153] [INFO ] [sig       ] Generating forecast for: USOI
[2026-02-10T20:33:55.443187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2026-02-10T20:33:55.454441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2026-02-10T20:33:55.454833] [INFO ] [FORECASTER] Starting predict_future for USOI
[2026-02-10T20:33:55.455616] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2026-02-10T20:33:55.455668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:55.455701] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:55.455728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:55.455784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:55.512490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:55.513112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:55.513193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:55.513227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:55.633098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:55.633221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:55.633262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:55.633290] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:55.636623] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2026-02-10T20:33:55.636901] [INFO ] [FORECASTER] Completed predict_future for USOI
[2026-02-10T20:33:55.637031] [INFO ] [sig       ] USOI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:55.778502] [INFO ] [LOCAL     ] Saved forecast: USOI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USOI.txt
[2026-02-10T20:33:55.778635] [INFO ] [sig       ] [3170/3417] Completed USOI in 0.3s | 2.80 sym/s | Total: 18.8m | ETA: 1.5m
[2026-02-10T20:33:55.778677] [INFO ] [sig       ] [3171/3417] Forecasting USOY...
[2026-02-10T20:33:55.778706] [INFO ] [sig       ] Generating forecast for: USOY
[2026-02-10T20:33:55.778735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2026-02-10T20:33:55.789288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2026-02-10T20:33:55.789549] [INFO ] [FORECASTER] Starting predict_future for USOY
[2026-02-10T20:33:55.790325] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2026-02-10T20:33:55.790376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:55.790408] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:55.790434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:55.790490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:55.849850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:55.850465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:55.850542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:55.850591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:55.969100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:55.969209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:55.969245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:55.969275] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:55.972482] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=85.69%)
[2026-02-10T20:33:55.972767] [INFO ] [FORECASTER] Completed predict_future for USOY
[2026-02-10T20:33:55.972908] [INFO ] [sig       ] USOY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:56.120353] [INFO ] [LOCAL     ] Saved forecast: USOY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USOY.txt
[2026-02-10T20:33:56.120476] [INFO ] [sig       ] [3171/3417] Completed USOY in 0.3s | 2.80 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-10T20:33:56.120515] [INFO ] [sig       ] [3172/3417] Forecasting USTB...
[2026-02-10T20:33:56.120545] [INFO ] [sig       ] Generating forecast for: USTB
[2026-02-10T20:33:56.120594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2026-02-10T20:33:56.131442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2026-02-10T20:33:56.131722] [INFO ] [FORECASTER] Starting predict_future for USTB
[2026-02-10T20:33:56.132482] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2026-02-10T20:33:56.132535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:56.132584] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:56.132615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:56.132672] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:56.194288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:56.195053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:56.195130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:56.195163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:56.311218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:56.311341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:56.311378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:56.311406] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:56.314881] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2026-02-10T20:33:56.315149] [INFO ] [FORECASTER] Completed predict_future for USTB
[2026-02-10T20:33:56.315275] [INFO ] [sig       ] USTB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:56.456150] [INFO ] [LOCAL     ] Saved forecast: USTB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USTB.txt
[2026-02-10T20:33:56.456260] [INFO ] [sig       ] [3172/3417] Completed USTB in 0.3s | 2.80 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-10T20:33:56.456490] [INFO ] [sig       ] [3173/3417] Forecasting USVM...
[2026-02-10T20:33:56.456519] [INFO ] [sig       ] Generating forecast for: USVM
[2026-02-10T20:33:56.456558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2026-02-10T20:33:56.467164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2026-02-10T20:33:56.467438] [INFO ] [FORECASTER] Starting predict_future for USVM
[2026-02-10T20:33:56.468245] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2026-02-10T20:33:56.468298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:56.468329] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:56.468355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:56.468410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:56.526907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:56.527560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:56.527657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:56.527690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:56.650339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:56.650505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:56.650545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:56.650610] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:56.654092] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2026-02-10T20:33:56.654381] [INFO ] [FORECASTER] Completed predict_future for USVM
[2026-02-10T20:33:56.654515] [INFO ] [sig       ] USVM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:56.807089] [INFO ] [LOCAL     ] Saved forecast: USVM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/USVM.txt
[2026-02-10T20:33:56.807260] [INFO ] [sig       ] [3173/3417] Completed USVM in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.5m
[2026-02-10T20:33:56.807303] [INFO ] [sig       ] [3174/3417] Forecasting USXF...
[2026-02-10T20:33:56.807535] [INFO ] [sig       ] Generating forecast for: USXF
[2026-02-10T20:33:56.807565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2026-02-10T20:33:56.818934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2026-02-10T20:33:56.819273] [INFO ] [FORECASTER] Starting predict_future for USXF
[2026-02-10T20:33:56.820072] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2026-02-10T20:33:56.820126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:56.820159] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:56.820189] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:56.820246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:56.881011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:56.881914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:56.882037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:56.882074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:57.003487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:57.003669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:57.003713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:57.003744] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:57.007366] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=36.78%)
[2026-02-10T20:33:57.007669] [INFO ] [FORECASTER] Completed predict_future for USXF
[2026-02-10T20:33:57.007800] [INFO ] [sig       ] USXF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:57.154353] [INFO ] [LOCAL     ] Saved forecast: USXF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/USXF.txt
[2026-02-10T20:33:57.154518] [INFO ] [sig       ] [3174/3417] Completed USXF in 0.3s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:57.154560] [INFO ] [sig       ] [3175/3417] Forecasting UTEN...
[2026-02-10T20:33:57.154612] [INFO ] [sig       ] Generating forecast for: UTEN
[2026-02-10T20:33:57.154644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2026-02-10T20:33:57.165791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2026-02-10T20:33:57.166158] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2026-02-10T20:33:57.166998] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2026-02-10T20:33:57.167052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:57.167086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:57.167118] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:57.167188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:57.227989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:57.228923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:57.229031] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:57.229065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:57.359998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:57.360173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:57.360224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:57.360256] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:57.363916] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2026-02-10T20:33:57.364263] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2026-02-10T20:33:57.364418] [INFO ] [sig       ] UTEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:57.519734] [INFO ] [LOCAL     ] Saved forecast: UTEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UTEN.txt
[2026-02-10T20:33:57.519923] [INFO ] [sig       ] [3175/3417] Completed UTEN in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:57.519968] [INFO ] [sig       ] [3176/3417] Forecasting UTF...
[2026-02-10T20:33:57.519997] [INFO ] [sig       ] Generating forecast for: UTF
[2026-02-10T20:33:57.520028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2026-02-10T20:33:57.531431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2026-02-10T20:33:57.531847] [INFO ] [FORECASTER] Starting predict_future for UTF
[2026-02-10T20:33:57.532785] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2026-02-10T20:33:57.532848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:57.532893] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:57.532929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:57.533014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:57.596339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:57.597286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:57.597383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:57.597421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:57.730309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:57.730475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:57.730520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:57.730552] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:57.734227] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2026-02-10T20:33:57.734536] [INFO ] [FORECASTER] Completed predict_future for UTF
[2026-02-10T20:33:57.734698] [INFO ] [sig       ] UTF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:57.886251] [INFO ] [LOCAL     ] Saved forecast: UTF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UTF.txt
[2026-02-10T20:33:57.886421] [INFO ] [sig       ] [3176/3417] Completed UTF in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:57.886464] [INFO ] [sig       ] [3177/3417] Forecasting UTI...
[2026-02-10T20:33:57.886498] [INFO ] [sig       ] Generating forecast for: UTI
[2026-02-10T20:33:57.886531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2026-02-10T20:33:57.897318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2026-02-10T20:33:57.897718] [INFO ] [FORECASTER] Starting predict_future for UTI
[2026-02-10T20:33:57.898555] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2026-02-10T20:33:57.898639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:57.898684] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:57.898713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:57.898769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:57.957308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:57.958238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:57.958329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:57.958363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:58.080686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:58.080853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:58.080896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:58.080927] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:58.084803] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2026-02-10T20:33:58.085103] [INFO ] [FORECASTER] Completed predict_future for UTI
[2026-02-10T20:33:58.085255] [INFO ] [sig       ] UTI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:58.235227] [INFO ] [LOCAL     ] Saved forecast: UTI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UTI.txt
[2026-02-10T20:33:58.235420] [INFO ] [sig       ] [3177/3417] Completed UTI in 0.3s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:58.235463] [INFO ] [sig       ] [3178/3417] Forecasting UTL...
[2026-02-10T20:33:58.235493] [INFO ] [sig       ] Generating forecast for: UTL
[2026-02-10T20:33:58.235524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2026-02-10T20:33:58.245993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2026-02-10T20:33:58.246557] [INFO ] [FORECASTER] Starting predict_future for UTL
[2026-02-10T20:33:58.247359] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2026-02-10T20:33:58.247412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:58.247444] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:58.247471] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:58.247526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:58.307131] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:58.308021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:58.308137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:58.308173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:58.433559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:58.433765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:58.433811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:58.433841] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:58.437424] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=21.51%)
[2026-02-10T20:33:58.437735] [INFO ] [FORECASTER] Completed predict_future for UTL
[2026-02-10T20:33:58.437870] [INFO ] [sig       ] UTL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:58.588666] [INFO ] [LOCAL     ] Saved forecast: UTL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UTL.txt
[2026-02-10T20:33:58.588833] [INFO ] [sig       ] [3178/3417] Completed UTL in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:58.588877] [INFO ] [sig       ] [3179/3417] Forecasting UTMD...
[2026-02-10T20:33:58.588910] [INFO ] [sig       ] Generating forecast for: UTMD
[2026-02-10T20:33:58.588942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2026-02-10T20:33:58.599822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2026-02-10T20:33:58.600203] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2026-02-10T20:33:58.601084] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2026-02-10T20:33:58.601140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:58.601174] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:58.601204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:58.601262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:58.662729] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:58.663638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:58.663728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:58.663763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:58.787772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:58.787968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:58.788030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:58.788101] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:58.793770] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2026-02-10T20:33:58.794229] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2026-02-10T20:33:58.794428] [INFO ] [sig       ] UTMD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:58.948987] [INFO ] [LOCAL     ] Saved forecast: UTMD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UTMD.txt
[2026-02-10T20:33:58.949191] [INFO ] [sig       ] [3179/3417] Completed UTMD in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:58.949243] [INFO ] [sig       ] [3180/3417] Forecasting UTZ...
[2026-02-10T20:33:58.949276] [INFO ] [sig       ] Generating forecast for: UTZ
[2026-02-10T20:33:58.949320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2026-02-10T20:33:58.961602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2026-02-10T20:33:58.962005] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2026-02-10T20:33:58.962863] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2026-02-10T20:33:58.962917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:58.962949] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:58.962976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:58.963039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:59.022070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:59.023072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:59.023165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:59.023199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:59.142504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:59.142699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:59.142744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:59.142774] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:59.146201] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2026-02-10T20:33:59.146480] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2026-02-10T20:33:59.146631] [INFO ] [sig       ] UTZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:33:59.291997] [INFO ] [LOCAL     ] Saved forecast: UTZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UTZ.txt
[2026-02-10T20:33:59.292158] [INFO ] [sig       ] [3180/3417] Completed UTZ in 0.3s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:59.292201] [INFO ] [sig       ] [3181/3417] Forecasting UVE...
[2026-02-10T20:33:59.292236] [INFO ] [sig       ] Generating forecast for: UVE
[2026-02-10T20:33:59.292273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2026-02-10T20:33:59.303873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2026-02-10T20:33:59.304254] [INFO ] [FORECASTER] Starting predict_future for UVE
[2026-02-10T20:33:59.305047] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2026-02-10T20:33:59.305099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:59.305158] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:59.305187] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:59.305248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:59.366822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:59.367715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:59.367801] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:59.367834] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:59.491333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:59.491499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:59.491540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:59.491591] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:59.495209] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2026-02-10T20:33:59.495494] [INFO ] [FORECASTER] Completed predict_future for UVE
[2026-02-10T20:33:59.495658] [INFO ] [sig       ] UVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:33:59.638873] [INFO ] [LOCAL     ] Saved forecast: UVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UVE.txt
[2026-02-10T20:33:59.639038] [INFO ] [sig       ] [3181/3417] Completed UVE in 0.3s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:33:59.639082] [INFO ] [sig       ] [3182/3417] Forecasting UVSP...
[2026-02-10T20:33:59.639112] [INFO ] [sig       ] Generating forecast for: UVSP
[2026-02-10T20:33:59.639143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2026-02-10T20:33:59.650163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2026-02-10T20:33:59.650531] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2026-02-10T20:33:59.651410] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2026-02-10T20:33:59.651473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:33:59.651508] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:33:59.651537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:33:59.651613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:33:59.710616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:33:59.711615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:33:59.711712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:33:59.711746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:33:59.842735] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:33:59.842906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:33:59.842948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:33:59.842978] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:33:59.847376] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2026-02-10T20:33:59.847931] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2026-02-10T20:33:59.848098] [INFO ] [sig       ] UVSP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:00.004608] [INFO ] [LOCAL     ] Saved forecast: UVSP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UVSP.txt
[2026-02-10T20:34:00.004807] [INFO ] [sig       ] [3182/3417] Completed UVSP in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:34:00.004852] [INFO ] [sig       ] [3183/3417] Forecasting UWMC...
[2026-02-10T20:34:00.004884] [INFO ] [sig       ] Generating forecast for: UWMC
[2026-02-10T20:34:00.004915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2026-02-10T20:34:00.016643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2026-02-10T20:34:00.017051] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2026-02-10T20:34:00.017872] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2026-02-10T20:34:00.017929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:00.017962] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:00.017990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:00.018047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:00.077564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:00.078629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:00.078719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:00.078753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:00.211453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:00.211647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:00.211690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:00.211719] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:00.215627] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2026-02-10T20:34:00.215926] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2026-02-10T20:34:00.216064] [INFO ] [sig       ] UWMC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:00.362227] [INFO ] [LOCAL     ] Saved forecast: UWMC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UWMC.txt
[2026-02-10T20:34:00.362415] [INFO ] [sig       ] [3183/3417] Completed UWMC in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:34:00.362472] [INFO ] [sig       ] [3184/3417] Forecasting UXIN...
[2026-02-10T20:34:00.362505] [INFO ] [sig       ] Generating forecast for: UXIN
[2026-02-10T20:34:00.362545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2026-02-10T20:34:00.374437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2026-02-10T20:34:00.374876] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2026-02-10T20:34:00.375706] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2026-02-10T20:34:00.375759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:00.375791] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:00.375818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:00.375875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:00.432497] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:00.433458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:00.433564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:00.433618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:00.556414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:00.556622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:00.556863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:00.556941] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:00.561871] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2026-02-10T20:34:00.562275] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2026-02-10T20:34:00.562435] [INFO ] [sig       ] UXIN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:00.741764] [INFO ] [LOCAL     ] Saved forecast: UXIN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UXIN.txt
[2026-02-10T20:34:00.741933] [INFO ] [sig       ] [3184/3417] Completed UXIN in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:34:00.741975] [INFO ] [sig       ] [3185/3417] Forecasting UYLD...
[2026-02-10T20:34:00.742008] [INFO ] [sig       ] Generating forecast for: UYLD
[2026-02-10T20:34:00.742040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2026-02-10T20:34:00.753753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2026-02-10T20:34:00.754155] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2026-02-10T20:34:00.755073] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2026-02-10T20:34:00.755130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:00.755164] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:00.755193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:00.755250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:00.827914] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:00.828901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:00.828998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:00.829030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:00.965941] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:00.966116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:00.966177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:00.966217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:00.970286] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2026-02-10T20:34:00.970718] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2026-02-10T20:34:00.970885] [INFO ] [sig       ] UYLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:01.143556] [INFO ] [LOCAL     ] Saved forecast: UYLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/UYLD.txt
[2026-02-10T20:34:01.144793] [INFO ] [sig       ] [3185/3417] Completed UYLD in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:34:01.144856] [INFO ] [sig       ] [3186/3417] Forecasting UZE...
[2026-02-10T20:34:01.144891] [INFO ] [sig       ] Generating forecast for: UZE
[2026-02-10T20:34:01.144923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2026-02-10T20:34:01.157599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2026-02-10T20:34:01.158152] [INFO ] [FORECASTER] Starting predict_future for UZE
[2026-02-10T20:34:01.159134] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2026-02-10T20:34:01.159193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:01.159228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:01.159255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:01.159314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:01.230170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:01.231256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:01.231364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:01.231404] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:01.355068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:01.355242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:01.355284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:01.355314] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:01.359923] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2026-02-10T20:34:01.360273] [INFO ] [FORECASTER] Completed predict_future for UZE
[2026-02-10T20:34:01.360433] [INFO ] [sig       ] UZE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:01.533443] [INFO ] [LOCAL     ] Saved forecast: UZE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/UZE.txt
[2026-02-10T20:34:01.533627] [INFO ] [sig       ] [3186/3417] Completed UZE in 0.4s | 2.80 sym/s | Total: 18.9m | ETA: 1.4m
[2026-02-10T20:34:01.533673] [INFO ] [sig       ] [3187/3417] Forecasting VAC...
[2026-02-10T20:34:01.533704] [INFO ] [sig       ] Generating forecast for: VAC
[2026-02-10T20:34:01.533743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2026-02-10T20:34:01.545349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2026-02-10T20:34:01.545763] [INFO ] [FORECASTER] Starting predict_future for VAC
[2026-02-10T20:34:01.546651] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2026-02-10T20:34:01.546706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:01.546739] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:01.546766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:01.546824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:01.619950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:01.621199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:01.621313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:01.621350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:01.758182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:01.758399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:01.758453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:01.758483] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:01.762598] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2026-02-10T20:34:01.762912] [INFO ] [FORECASTER] Completed predict_future for VAC
[2026-02-10T20:34:01.763054] [INFO ] [sig       ] VAC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:01.924711] [INFO ] [LOCAL     ] Saved forecast: VAC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VAC.txt
[2026-02-10T20:34:01.924944] [INFO ] [sig       ] [3187/3417] Completed VAC in 0.4s | 2.80 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-10T20:34:01.924995] [INFO ] [sig       ] [3188/3417] Forecasting VAL...
[2026-02-10T20:34:01.925037] [INFO ] [sig       ] Generating forecast for: VAL
[2026-02-10T20:34:01.925081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2026-02-10T20:34:01.937979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2026-02-10T20:34:01.938444] [INFO ] [FORECASTER] Starting predict_future for VAL
[2026-02-10T20:34:01.939355] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2026-02-10T20:34:01.939411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:01.939444] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:01.939470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:01.939550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:02.006210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:02.007207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:02.007299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:02.007334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:02.136509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:02.136729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:02.136789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:02.136836] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:02.140559] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2026-02-10T20:34:02.140885] [INFO ] [FORECASTER] Completed predict_future for VAL
[2026-02-10T20:34:02.141026] [INFO ] [sig       ] VAL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:02.287546] [INFO ] [LOCAL     ] Saved forecast: VAL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VAL.txt
[2026-02-10T20:34:02.287816] [INFO ] [sig       ] [3188/3417] Completed VAL in 0.4s | 2.80 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-10T20:34:02.287871] [INFO ] [sig       ] [3189/3417] Forecasting VALE...
[2026-02-10T20:34:02.287920] [INFO ] [sig       ] Generating forecast for: VALE
[2026-02-10T20:34:02.287972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2026-02-10T20:34:02.300474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2026-02-10T20:34:02.300848] [INFO ] [FORECASTER] Starting predict_future for VALE
[2026-02-10T20:34:02.301678] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2026-02-10T20:34:02.301734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:02.301768] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:02.301795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:02.301854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:02.360632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:02.361511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:02.361618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:02.361657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:02.487468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:02.487652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:02.487697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:02.487727] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:02.491272] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=20.22%)
[2026-02-10T20:34:02.491558] [INFO ] [FORECASTER] Completed predict_future for VALE
[2026-02-10T20:34:02.491714] [INFO ] [sig       ] VALE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:02.632761] [INFO ] [LOCAL     ] Saved forecast: VALE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VALE.txt
[2026-02-10T20:34:02.632919] [INFO ] [sig       ] [3189/3417] Completed VALE in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.4m
[2026-02-10T20:34:02.632962] [INFO ] [sig       ] [3190/3417] Forecasting VALN...
[2026-02-10T20:34:02.632992] [INFO ] [sig       ] Generating forecast for: VALN
[2026-02-10T20:34:02.633023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2026-02-10T20:34:02.643774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2026-02-10T20:34:02.644095] [INFO ] [FORECASTER] Starting predict_future for VALN
[2026-02-10T20:34:02.644916] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2026-02-10T20:34:02.644981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:02.645014] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:02.645040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:02.645095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:02.702041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:02.702947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:02.703031] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:02.703063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:02.815970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:02.816157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:02.816198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:02.816227] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:02.819781] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2026-02-10T20:34:02.820077] [INFO ] [FORECASTER] Completed predict_future for VALN
[2026-02-10T20:34:02.820209] [INFO ] [sig       ] VALN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:02.971087] [INFO ] [LOCAL     ] Saved forecast: VALN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VALN.txt
[2026-02-10T20:34:02.971283] [INFO ] [sig       ] [3190/3417] Completed VALN in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:02.971328] [INFO ] [sig       ] [3191/3417] Forecasting VANI...
[2026-02-10T20:34:02.971360] [INFO ] [sig       ] Generating forecast for: VANI
[2026-02-10T20:34:02.971391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2026-02-10T20:34:02.983073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2026-02-10T20:34:02.983423] [INFO ] [FORECASTER] Starting predict_future for VANI
[2026-02-10T20:34:02.984265] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2026-02-10T20:34:02.984323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:02.984353] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:02.984381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:02.984436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:03.041226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:03.042046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:03.042160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:03.042194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:03.164366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:03.164526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:03.164585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:03.164619] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:03.168032] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2026-02-10T20:34:03.168350] [INFO ] [FORECASTER] Completed predict_future for VANI
[2026-02-10T20:34:03.168481] [INFO ] [sig       ] VANI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:03.309798] [INFO ] [LOCAL     ] Saved forecast: VANI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VANI.txt
[2026-02-10T20:34:03.309953] [INFO ] [sig       ] [3191/3417] Completed VANI in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:03.309996] [INFO ] [sig       ] [3192/3417] Forecasting VBF...
[2026-02-10T20:34:03.310027] [INFO ] [sig       ] Generating forecast for: VBF
[2026-02-10T20:34:03.310057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2026-02-10T20:34:03.321870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2026-02-10T20:34:03.322314] [INFO ] [FORECASTER] Starting predict_future for VBF
[2026-02-10T20:34:03.323171] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2026-02-10T20:34:03.323227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:03.323258] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:03.323285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:03.323341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:03.385969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:03.386912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:03.386998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:03.387033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:03.509729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:03.509899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:03.509941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:03.509972] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:03.513546] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2026-02-10T20:34:03.513868] [INFO ] [FORECASTER] Completed predict_future for VBF
[2026-02-10T20:34:03.514004] [INFO ] [sig       ] VBF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:03.657918] [INFO ] [LOCAL     ] Saved forecast: VBF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VBF.txt
[2026-02-10T20:34:03.658124] [INFO ] [sig       ] [3192/3417] Completed VBF in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:03.658183] [INFO ] [sig       ] [3193/3417] Forecasting VBNK...
[2026-02-10T20:34:03.658227] [INFO ] [sig       ] Generating forecast for: VBNK
[2026-02-10T20:34:03.658270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2026-02-10T20:34:03.669603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2026-02-10T20:34:03.669924] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2026-02-10T20:34:03.670783] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2026-02-10T20:34:03.670836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:03.670868] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:03.670893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:03.670949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:03.728797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:03.729707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:03.729796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:03.729831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:03.851194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:03.851370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:03.851421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:03.851457] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:03.855850] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=78.61%)
[2026-02-10T20:34:03.856181] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2026-02-10T20:34:03.856323] [INFO ] [sig       ] VBNK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:04.005034] [INFO ] [LOCAL     ] Saved forecast: VBNK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VBNK.txt
[2026-02-10T20:34:04.005206] [INFO ] [sig       ] [3193/3417] Completed VBNK in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:04.005248] [INFO ] [sig       ] [3194/3417] Forecasting VC...
[2026-02-10T20:34:04.005279] [INFO ] [sig       ] Generating forecast for: VC
[2026-02-10T20:34:04.005310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2026-02-10T20:34:04.018311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2026-02-10T20:34:04.018897] [INFO ] [FORECASTER] Starting predict_future for VC
[2026-02-10T20:34:04.019726] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2026-02-10T20:34:04.019780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:04.019812] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:04.019839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:04.019896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:04.080933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:04.082073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:04.082162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:04.082196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:04.206417] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:04.206598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:04.206645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:04.206675] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:04.210233] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=53.10%)
[2026-02-10T20:34:04.210543] [INFO ] [FORECASTER] Completed predict_future for VC
[2026-02-10T20:34:04.210695] [INFO ] [sig       ] VC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:04.360505] [INFO ] [LOCAL     ] Saved forecast: VC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VC.txt
[2026-02-10T20:34:04.360756] [INFO ] [sig       ] [3194/3417] Completed VC in 0.4s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:04.360800] [INFO ] [sig       ] [3195/3417] Forecasting VCEL...
[2026-02-10T20:34:04.360834] [INFO ] [sig       ] Generating forecast for: VCEL
[2026-02-10T20:34:04.360872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2026-02-10T20:34:04.373045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2026-02-10T20:34:04.373392] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2026-02-10T20:34:04.374225] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2026-02-10T20:34:04.374279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:04.374312] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:04.374339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:04.374396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:04.434340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:04.435250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:04.435356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:04.435393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:04.550466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:04.550648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:04.550692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:04.550722] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:04.554244] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2026-02-10T20:34:04.554555] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2026-02-10T20:34:04.554710] [INFO ] [sig       ] VCEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:04.702918] [INFO ] [LOCAL     ] Saved forecast: VCEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VCEL.txt
[2026-02-10T20:34:04.703102] [INFO ] [sig       ] [3195/3417] Completed VCEL in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:04.703147] [INFO ] [sig       ] [3196/3417] Forecasting VCRB...
[2026-02-10T20:34:04.703178] [INFO ] [sig       ] Generating forecast for: VCRB
[2026-02-10T20:34:04.703208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2026-02-10T20:34:04.715672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2026-02-10T20:34:04.715951] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2026-02-10T20:34:04.716799] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2026-02-10T20:34:04.716853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:04.716885] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:04.716913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:04.716969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:04.774020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:04.774737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:04.774818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:04.774850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:04.893848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:04.894013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:04.894054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:04.894083] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:04.897619] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2026-02-10T20:34:04.897932] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2026-02-10T20:34:04.898097] [INFO ] [sig       ] VCRB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:05.044219] [INFO ] [LOCAL     ] Saved forecast: VCRB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VCRB.txt
[2026-02-10T20:34:05.044366] [INFO ] [sig       ] [3196/3417] Completed VCRB in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:05.044406] [INFO ] [sig       ] [3197/3417] Forecasting VCSH...
[2026-02-10T20:34:05.044436] [INFO ] [sig       ] Generating forecast for: VCSH
[2026-02-10T20:34:05.044466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2026-02-10T20:34:05.055497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2026-02-10T20:34:05.055839] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2026-02-10T20:34:05.056659] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2026-02-10T20:34:05.056713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:05.056745] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:05.056773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:05.056830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:05.114231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:05.114918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:05.114997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:05.115029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:05.236822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:05.236970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:05.237046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:05.237077] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:05.240527] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2026-02-10T20:34:05.240818] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2026-02-10T20:34:05.240946] [INFO ] [sig       ] VCSH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:05.381843] [INFO ] [LOCAL     ] Saved forecast: VCSH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VCSH.txt
[2026-02-10T20:34:05.381998] [INFO ] [sig       ] [3197/3417] Completed VCSH in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:05.382041] [INFO ] [sig       ] [3198/3417] Forecasting VECO...
[2026-02-10T20:34:05.382071] [INFO ] [sig       ] Generating forecast for: VECO
[2026-02-10T20:34:05.382101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2026-02-10T20:34:05.393784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2026-02-10T20:34:05.394082] [INFO ] [FORECASTER] Starting predict_future for VECO
[2026-02-10T20:34:05.394927] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2026-02-10T20:34:05.394981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:05.395036] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:05.395065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:05.395123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:05.453858] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:05.454883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:05.455013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:05.455062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:05.588348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:05.588517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:05.588560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:05.588616] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:05.592240] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2026-02-10T20:34:05.592597] [INFO ] [FORECASTER] Completed predict_future for VECO
[2026-02-10T20:34:05.592740] [INFO ] [sig       ] VECO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:05.747274] [INFO ] [LOCAL     ] Saved forecast: VECO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VECO.txt
[2026-02-10T20:34:05.747439] [INFO ] [sig       ] [3198/3417] Completed VECO in 0.4s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:05.747489] [INFO ] [sig       ] [3199/3417] Forecasting VEEE...
[2026-02-10T20:34:05.747530] [INFO ] [sig       ] Generating forecast for: VEEE
[2026-02-10T20:34:05.747591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2026-02-10T20:34:05.759702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2026-02-10T20:34:05.760088] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2026-02-10T20:34:05.761022] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2026-02-10T20:34:05.761087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:05.761132] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:05.761170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:05.761239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:05.821417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:05.822390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:05.822475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:05.822509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:05.940873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:05.941034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:05.941077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:05.941108] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:05.944655] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=38.17%)
[2026-02-10T20:34:05.944944] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2026-02-10T20:34:05.945076] [INFO ] [sig       ] VEEE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:06.087524] [INFO ] [LOCAL     ] Saved forecast: VEEE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VEEE.txt
[2026-02-10T20:34:06.087703] [INFO ] [sig       ] [3199/3417] Completed VEEE in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:06.087745] [INFO ] [sig       ] [3200/3417] Forecasting VEL...
[2026-02-10T20:34:06.087777] [INFO ] [sig       ] Generating forecast for: VEL
[2026-02-10T20:34:06.087808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2026-02-10T20:34:06.099074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2026-02-10T20:34:06.099430] [INFO ] [FORECASTER] Starting predict_future for VEL
[2026-02-10T20:34:06.100215] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2026-02-10T20:34:06.100268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:06.100301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:06.100329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:06.100385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:06.158170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:06.158949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:06.159032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:06.159065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:06.283242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:06.283406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:06.283446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:06.283475] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:06.286904] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2026-02-10T20:34:06.287217] [INFO ] [FORECASTER] Completed predict_future for VEL
[2026-02-10T20:34:06.287358] [INFO ] [sig       ] VEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:06.429618] [INFO ] [LOCAL     ] Saved forecast: VEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VEL.txt
[2026-02-10T20:34:06.429779] [INFO ] [sig       ] [3200/3417] Completed VEL in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:06.429820] [INFO ] [sig       ] [3201/3417] Forecasting VEON...
[2026-02-10T20:34:06.429852] [INFO ] [sig       ] Generating forecast for: VEON
[2026-02-10T20:34:06.429883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2026-02-10T20:34:06.441120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2026-02-10T20:34:06.441473] [INFO ] [FORECASTER] Starting predict_future for VEON
[2026-02-10T20:34:06.442267] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2026-02-10T20:34:06.442321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:06.442366] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:06.442394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:06.442450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:06.502267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:06.503064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:06.503150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:06.503184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:06.629156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:06.629325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:06.629367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:06.629437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:06.632994] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2026-02-10T20:34:06.633278] [INFO ] [FORECASTER] Completed predict_future for VEON
[2026-02-10T20:34:06.633413] [INFO ] [sig       ] VEON: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:06.802345] [INFO ] [LOCAL     ] Saved forecast: VEON	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VEON.txt
[2026-02-10T20:34:06.802521] [INFO ] [sig       ] [3201/3417] Completed VEON in 0.4s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:06.802777] [INFO ] [sig       ] [3202/3417] Forecasting VERA...
[2026-02-10T20:34:06.802811] [INFO ] [sig       ] Generating forecast for: VERA
[2026-02-10T20:34:06.802842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2026-02-10T20:34:06.816222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2026-02-10T20:34:06.816706] [INFO ] [FORECASTER] Starting predict_future for VERA
[2026-02-10T20:34:06.817846] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2026-02-10T20:34:06.817910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:06.817943] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:06.817972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:06.818030] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:06.881223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:06.882174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:06.882263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:06.882298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:07.006683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:07.006854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:07.006903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:07.006935] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:07.010555] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2026-02-10T20:34:07.010854] [INFO ] [FORECASTER] Completed predict_future for VERA
[2026-02-10T20:34:07.010994] [INFO ] [sig       ] VERA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:07.154531] [INFO ] [LOCAL     ] Saved forecast: VERA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VERA.txt
[2026-02-10T20:34:07.154703] [INFO ] [sig       ] [3202/3417] Completed VERA in 0.4s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:07.154744] [INFO ] [sig       ] [3203/3417] Forecasting VERI...
[2026-02-10T20:34:07.154775] [INFO ] [sig       ] Generating forecast for: VERI
[2026-02-10T20:34:07.154804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2026-02-10T20:34:07.165914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2026-02-10T20:34:07.166223] [INFO ] [FORECASTER] Starting predict_future for VERI
[2026-02-10T20:34:07.167050] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2026-02-10T20:34:07.167104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:07.167135] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:07.167163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:07.167220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:07.226232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:07.227187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:07.227278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:07.227312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:07.353513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:07.353701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:07.353744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:07.353776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:07.357275] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2026-02-10T20:34:07.357590] [INFO ] [FORECASTER] Completed predict_future for VERI
[2026-02-10T20:34:07.357731] [INFO ] [sig       ] VERI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:07.504439] [INFO ] [LOCAL     ] Saved forecast: VERI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VERI.txt
[2026-02-10T20:34:07.504597] [INFO ] [sig       ] [3203/3417] Completed VERI in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:07.504640] [INFO ] [sig       ] [3204/3417] Forecasting VERX...
[2026-02-10T20:34:07.504671] [INFO ] [sig       ] Generating forecast for: VERX
[2026-02-10T20:34:07.504702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2026-02-10T20:34:07.516075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2026-02-10T20:34:07.516341] [INFO ] [FORECASTER] Starting predict_future for VERX
[2026-02-10T20:34:07.517116] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2026-02-10T20:34:07.517170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:07.517202] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:07.517229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:07.517285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:07.574287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:07.574947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:07.575025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:07.575057] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:07.694909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:07.695039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:07.695077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:07.695105] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:07.698705] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: UP (p=53.09%)
[2026-02-10T20:34:07.698977] [INFO ] [FORECASTER] Completed predict_future for VERX
[2026-02-10T20:34:07.699104] [INFO ] [sig       ] VERX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:07.842531] [INFO ] [LOCAL     ] Saved forecast: VERX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VERX.txt
[2026-02-10T20:34:07.842881] [INFO ] [sig       ] [3204/3417] Completed VERX in 0.3s | 2.80 sym/s | Total: 19.0m | ETA: 1.3m
[2026-02-10T20:34:07.842929] [INFO ] [sig       ] [3205/3417] Forecasting VFC...
[2026-02-10T20:34:07.842961] [INFO ] [sig       ] Generating forecast for: VFC
[2026-02-10T20:34:07.842991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2026-02-10T20:34:07.855495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2026-02-10T20:34:07.855973] [INFO ] [FORECASTER] Starting predict_future for VFC
[2026-02-10T20:34:07.856830] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2026-02-10T20:34:07.856883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:07.856915] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:07.856942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:07.856998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:07.914397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:07.915334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:07.915426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:07.915460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:08.037280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:08.037447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:08.037492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:08.037521] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:08.041229] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2026-02-10T20:34:08.041562] [INFO ] [FORECASTER] Completed predict_future for VFC
[2026-02-10T20:34:08.041718] [INFO ] [sig       ] VFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:08.183128] [INFO ] [LOCAL     ] Saved forecast: VFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VFC.txt
[2026-02-10T20:34:08.183264] [INFO ] [sig       ] [3205/3417] Completed VFC in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-10T20:34:08.183303] [INFO ] [sig       ] [3206/3417] Forecasting VFF...
[2026-02-10T20:34:08.183332] [INFO ] [sig       ] Generating forecast for: VFF
[2026-02-10T20:34:08.183362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2026-02-10T20:34:08.194374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2026-02-10T20:34:08.194696] [INFO ] [FORECASTER] Starting predict_future for VFF
[2026-02-10T20:34:08.195452] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2026-02-10T20:34:08.195504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:08.195536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:08.195563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:08.195641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:08.252535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:08.253173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:08.253253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:08.253285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:08.376934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:08.377126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:08.377191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:08.377238] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:08.380994] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2026-02-10T20:34:08.381284] [INFO ] [FORECASTER] Completed predict_future for VFF
[2026-02-10T20:34:08.381435] [INFO ] [sig       ] VFF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:08.528333] [INFO ] [LOCAL     ] Saved forecast: VFF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VFF.txt
[2026-02-10T20:34:08.528501] [INFO ] [sig       ] [3206/3417] Completed VFF in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.3m
[2026-02-10T20:34:08.528543] [INFO ] [sig       ] [3207/3417] Forecasting VFLO...
[2026-02-10T20:34:08.528592] [INFO ] [sig       ] Generating forecast for: VFLO
[2026-02-10T20:34:08.528627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2026-02-10T20:34:08.540334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2026-02-10T20:34:08.540789] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2026-02-10T20:34:08.541566] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2026-02-10T20:34:08.541639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:08.541672] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:08.541699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:08.541755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:08.609961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:08.610851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:08.610942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:08.610977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:08.735000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:08.735162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:08.735205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:08.735235] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:08.738834] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2026-02-10T20:34:08.739168] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2026-02-10T20:34:08.739314] [INFO ] [sig       ] VFLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:08.881564] [INFO ] [LOCAL     ] Saved forecast: VFLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VFLO.txt
[2026-02-10T20:34:08.881721] [INFO ] [sig       ] [3207/3417] Completed VFLO in 0.4s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:08.881761] [INFO ] [sig       ] [3208/3417] Forecasting VFS...
[2026-02-10T20:34:08.881790] [INFO ] [sig       ] Generating forecast for: VFS
[2026-02-10T20:34:08.881822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2026-02-10T20:34:08.893177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2026-02-10T20:34:08.893502] [INFO ] [FORECASTER] Starting predict_future for VFS
[2026-02-10T20:34:08.894395] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2026-02-10T20:34:08.894449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:08.894481] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:08.894508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:08.894563] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:08.955311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:08.956316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:08.956442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:08.956476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:09.080656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:09.080821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:09.080862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:09.080911] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:09.084528] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2026-02-10T20:34:09.084848] [INFO ] [FORECASTER] Completed predict_future for VFS
[2026-02-10T20:34:09.084989] [INFO ] [sig       ] VFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:09.230887] [INFO ] [LOCAL     ] Saved forecast: VFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VFS.txt
[2026-02-10T20:34:09.231022] [INFO ] [sig       ] [3208/3417] Completed VFS in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:09.231063] [INFO ] [sig       ] [3209/3417] Forecasting VGI...
[2026-02-10T20:34:09.231093] [INFO ] [sig       ] Generating forecast for: VGI
[2026-02-10T20:34:09.231122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2026-02-10T20:34:09.242143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2026-02-10T20:34:09.242419] [INFO ] [FORECASTER] Starting predict_future for VGI
[2026-02-10T20:34:09.243220] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2026-02-10T20:34:09.243273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:09.243305] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:09.243331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:09.243387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:09.302976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:09.303643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:09.303723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:09.303756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:09.417558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:09.417745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:09.417786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:09.417815] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:09.421322] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2026-02-10T20:34:09.421614] [INFO ] [FORECASTER] Completed predict_future for VGI
[2026-02-10T20:34:09.421741] [INFO ] [sig       ] VGI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:09.565358] [INFO ] [LOCAL     ] Saved forecast: VGI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VGI.txt
[2026-02-10T20:34:09.565511] [INFO ] [sig       ] [3209/3417] Completed VGI in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:09.565559] [INFO ] [sig       ] [3210/3417] Forecasting VGM...
[2026-02-10T20:34:09.565613] [INFO ] [sig       ] Generating forecast for: VGM
[2026-02-10T20:34:09.565644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2026-02-10T20:34:09.577342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2026-02-10T20:34:09.577704] [INFO ] [FORECASTER] Starting predict_future for VGM
[2026-02-10T20:34:09.578514] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2026-02-10T20:34:09.578597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:09.578634] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:09.578663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:09.578721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:09.637903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:09.638778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:09.638860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:09.638912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:09.762763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:09.762939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:09.762994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:09.763024] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:09.766540] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2026-02-10T20:34:09.766852] [INFO ] [FORECASTER] Completed predict_future for VGM
[2026-02-10T20:34:09.766983] [INFO ] [sig       ] VGM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:09.907688] [INFO ] [LOCAL     ] Saved forecast: VGM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VGM.txt
[2026-02-10T20:34:09.907819] [INFO ] [sig       ] [3210/3417] Completed VGM in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:09.907859] [INFO ] [sig       ] [3211/3417] Forecasting VGSH...
[2026-02-10T20:34:09.907888] [INFO ] [sig       ] Generating forecast for: VGSH
[2026-02-10T20:34:09.907918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2026-02-10T20:34:09.920209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2026-02-10T20:34:09.920557] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2026-02-10T20:34:09.921337] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2026-02-10T20:34:09.921389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:09.921422] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:09.921449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:09.921506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:09.979389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:09.980145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:09.980227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:09.980259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:10.106917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:10.107085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:10.107127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:10.107155] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:10.110703] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2026-02-10T20:34:10.111013] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2026-02-10T20:34:10.111152] [INFO ] [sig       ] VGSH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:10.257402] [INFO ] [LOCAL     ] Saved forecast: VGSH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VGSH.txt
[2026-02-10T20:34:10.257567] [INFO ] [sig       ] [3211/3417] Completed VGSH in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:10.257634] [INFO ] [sig       ] [3212/3417] Forecasting VICI...
[2026-02-10T20:34:10.257664] [INFO ] [sig       ] Generating forecast for: VICI
[2026-02-10T20:34:10.257695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2026-02-10T20:34:10.268604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2026-02-10T20:34:10.268946] [INFO ] [FORECASTER] Starting predict_future for VICI
[2026-02-10T20:34:10.269746] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2026-02-10T20:34:10.269799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:10.269832] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:10.269875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:10.269933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:10.333748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:10.334661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:10.334744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:10.334778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:10.460296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:10.460456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:10.460496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:10.460525] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:10.463890] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2026-02-10T20:34:10.464204] [INFO ] [FORECASTER] Completed predict_future for VICI
[2026-02-10T20:34:10.464531] [INFO ] [sig       ] VICI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:10.605150] [INFO ] [LOCAL     ] Saved forecast: VICI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VICI.txt
[2026-02-10T20:34:10.605282] [INFO ] [sig       ] [3212/3417] Completed VICI in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:10.605322] [INFO ] [sig       ] [3213/3417] Forecasting VIGI...
[2026-02-10T20:34:10.605352] [INFO ] [sig       ] Generating forecast for: VIGI
[2026-02-10T20:34:10.605382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2026-02-10T20:34:10.617113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2026-02-10T20:34:10.617412] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2026-02-10T20:34:10.618442] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2026-02-10T20:34:10.618496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:10.618527] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:10.618557] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:10.618635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:10.677974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:10.678639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:10.678719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:10.678751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:10.799430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:10.799584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:10.799629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:10.799657] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:10.803271] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2026-02-10T20:34:10.803539] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2026-02-10T20:34:10.803688] [INFO ] [sig       ] VIGI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:10.945590] [INFO ] [LOCAL     ] Saved forecast: VIGI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VIGI.txt
[2026-02-10T20:34:10.945730] [INFO ] [sig       ] [3213/3417] Completed VIGI in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:10.945769] [INFO ] [sig       ] [3214/3417] Forecasting VINP...
[2026-02-10T20:34:10.945798] [INFO ] [sig       ] Generating forecast for: VINP
[2026-02-10T20:34:10.945829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2026-02-10T20:34:10.956667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2026-02-10T20:34:10.956951] [INFO ] [FORECASTER] Starting predict_future for VINP
[2026-02-10T20:34:10.957775] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2026-02-10T20:34:10.958018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:10.958051] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:10.958106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:10.958166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:11.016405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:11.017064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:11.017143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:11.017175] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:11.138976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:11.139145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:11.139186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:11.139216] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:11.142766] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2026-02-10T20:34:11.143045] [INFO ] [FORECASTER] Completed predict_future for VINP
[2026-02-10T20:34:11.143177] [INFO ] [sig       ] VINP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:11.293243] [INFO ] [LOCAL     ] Saved forecast: VINP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VINP.txt
[2026-02-10T20:34:11.293396] [INFO ] [sig       ] [3214/3417] Completed VINP in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:11.293438] [INFO ] [sig       ] [3215/3417] Forecasting VIPS...
[2026-02-10T20:34:11.293468] [INFO ] [sig       ] Generating forecast for: VIPS
[2026-02-10T20:34:11.293498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2026-02-10T20:34:11.306064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2026-02-10T20:34:11.306340] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2026-02-10T20:34:11.307118] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2026-02-10T20:34:11.307171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:11.307228] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:11.307257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:11.307314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:11.364248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:11.364897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:11.364974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:11.365006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:11.490398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:11.490539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:11.490598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:11.490629] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:11.494241] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2026-02-10T20:34:11.494513] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2026-02-10T20:34:11.494659] [INFO ] [sig       ] VIPS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:11.636944] [INFO ] [LOCAL     ] Saved forecast: VIPS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VIPS.txt
[2026-02-10T20:34:11.637077] [INFO ] [sig       ] [3215/3417] Completed VIPS in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:11.637116] [INFO ] [sig       ] [3216/3417] Forecasting VIRC...
[2026-02-10T20:34:11.637147] [INFO ] [sig       ] Generating forecast for: VIRC
[2026-02-10T20:34:11.637184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2026-02-10T20:34:11.649246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2026-02-10T20:34:11.649546] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2026-02-10T20:34:11.650346] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2026-02-10T20:34:11.650398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:11.650430] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:11.650457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:11.650518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:11.708668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:11.709286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:11.709365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:11.709396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:11.833598] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:11.833923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:11.833962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:11.833991] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:11.837336] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2026-02-10T20:34:11.837630] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2026-02-10T20:34:11.837757] [INFO ] [sig       ] VIRC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:11.979286] [INFO ] [LOCAL     ] Saved forecast: VIRC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VIRC.txt
[2026-02-10T20:34:11.979411] [INFO ] [sig       ] [3216/3417] Completed VIRC in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:11.979451] [INFO ] [sig       ] [3217/3417] Forecasting VITL...
[2026-02-10T20:34:11.979481] [INFO ] [sig       ] Generating forecast for: VITL
[2026-02-10T20:34:11.979513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2026-02-10T20:34:11.990617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2026-02-10T20:34:11.990892] [INFO ] [FORECASTER] Starting predict_future for VITL
[2026-02-10T20:34:11.991677] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2026-02-10T20:34:11.991729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:11.991761] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:11.991787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:11.991843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:12.050661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:12.051302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:12.051380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:12.051412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:12.174243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:12.174395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:12.174434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:12.174463] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:12.177879] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2026-02-10T20:34:12.178196] [INFO ] [FORECASTER] Completed predict_future for VITL
[2026-02-10T20:34:12.178326] [INFO ] [sig       ] VITL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:12.319358] [INFO ] [LOCAL     ] Saved forecast: VITL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VITL.txt
[2026-02-10T20:34:12.319536] [INFO ] [sig       ] [3217/3417] Completed VITL in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:12.319608] [INFO ] [sig       ] [3218/3417] Forecasting VKQ...
[2026-02-10T20:34:12.319650] [INFO ] [sig       ] Generating forecast for: VKQ
[2026-02-10T20:34:12.319685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2026-02-10T20:34:12.330464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2026-02-10T20:34:12.330833] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2026-02-10T20:34:12.331626] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2026-02-10T20:34:12.331678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:12.331711] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:12.331738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:12.331795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:12.392262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:12.393246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:12.393333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:12.393366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:12.512392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:12.512518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:12.512559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:12.512643] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:12.516047] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2026-02-10T20:34:12.516321] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2026-02-10T20:34:12.516450] [INFO ] [sig       ] VKQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:12.656368] [INFO ] [LOCAL     ] Saved forecast: VKQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VKQ.txt
[2026-02-10T20:34:12.656508] [INFO ] [sig       ] [3218/3417] Completed VKQ in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:12.656549] [INFO ] [sig       ] [3219/3417] Forecasting VKTX...
[2026-02-10T20:34:12.656598] [INFO ] [sig       ] Generating forecast for: VKTX
[2026-02-10T20:34:12.656631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2026-02-10T20:34:12.666696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2026-02-10T20:34:12.666989] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2026-02-10T20:34:12.667774] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2026-02-10T20:34:12.667828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:12.667859] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:12.667886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:12.667941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:12.725715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:12.726336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:12.726414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:12.726447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:12.844832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:12.844953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:12.844992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:12.845036] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:12.848469] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=46.14%)
[2026-02-10T20:34:12.848766] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2026-02-10T20:34:12.848897] [INFO ] [sig       ] VKTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:12.990233] [INFO ] [LOCAL     ] Saved forecast: VKTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VKTX.txt
[2026-02-10T20:34:12.990365] [INFO ] [sig       ] [3219/3417] Completed VKTX in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:12.990405] [INFO ] [sig       ] [3220/3417] Forecasting VLGEA...
[2026-02-10T20:34:12.990435] [INFO ] [sig       ] Generating forecast for: VLGEA
[2026-02-10T20:34:12.990465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2026-02-10T20:34:13.000504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2026-02-10T20:34:13.000834] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2026-02-10T20:34:13.001673] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2026-02-10T20:34:13.001735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:13.001767] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:13.001793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:13.001850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:13.059258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:13.059998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:13.060081] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:13.060113] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:13.189423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:13.189608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:13.189651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:13.189681] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:13.193170] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2026-02-10T20:34:13.193443] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2026-02-10T20:34:13.193592] [INFO ] [sig       ] VLGEA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:13.334589] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VLGEA.txt
[2026-02-10T20:34:13.334761] [INFO ] [sig       ] [3220/3417] Completed VLGEA in 0.3s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:13.334802] [INFO ] [sig       ] [3221/3417] Forecasting VLN...
[2026-02-10T20:34:13.334832] [INFO ] [sig       ] Generating forecast for: VLN
[2026-02-10T20:34:13.334863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2026-02-10T20:34:13.346162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2026-02-10T20:34:13.346570] [INFO ] [FORECASTER] Starting predict_future for VLN
[2026-02-10T20:34:13.347393] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2026-02-10T20:34:13.347445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:13.347480] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:13.347512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:13.347602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:13.422190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:13.423365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:13.423499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:13.423549] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:13.591169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:13.591371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:13.591438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:13.591490] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:13.597118] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2026-02-10T20:34:13.597608] [INFO ] [FORECASTER] Completed predict_future for VLN
[2026-02-10T20:34:13.597803] [INFO ] [sig       ] VLN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:13.834523] [INFO ] [LOCAL     ] Saved forecast: VLN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VLN.txt
[2026-02-10T20:34:13.834837] [INFO ] [sig       ] [3221/3417] Completed VLN in 0.5s | 2.80 sym/s | Total: 19.1m | ETA: 1.2m
[2026-02-10T20:34:13.834907] [INFO ] [sig       ] [3222/3417] Forecasting VLO...
[2026-02-10T20:34:13.834963] [INFO ] [sig       ] Generating forecast for: VLO
[2026-02-10T20:34:13.835019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2026-02-10T20:34:13.857442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2026-02-10T20:34:13.857993] [INFO ] [FORECASTER] Starting predict_future for VLO
[2026-02-10T20:34:13.859326] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2026-02-10T20:34:13.859398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:13.859448] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:13.862053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:13.862268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:13.953781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:13.955040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:13.955174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:13.955220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:14.140020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:14.140230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:14.140283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:14.140317] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:14.146993] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2026-02-10T20:34:14.147720] [INFO ] [FORECASTER] Completed predict_future for VLO
[2026-02-10T20:34:14.147997] [INFO ] [sig       ] VLO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:14.379354] [INFO ] [LOCAL     ] Saved forecast: VLO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VLO.txt
[2026-02-10T20:34:14.379636] [INFO ] [sig       ] [3222/3417] Completed VLO in 0.5s | 2.80 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-10T20:34:14.379694] [INFO ] [sig       ] [3223/3417] Forecasting VLRS...
[2026-02-10T20:34:14.379736] [INFO ] [sig       ] Generating forecast for: VLRS
[2026-02-10T20:34:14.379777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2026-02-10T20:34:14.408839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2026-02-10T20:34:14.409371] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2026-02-10T20:34:14.410531] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2026-02-10T20:34:14.410635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:14.410688] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:14.410724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:14.410824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:14.486037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:14.487098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:14.487194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:14.487228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:14.641837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:14.642018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:14.642063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:14.642091] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:14.645899] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2026-02-10T20:34:14.646293] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2026-02-10T20:34:14.646457] [INFO ] [sig       ] VLRS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:14.820676] [INFO ] [LOCAL     ] Saved forecast: VLRS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VLRS.txt
[2026-02-10T20:34:14.820848] [INFO ] [sig       ] [3223/3417] Completed VLRS in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.2m
[2026-02-10T20:34:14.820890] [INFO ] [sig       ] [3224/3417] Forecasting VLTO...
[2026-02-10T20:34:14.820921] [INFO ] [sig       ] Generating forecast for: VLTO
[2026-02-10T20:34:14.820953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2026-02-10T20:34:14.832821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2026-02-10T20:34:14.833180] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2026-02-10T20:34:14.833996] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2026-02-10T20:34:14.834048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:14.834079] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:14.834105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:14.834161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:14.891664] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:14.892653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:14.892743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:14.892783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:15.028816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:15.028982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:15.029027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:15.029058] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:15.032687] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2026-02-10T20:34:15.032980] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2026-02-10T20:34:15.033124] [INFO ] [sig       ] VLTO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:15.181694] [INFO ] [LOCAL     ] Saved forecast: VLTO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VLTO.txt
[2026-02-10T20:34:15.181879] [INFO ] [sig       ] [3224/3417] Completed VLTO in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:15.181921] [INFO ] [sig       ] [3225/3417] Forecasting VLY...
[2026-02-10T20:34:15.181954] [INFO ] [sig       ] Generating forecast for: VLY
[2026-02-10T20:34:15.181986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2026-02-10T20:34:15.193335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2026-02-10T20:34:15.193821] [INFO ] [FORECASTER] Starting predict_future for VLY
[2026-02-10T20:34:15.194794] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2026-02-10T20:34:15.194875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:15.194908] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:15.194938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:15.194996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:15.255817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:15.256776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:15.256932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:15.256981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:15.386775] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:15.386948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:15.386992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:15.387022] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:15.390736] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2026-02-10T20:34:15.391060] [INFO ] [FORECASTER] Completed predict_future for VLY
[2026-02-10T20:34:15.391205] [INFO ] [sig       ] VLY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:15.537594] [INFO ] [LOCAL     ] Saved forecast: VLY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VLY.txt
[2026-02-10T20:34:15.537792] [INFO ] [sig       ] [3225/3417] Completed VLY in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:15.537835] [INFO ] [sig       ] [3226/3417] Forecasting VMBS...
[2026-02-10T20:34:15.537868] [INFO ] [sig       ] Generating forecast for: VMBS
[2026-02-10T20:34:15.537899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2026-02-10T20:34:15.550878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2026-02-10T20:34:15.551228] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2026-02-10T20:34:15.552151] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2026-02-10T20:34:15.552207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:15.552240] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:15.552268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:15.552326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:15.610065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:15.610994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:15.611089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:15.611123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:15.747761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:15.747919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:15.747961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:15.747989] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:15.751459] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=45.15%)
[2026-02-10T20:34:15.751811] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2026-02-10T20:34:15.751945] [INFO ] [sig       ] VMBS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:15.895978] [INFO ] [LOCAL     ] Saved forecast: VMBS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VMBS.txt
[2026-02-10T20:34:15.896130] [INFO ] [sig       ] [3226/3417] Completed VMBS in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:15.896171] [INFO ] [sig       ] [3227/3417] Forecasting VMD...
[2026-02-10T20:34:15.896203] [INFO ] [sig       ] Generating forecast for: VMD
[2026-02-10T20:34:15.896236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2026-02-10T20:34:15.907330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2026-02-10T20:34:15.907705] [INFO ] [FORECASTER] Starting predict_future for VMD
[2026-02-10T20:34:15.908557] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2026-02-10T20:34:15.908630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:15.908663] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:15.908689] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:15.908745] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:15.968504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:15.969377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:15.969466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:15.969501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:16.090528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:16.090708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:16.090750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:16.090780] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:16.094280] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2026-02-10T20:34:16.094590] [INFO ] [FORECASTER] Completed predict_future for VMD
[2026-02-10T20:34:16.094732] [INFO ] [sig       ] VMD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:16.240366] [INFO ] [LOCAL     ] Saved forecast: VMD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VMD.txt
[2026-02-10T20:34:16.240525] [INFO ] [sig       ] [3227/3417] Completed VMD in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:16.240566] [INFO ] [sig       ] [3228/3417] Forecasting VMI...
[2026-02-10T20:34:16.240618] [INFO ] [sig       ] Generating forecast for: VMI
[2026-02-10T20:34:16.240649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2026-02-10T20:34:16.250988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2026-02-10T20:34:16.251307] [INFO ] [FORECASTER] Starting predict_future for VMI
[2026-02-10T20:34:16.252124] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2026-02-10T20:34:16.252177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:16.252210] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:16.252237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:16.252294] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:16.309481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:16.310280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:16.310364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:16.310397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:16.456093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:16.456286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:16.456338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:16.456382] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:16.460723] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2026-02-10T20:34:16.461022] [INFO ] [FORECASTER] Completed predict_future for VMI
[2026-02-10T20:34:16.461160] [INFO ] [sig       ] VMI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:16.639710] [INFO ] [LOCAL     ] Saved forecast: VMI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VMI.txt
[2026-02-10T20:34:16.639938] [INFO ] [sig       ] [3228/3417] Completed VMI in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:16.639989] [INFO ] [sig       ] [3229/3417] Forecasting VMO...
[2026-02-10T20:34:16.640023] [INFO ] [sig       ] Generating forecast for: VMO
[2026-02-10T20:34:16.640055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2026-02-10T20:34:16.651732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2026-02-10T20:34:16.652186] [INFO ] [FORECASTER] Starting predict_future for VMO
[2026-02-10T20:34:16.653134] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2026-02-10T20:34:16.653205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:16.653253] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:16.653297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:16.653375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:16.712876] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:16.713874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:16.713967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:16.714002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:16.858939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:16.859109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:16.859152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:16.859182] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:16.862968] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2026-02-10T20:34:16.863297] [INFO ] [FORECASTER] Completed predict_future for VMO
[2026-02-10T20:34:16.863445] [INFO ] [sig       ] VMO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:17.037124] [INFO ] [LOCAL     ] Saved forecast: VMO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VMO.txt
[2026-02-10T20:34:17.037292] [INFO ] [sig       ] [3229/3417] Completed VMO in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:17.037335] [INFO ] [sig       ] [3230/3417] Forecasting VNDA...
[2026-02-10T20:34:17.037368] [INFO ] [sig       ] Generating forecast for: VNDA
[2026-02-10T20:34:17.037402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2026-02-10T20:34:17.048748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2026-02-10T20:34:17.049150] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2026-02-10T20:34:17.050015] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2026-02-10T20:34:17.050070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:17.050102] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:17.050130] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:17.050187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:17.115915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:17.116851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:17.116938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:17.116971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:17.237262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:17.237425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:17.237465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:17.237493] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:17.240953] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=97.75%)
[2026-02-10T20:34:17.241250] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2026-02-10T20:34:17.241380] [INFO ] [sig       ] VNDA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:17.400700] [INFO ] [LOCAL     ] Saved forecast: VNDA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VNDA.txt
[2026-02-10T20:34:17.400868] [INFO ] [sig       ] [3230/3417] Completed VNDA in 0.4s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:17.400910] [INFO ] [sig       ] [3231/3417] Forecasting VNO...
[2026-02-10T20:34:17.400941] [INFO ] [sig       ] Generating forecast for: VNO
[2026-02-10T20:34:17.400971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2026-02-10T20:34:17.411754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2026-02-10T20:34:17.412156] [INFO ] [FORECASTER] Starting predict_future for VNO
[2026-02-10T20:34:17.412968] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2026-02-10T20:34:17.413022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:17.413054] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:17.413081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:17.413138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:17.473112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:17.474008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:17.474096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:17.474129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:17.593128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:17.593291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:17.593331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:17.593360] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:17.596791] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=27.50%)
[2026-02-10T20:34:17.597072] [INFO ] [FORECASTER] Completed predict_future for VNO
[2026-02-10T20:34:17.597200] [INFO ] [sig       ] VNO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:17.737243] [INFO ] [LOCAL     ] Saved forecast: VNO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VNO.txt
[2026-02-10T20:34:17.737392] [INFO ] [sig       ] [3231/3417] Completed VNO in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:17.737430] [INFO ] [sig       ] [3232/3417] Forecasting VNOM...
[2026-02-10T20:34:17.737462] [INFO ] [sig       ] Generating forecast for: VNOM
[2026-02-10T20:34:17.737491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2026-02-10T20:34:17.748191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2026-02-10T20:34:17.748481] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2026-02-10T20:34:17.749274] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2026-02-10T20:34:17.749327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:17.749385] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:17.749414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:17.749471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:17.808005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:17.808703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:17.808798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:17.808832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:17.926811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:17.926974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:17.927032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:17.927063] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:17.930518] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2026-02-10T20:34:17.930827] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2026-02-10T20:34:17.930959] [INFO ] [sig       ] VNOM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:18.077132] [INFO ] [LOCAL     ] Saved forecast: VNOM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VNOM.txt
[2026-02-10T20:34:18.077336] [INFO ] [sig       ] [3232/3417] Completed VNOM in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:18.077388] [INFO ] [sig       ] [3233/3417] Forecasting VNQI...
[2026-02-10T20:34:18.077420] [INFO ] [sig       ] Generating forecast for: VNQI
[2026-02-10T20:34:18.077455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2026-02-10T20:34:18.088655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2026-02-10T20:34:18.088992] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2026-02-10T20:34:18.089843] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2026-02-10T20:34:18.089898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:18.089930] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:18.089958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:18.090014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:18.149652] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:18.150400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:18.150486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:18.150522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:18.275823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:18.275986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:18.276027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:18.276057] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:18.279801] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2026-02-10T20:34:18.280097] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2026-02-10T20:34:18.280233] [INFO ] [sig       ] VNQI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:18.424720] [INFO ] [LOCAL     ] Saved forecast: VNQI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VNQI.txt
[2026-02-10T20:34:18.424858] [INFO ] [sig       ] [3233/3417] Completed VNQI in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:18.424899] [INFO ] [sig       ] [3234/3417] Forecasting VOC...
[2026-02-10T20:34:18.424929] [INFO ] [sig       ] Generating forecast for: VOC
[2026-02-10T20:34:18.424961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2026-02-10T20:34:18.435500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2026-02-10T20:34:18.435806] [INFO ] [FORECASTER] Starting predict_future for VOC
[2026-02-10T20:34:18.436630] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2026-02-10T20:34:18.436697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:18.436739] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:18.436774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:18.436837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:18.497443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:18.498162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:18.498244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:18.498278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:18.620136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:18.620313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:18.620355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:18.620384] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:18.623934] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2026-02-10T20:34:18.624220] [INFO ] [FORECASTER] Completed predict_future for VOC
[2026-02-10T20:34:18.624353] [INFO ] [sig       ] VOC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:18.772267] [INFO ] [LOCAL     ] Saved forecast: VOC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VOC.txt
[2026-02-10T20:34:18.772437] [INFO ] [sig       ] [3234/3417] Completed VOC in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:18.772479] [INFO ] [sig       ] [3235/3417] Forecasting VOD...
[2026-02-10T20:34:18.772511] [INFO ] [sig       ] Generating forecast for: VOD
[2026-02-10T20:34:18.772543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2026-02-10T20:34:18.783713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2026-02-10T20:34:18.784112] [INFO ] [FORECASTER] Starting predict_future for VOD
[2026-02-10T20:34:18.784981] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2026-02-10T20:34:18.785036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:18.785068] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:18.785094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:18.785150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:18.842462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:18.843346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:18.843433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:18.843466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:18.957739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:18.957898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:18.957939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:18.958001] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:18.961497] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2026-02-10T20:34:18.961837] [INFO ] [FORECASTER] Completed predict_future for VOD
[2026-02-10T20:34:18.961973] [INFO ] [sig       ] VOD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:19.103003] [INFO ] [LOCAL     ] Saved forecast: VOD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VOD.txt
[2026-02-10T20:34:19.103162] [INFO ] [sig       ] [3235/3417] Completed VOD in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:19.103202] [INFO ] [sig       ] [3236/3417] Forecasting VONE...
[2026-02-10T20:34:19.103234] [INFO ] [sig       ] Generating forecast for: VONE
[2026-02-10T20:34:19.103265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2026-02-10T20:34:19.113811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2026-02-10T20:34:19.114160] [INFO ] [FORECASTER] Starting predict_future for VONE
[2026-02-10T20:34:19.114958] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2026-02-10T20:34:19.115012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:19.115057] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:19.115086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:19.115143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:19.171980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:19.172788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:19.172876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:19.172909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:19.299330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:19.299509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:19.299553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:19.299601] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:19.303089] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2026-02-10T20:34:19.303373] [INFO ] [FORECASTER] Completed predict_future for VONE
[2026-02-10T20:34:19.303507] [INFO ] [sig       ] VONE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:19.445010] [INFO ] [LOCAL     ] Saved forecast: VONE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VONE.txt
[2026-02-10T20:34:19.445163] [INFO ] [sig       ] [3236/3417] Completed VONE in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:19.445204] [INFO ] [sig       ] [3237/3417] Forecasting VONG...
[2026-02-10T20:34:19.445235] [INFO ] [sig       ] Generating forecast for: VONG
[2026-02-10T20:34:19.445266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2026-02-10T20:34:19.456094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2026-02-10T20:34:19.456413] [INFO ] [FORECASTER] Starting predict_future for VONG
[2026-02-10T20:34:19.457205] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2026-02-10T20:34:19.457258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:19.457289] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:19.457315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:19.457371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:19.515012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:19.516002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:19.516090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:19.516122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:19.637055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:19.637234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:19.637277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:19.637306] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:19.641049] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2026-02-10T20:34:19.641368] [INFO ] [FORECASTER] Completed predict_future for VONG
[2026-02-10T20:34:19.641511] [INFO ] [sig       ] VONG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:19.789369] [INFO ] [LOCAL     ] Saved forecast: VONG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VONG.txt
[2026-02-10T20:34:19.789514] [INFO ] [sig       ] [3237/3417] Completed VONG in 0.3s | 2.80 sym/s | Total: 19.2m | ETA: 1.1m
[2026-02-10T20:34:19.789554] [INFO ] [sig       ] [3238/3417] Forecasting VOTE...
[2026-02-10T20:34:19.789605] [INFO ] [sig       ] Generating forecast for: VOTE
[2026-02-10T20:34:19.789646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2026-02-10T20:34:19.800718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2026-02-10T20:34:19.801026] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2026-02-10T20:34:19.801823] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2026-02-10T20:34:19.801876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:19.801908] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:19.801935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:19.801990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:19.859728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:19.860608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:19.860708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:19.860749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:19.982702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:19.982862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:19.982905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:19.982934] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:19.986415] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2026-02-10T20:34:19.986742] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2026-02-10T20:34:19.986899] [INFO ] [sig       ] VOTE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:20.127535] [INFO ] [LOCAL     ] Saved forecast: VOTE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VOTE.txt
[2026-02-10T20:34:20.127735] [INFO ] [sig       ] [3238/3417] Completed VOTE in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-10T20:34:20.127785] [INFO ] [sig       ] [3239/3417] Forecasting VPG...
[2026-02-10T20:34:20.127822] [INFO ] [sig       ] Generating forecast for: VPG
[2026-02-10T20:34:20.127859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2026-02-10T20:34:20.139052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2026-02-10T20:34:20.139499] [INFO ] [FORECASTER] Starting predict_future for VPG
[2026-02-10T20:34:20.140395] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2026-02-10T20:34:20.140450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:20.140484] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:20.140514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:20.140592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:20.199506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:20.200329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:20.200432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:20.200466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:20.325715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:20.326067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:20.326108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:20.326140] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:20.329662] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2026-02-10T20:34:20.329968] [INFO ] [FORECASTER] Completed predict_future for VPG
[2026-02-10T20:34:20.330101] [INFO ] [sig       ] VPG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:20.481620] [INFO ] [LOCAL     ] Saved forecast: VPG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VPG.txt
[2026-02-10T20:34:20.481911] [INFO ] [sig       ] [3239/3417] Completed VPG in 0.4s | 2.80 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-10T20:34:20.481974] [INFO ] [sig       ] [3240/3417] Forecasting VPLS...
[2026-02-10T20:34:20.482012] [INFO ] [sig       ] Generating forecast for: VPLS
[2026-02-10T20:34:20.482043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2026-02-10T20:34:20.498614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2026-02-10T20:34:20.499157] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2026-02-10T20:34:20.500427] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2026-02-10T20:34:20.500517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:20.500611] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:20.500670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:20.500762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:20.563534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:20.564518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:20.564714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:20.564752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:20.691224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:20.691383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:20.691425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:20.691453] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:20.695232] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=86.85%)
[2026-02-10T20:34:20.695512] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2026-02-10T20:34:20.695657] [INFO ] [sig       ] VPLS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:20.844846] [INFO ] [LOCAL     ] Saved forecast: VPLS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VPLS.txt
[2026-02-10T20:34:20.844996] [INFO ] [sig       ] [3240/3417] Completed VPLS in 0.4s | 2.80 sym/s | Total: 19.3m | ETA: 1.1m
[2026-02-10T20:34:20.845047] [INFO ] [sig       ] [3241/3417] Forecasting VRA...
[2026-02-10T20:34:20.845079] [INFO ] [sig       ] Generating forecast for: VRA
[2026-02-10T20:34:20.845111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2026-02-10T20:34:20.856109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2026-02-10T20:34:20.856430] [INFO ] [FORECASTER] Starting predict_future for VRA
[2026-02-10T20:34:20.857260] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2026-02-10T20:34:20.857314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:20.857347] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:20.857374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:20.857431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:20.915944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:20.916626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:20.916708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:20.916741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:21.032845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:21.032987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:21.033027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:21.033056] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:21.036423] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=43.60%)
[2026-02-10T20:34:21.036726] [INFO ] [FORECASTER] Completed predict_future for VRA
[2026-02-10T20:34:21.036857] [INFO ] [sig       ] VRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:21.176371] [INFO ] [LOCAL     ] Saved forecast: VRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VRA.txt
[2026-02-10T20:34:21.176513] [INFO ] [sig       ] [3241/3417] Completed VRA in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:21.176554] [INFO ] [sig       ] [3242/3417] Forecasting VRCA...
[2026-02-10T20:34:21.176603] [INFO ] [sig       ] Generating forecast for: VRCA
[2026-02-10T20:34:21.176637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2026-02-10T20:34:21.187235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2026-02-10T20:34:21.187524] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2026-02-10T20:34:21.188363] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2026-02-10T20:34:21.188416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:21.188447] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:21.188475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:21.188532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:21.245073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:21.245761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:21.245885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:21.245917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:21.365229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:21.365389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:21.365430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:21.365460] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:21.369315] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2026-02-10T20:34:21.369610] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2026-02-10T20:34:21.369747] [INFO ] [sig       ] VRCA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:21.510187] [INFO ] [LOCAL     ] Saved forecast: VRCA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VRCA.txt
[2026-02-10T20:34:21.510341] [INFO ] [sig       ] [3242/3417] Completed VRCA in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:21.510383] [INFO ] [sig       ] [3243/3417] Forecasting VRDN...
[2026-02-10T20:34:21.510413] [INFO ] [sig       ] Generating forecast for: VRDN
[2026-02-10T20:34:21.510445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2026-02-10T20:34:21.521113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2026-02-10T20:34:21.521444] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2026-02-10T20:34:21.522242] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2026-02-10T20:34:21.522296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:21.522328] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:21.522355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:21.522411] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:21.585243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:21.586157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:21.586244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:21.586283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:21.725592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:21.725757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:21.725800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:21.725848] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:21.730215] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=0.97%)
[2026-02-10T20:34:21.730611] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2026-02-10T20:34:21.730781] [INFO ] [sig       ] VRDN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:21.902302] [INFO ] [LOCAL     ] Saved forecast: VRDN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VRDN.txt
[2026-02-10T20:34:21.902485] [INFO ] [sig       ] [3243/3417] Completed VRDN in 0.4s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:21.902539] [INFO ] [sig       ] [3244/3417] Forecasting VRE...
[2026-02-10T20:34:21.902600] [INFO ] [sig       ] Generating forecast for: VRE
[2026-02-10T20:34:21.902635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2026-02-10T20:34:21.915427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2026-02-10T20:34:21.915833] [INFO ] [FORECASTER] Starting predict_future for VRE
[2026-02-10T20:34:21.916689] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2026-02-10T20:34:21.916746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:21.916792] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:21.916831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:21.916893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:21.986846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:21.987884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:21.987985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:21.988021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:22.123366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:22.123527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:22.123589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:22.123623] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:22.127323] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2026-02-10T20:34:22.127696] [INFO ] [FORECASTER] Completed predict_future for VRE
[2026-02-10T20:34:22.127869] [INFO ] [sig       ] VRE: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:22.284805] [INFO ] [LOCAL     ] Saved forecast: VRE	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VRE.txt
[2026-02-10T20:34:22.285008] [INFO ] [sig       ] [3244/3417] Completed VRE in 0.4s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:22.285067] [INFO ] [sig       ] [3245/3417] Forecasting VREX...
[2026-02-10T20:34:22.285105] [INFO ] [sig       ] Generating forecast for: VREX
[2026-02-10T20:34:22.285137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2026-02-10T20:34:22.299719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2026-02-10T20:34:22.300256] [INFO ] [FORECASTER] Starting predict_future for VREX
[2026-02-10T20:34:22.301435] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2026-02-10T20:34:22.301508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:22.301563] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:22.301639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:22.301736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:22.361074] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:22.362044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:22.362156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:22.362189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:22.479550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:22.479733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:22.479782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:22.479818] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:22.483320] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2026-02-10T20:34:22.483613] [INFO ] [FORECASTER] Completed predict_future for VREX
[2026-02-10T20:34:22.483744] [INFO ] [sig       ] VREX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:22.624989] [INFO ] [LOCAL     ] Saved forecast: VREX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VREX.txt
[2026-02-10T20:34:22.625130] [INFO ] [sig       ] [3245/3417] Completed VREX in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:22.625170] [INFO ] [sig       ] [3246/3417] Forecasting VRIG...
[2026-02-10T20:34:22.625199] [INFO ] [sig       ] Generating forecast for: VRIG
[2026-02-10T20:34:22.625230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2026-02-10T20:34:22.636198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2026-02-10T20:34:22.636459] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2026-02-10T20:34:22.637424] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2026-02-10T20:34:22.637477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:22.637508] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:22.637535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:22.637615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:22.694234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:22.694842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:22.694919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:22.694952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:22.787518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:22.787645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:22.787683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:22.787712] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:22.790894] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2026-02-10T20:34:22.791164] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2026-02-10T20:34:22.791287] [INFO ] [sig       ] VRIG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:22.930830] [INFO ] [LOCAL     ] Saved forecast: VRIG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VRIG.txt
[2026-02-10T20:34:22.930941] [INFO ] [sig       ] [3246/3417] Completed VRIG in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:22.930988] [INFO ] [sig       ] [3247/3417] Forecasting VRNS...
[2026-02-10T20:34:22.931021] [INFO ] [sig       ] Generating forecast for: VRNS
[2026-02-10T20:34:22.931052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2026-02-10T20:34:22.941147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2026-02-10T20:34:22.941406] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2026-02-10T20:34:22.942178] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2026-02-10T20:34:22.942230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:22.942262] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:22.942301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:22.942358] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:22.998734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:22.999316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:22.999392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:22.999424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:23.128416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:23.128549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:23.128605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:23.128635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:23.132171] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2026-02-10T20:34:23.132441] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2026-02-10T20:34:23.132594] [INFO ] [sig       ] VRNS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:23.272431] [INFO ] [LOCAL     ] Saved forecast: VRNS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VRNS.txt
[2026-02-10T20:34:23.272543] [INFO ] [sig       ] [3247/3417] Completed VRNS in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:23.272600] [INFO ] [sig       ] [3248/3417] Forecasting VRRM...
[2026-02-10T20:34:23.272632] [INFO ] [sig       ] Generating forecast for: VRRM
[2026-02-10T20:34:23.272661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2026-02-10T20:34:23.283455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2026-02-10T20:34:23.283741] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2026-02-10T20:34:23.284530] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2026-02-10T20:34:23.284607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:23.284642] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:23.284669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:23.284727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:23.343104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:23.343745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:23.343829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:23.343861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:23.463471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:23.463564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:23.463619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:23.463649] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:23.466830] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2026-02-10T20:34:23.467092] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2026-02-10T20:34:23.467218] [INFO ] [sig       ] VRRM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:23.607385] [INFO ] [LOCAL     ] Saved forecast: VRRM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VRRM.txt
[2026-02-10T20:34:23.607497] [INFO ] [sig       ] [3248/3417] Completed VRRM in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 1.0m
[2026-02-10T20:34:23.607544] [INFO ] [sig       ] [3249/3417] Forecasting VRSK...
[2026-02-10T20:34:23.607594] [INFO ] [sig       ] Generating forecast for: VRSK
[2026-02-10T20:34:23.607627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2026-02-10T20:34:23.617834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2026-02-10T20:34:23.618144] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2026-02-10T20:34:23.618975] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2026-02-10T20:34:23.619029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:23.619086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:23.619115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:23.619173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:23.676152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:23.676782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:23.676859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:23.676891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:23.795651] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:23.795763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:23.795800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:23.795828] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:23.799075] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=25.97%)
[2026-02-10T20:34:23.799341] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2026-02-10T20:34:23.799466] [INFO ] [sig       ] VRSK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:23.940504] [INFO ] [LOCAL     ] Saved forecast: VRSK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VRSK.txt
[2026-02-10T20:34:23.940632] [INFO ] [sig       ] [3249/3417] Completed VRSK in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 59.9s
[2026-02-10T20:34:23.940674] [INFO ] [sig       ] [3250/3417] Forecasting VRSN...
[2026-02-10T20:34:23.940703] [INFO ] [sig       ] Generating forecast for: VRSN
[2026-02-10T20:34:23.940733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2026-02-10T20:34:23.951033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2026-02-10T20:34:23.951297] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2026-02-10T20:34:23.952065] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2026-02-10T20:34:23.952117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:23.952149] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:23.952176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:23.952232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:24.012053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:24.012650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:24.012729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:24.012767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:24.139141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:24.139257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:24.139294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:24.139323] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:24.142528] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2026-02-10T20:34:24.142816] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2026-02-10T20:34:24.142942] [INFO ] [sig       ] VRSN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:24.282261] [INFO ] [LOCAL     ] Saved forecast: VRSN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VRSN.txt
[2026-02-10T20:34:24.282380] [INFO ] [sig       ] [3250/3417] Completed VRSN in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 59.6s
[2026-02-10T20:34:24.282419] [INFO ] [sig       ] [3251/3417] Forecasting VRTS...
[2026-02-10T20:34:24.282449] [INFO ] [sig       ] Generating forecast for: VRTS
[2026-02-10T20:34:24.282486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2026-02-10T20:34:24.297008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2026-02-10T20:34:24.297307] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2026-02-10T20:34:24.298148] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2026-02-10T20:34:24.298201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:24.298232] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:24.298259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:24.298315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:24.355898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:24.356536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:24.356638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:24.356671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:24.480386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:24.480549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:24.480607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:24.480637] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:24.484046] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2026-02-10T20:34:24.484320] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2026-02-10T20:34:24.484446] [INFO ] [sig       ] VRTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:24.623978] [INFO ] [LOCAL     ] Saved forecast: VRTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VRTS.txt
[2026-02-10T20:34:24.624095] [INFO ] [sig       ] [3251/3417] Completed VRTS in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 59.2s
[2026-02-10T20:34:24.624134] [INFO ] [sig       ] [3252/3417] Forecasting VRTX...
[2026-02-10T20:34:24.624164] [INFO ] [sig       ] Generating forecast for: VRTX
[2026-02-10T20:34:24.624195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2026-02-10T20:34:24.634438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2026-02-10T20:34:24.634730] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2026-02-10T20:34:24.635474] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2026-02-10T20:34:24.635526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:24.635557] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:24.635610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:24.635668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:24.692362] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:24.692997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:24.693073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:24.693106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:24.810424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:24.810543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:24.810598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:24.810658] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:24.813982] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2026-02-10T20:34:24.814250] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2026-02-10T20:34:24.814376] [INFO ] [sig       ] VRTX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:24.956787] [INFO ] [LOCAL     ] Saved forecast: VRTX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VRTX.txt
[2026-02-10T20:34:24.956911] [INFO ] [sig       ] [3252/3417] Completed VRTX in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 58.9s
[2026-02-10T20:34:24.956950] [INFO ] [sig       ] [3253/3417] Forecasting VS...
[2026-02-10T20:34:24.956981] [INFO ] [sig       ] Generating forecast for: VS
[2026-02-10T20:34:24.957012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2026-02-10T20:34:24.967783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2026-02-10T20:34:24.968042] [INFO ] [FORECASTER] Starting predict_future for VS
[2026-02-10T20:34:24.968854] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2026-02-10T20:34:24.968918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:24.968958] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:24.968988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:24.969044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:25.026882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:25.027673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:25.027752] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:25.027788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:25.134560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:25.134696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:25.134733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:25.134762] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:25.137966] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=53.16%)
[2026-02-10T20:34:25.138257] [INFO ] [FORECASTER] Completed predict_future for VS
[2026-02-10T20:34:25.138382] [INFO ] [sig       ] VS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:25.278686] [INFO ] [LOCAL     ] Saved forecast: VS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VS.txt
[2026-02-10T20:34:25.278794] [INFO ] [sig       ] [3253/3417] Completed VS in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 58.5s
[2026-02-10T20:34:25.278831] [INFO ] [sig       ] [3254/3417] Forecasting VSCO...
[2026-02-10T20:34:25.278861] [INFO ] [sig       ] Generating forecast for: VSCO
[2026-02-10T20:34:25.278891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2026-02-10T20:34:25.289296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2026-02-10T20:34:25.289556] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2026-02-10T20:34:25.290320] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2026-02-10T20:34:25.290372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:25.290404] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:25.290431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:25.290489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:25.348667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:25.349362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:25.349442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:25.349474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:25.472139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:25.472251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:25.472288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:25.472351] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:25.475597] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2026-02-10T20:34:25.475863] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2026-02-10T20:34:25.476004] [INFO ] [sig       ] VSCO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:25.616000] [INFO ] [LOCAL     ] Saved forecast: VSCO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VSCO.txt
[2026-02-10T20:34:25.616124] [INFO ] [sig       ] [3254/3417] Completed VSCO in 0.3s | 2.80 sym/s | Total: 19.3m | ETA: 58.1s
[2026-02-10T20:34:25.616162] [INFO ] [sig       ] [3255/3417] Forecasting VSDA...
[2026-02-10T20:34:25.616192] [INFO ] [sig       ] Generating forecast for: VSDA
[2026-02-10T20:34:25.616223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2026-02-10T20:34:25.626037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2026-02-10T20:34:25.626288] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2026-02-10T20:34:25.627111] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2026-02-10T20:34:25.627163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:25.627195] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:25.627222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:25.627277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:25.684658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:25.685260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:25.685341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:25.685374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:25.800890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:25.801066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:25.801108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:25.801137] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:25.804737] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2026-02-10T20:34:25.805086] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2026-02-10T20:34:25.805233] [INFO ] [sig       ] VSDA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:25.953353] [INFO ] [LOCAL     ] Saved forecast: VSDA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VSDA.txt
[2026-02-10T20:34:25.953506] [INFO ] [sig       ] [3255/3417] Completed VSDA in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 57.8s
[2026-02-10T20:34:25.953546] [INFO ] [sig       ] [3256/3417] Forecasting VSEC...
[2026-02-10T20:34:25.953601] [INFO ] [sig       ] Generating forecast for: VSEC
[2026-02-10T20:34:25.953634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2026-02-10T20:34:25.964290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2026-02-10T20:34:25.964645] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2026-02-10T20:34:25.965434] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2026-02-10T20:34:25.965487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:25.965520] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:25.965547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:25.965631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:26.024765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:26.025589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:26.025672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:26.025733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:26.152543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:26.152714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:26.152754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:26.152783] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:26.156222] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2026-02-10T20:34:26.156497] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2026-02-10T20:34:26.156644] [INFO ] [sig       ] VSEC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:26.301062] [INFO ] [LOCAL     ] Saved forecast: VSEC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VSEC.txt
[2026-02-10T20:34:26.301200] [INFO ] [sig       ] [3256/3417] Completed VSEC in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 57.4s
[2026-02-10T20:34:26.301239] [INFO ] [sig       ] [3257/3417] Forecasting VSH...
[2026-02-10T20:34:26.301270] [INFO ] [sig       ] Generating forecast for: VSH
[2026-02-10T20:34:26.301301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2026-02-10T20:34:26.311857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2026-02-10T20:34:26.312141] [INFO ] [FORECASTER] Starting predict_future for VSH
[2026-02-10T20:34:26.312928] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2026-02-10T20:34:26.312981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:26.313012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:26.313039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:26.313096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:26.370354] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:26.371082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:26.371163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:26.371196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:26.496126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:26.496275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:26.496315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:26.496343] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:26.499745] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2026-02-10T20:34:26.500057] [INFO ] [FORECASTER] Completed predict_future for VSH
[2026-02-10T20:34:26.500187] [INFO ] [sig       ] VSH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:26.642040] [INFO ] [LOCAL     ] Saved forecast: VSH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VSH.txt
[2026-02-10T20:34:26.642177] [INFO ] [sig       ] [3257/3417] Completed VSH in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 57.1s
[2026-02-10T20:34:26.642217] [INFO ] [sig       ] [3258/3417] Forecasting VSTM...
[2026-02-10T20:34:26.642247] [INFO ] [sig       ] Generating forecast for: VSTM
[2026-02-10T20:34:26.642277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2026-02-10T20:34:26.652658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2026-02-10T20:34:26.652944] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2026-02-10T20:34:26.653716] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2026-02-10T20:34:26.653768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:26.653800] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:26.653830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:26.653913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:26.711440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:26.712188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:26.712271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:26.712303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:26.836931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:26.837281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:26.837323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:26.837352] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:26.841075] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2026-02-10T20:34:26.841543] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2026-02-10T20:34:26.841695] [INFO ] [sig       ] VSTM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:26.985135] [INFO ] [LOCAL     ] Saved forecast: VSTM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VSTM.txt
[2026-02-10T20:34:26.985275] [INFO ] [sig       ] [3258/3417] Completed VSTM in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 56.7s
[2026-02-10T20:34:26.985315] [INFO ] [sig       ] [3259/3417] Forecasting VSTS...
[2026-02-10T20:34:26.985344] [INFO ] [sig       ] Generating forecast for: VSTS
[2026-02-10T20:34:26.985374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2026-02-10T20:34:26.995808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2026-02-10T20:34:26.996109] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2026-02-10T20:34:26.996909] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2026-02-10T20:34:26.996973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:26.997010] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:26.997038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:26.997094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:27.056367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:27.057257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:27.057376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:27.057410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:27.181588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:27.181736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:27.181774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:27.181804] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:27.185165] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2026-02-10T20:34:27.185435] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2026-02-10T20:34:27.185563] [INFO ] [sig       ] VSTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:27.326090] [INFO ] [LOCAL     ] Saved forecast: VSTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VSTS.txt
[2026-02-10T20:34:27.326227] [INFO ] [sig       ] [3259/3417] Completed VSTS in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 56.4s
[2026-02-10T20:34:27.326265] [INFO ] [sig       ] [3260/3417] Forecasting VTC...
[2026-02-10T20:34:27.326297] [INFO ] [sig       ] Generating forecast for: VTC
[2026-02-10T20:34:27.326328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2026-02-10T20:34:27.336382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2026-02-10T20:34:27.336668] [INFO ] [FORECASTER] Starting predict_future for VTC
[2026-02-10T20:34:27.337420] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2026-02-10T20:34:27.337483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:27.337515] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:27.337542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:27.337626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:27.393838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:27.394441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:27.394517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:27.394549] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:27.515923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:27.516103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:27.516144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:27.516174] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:27.519892] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2026-02-10T20:34:27.520368] [INFO ] [FORECASTER] Completed predict_future for VTC
[2026-02-10T20:34:27.520500] [INFO ] [sig       ] VTC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:27.663189] [INFO ] [LOCAL     ] Saved forecast: VTC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VTC.txt
[2026-02-10T20:34:27.663340] [INFO ] [sig       ] [3260/3417] Completed VTC in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 56.0s
[2026-02-10T20:34:27.663378] [INFO ] [sig       ] [3261/3417] Forecasting VTEX...
[2026-02-10T20:34:27.663410] [INFO ] [sig       ] Generating forecast for: VTEX
[2026-02-10T20:34:27.663440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2026-02-10T20:34:27.674385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2026-02-10T20:34:27.674695] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2026-02-10T20:34:27.675465] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2026-02-10T20:34:27.675517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:27.675549] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:27.675597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:27.675657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:27.733224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:27.734128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:27.734229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:27.734282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:27.854196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:27.854353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:27.854393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:27.854421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:27.857841] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=72.94%)
[2026-02-10T20:34:27.858149] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2026-02-10T20:34:27.858276] [INFO ] [sig       ] VTEX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:28.000605] [INFO ] [LOCAL     ] Saved forecast: VTEX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VTEX.txt
[2026-02-10T20:34:28.000752] [INFO ] [sig       ] [3261/3417] Completed VTEX in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 55.6s
[2026-02-10T20:34:28.000791] [INFO ] [sig       ] [3262/3417] Forecasting VTIP...
[2026-02-10T20:34:28.000822] [INFO ] [sig       ] Generating forecast for: VTIP
[2026-02-10T20:34:28.000861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2026-02-10T20:34:28.011647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2026-02-10T20:34:28.011979] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2026-02-10T20:34:28.012786] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2026-02-10T20:34:28.012838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:28.012871] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:28.012903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:28.012960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:28.070674] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:28.071372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:28.071458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:28.071494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:28.189409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:28.189584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:28.189628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:28.189658] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:28.193055] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2026-02-10T20:34:28.193333] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2026-02-10T20:34:28.193461] [INFO ] [sig       ] VTIP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:28.335025] [INFO ] [LOCAL     ] Saved forecast: VTIP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VTIP.txt
[2026-02-10T20:34:28.335189] [INFO ] [sig       ] [3262/3417] Completed VTIP in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 55.3s
[2026-02-10T20:34:28.335230] [INFO ] [sig       ] [3263/3417] Forecasting VTMX...
[2026-02-10T20:34:28.335261] [INFO ] [sig       ] Generating forecast for: VTMX
[2026-02-10T20:34:28.335292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2026-02-10T20:34:28.345699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2026-02-10T20:34:28.345959] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2026-02-10T20:34:28.346738] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2026-02-10T20:34:28.346791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:28.346823] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:28.346851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:28.346907] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:28.403757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:28.404520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:28.404622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:28.404657] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:28.526866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:28.527006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:28.527048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:28.527078] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:28.530499] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2026-02-10T20:34:28.530800] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2026-02-10T20:34:28.530931] [INFO ] [sig       ] VTMX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:28.671848] [INFO ] [LOCAL     ] Saved forecast: VTMX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VTMX.txt
[2026-02-10T20:34:28.671994] [INFO ] [sig       ] [3263/3417] Completed VTMX in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 54.9s
[2026-02-10T20:34:28.672033] [INFO ] [sig       ] [3264/3417] Forecasting VTN...
[2026-02-10T20:34:28.672063] [INFO ] [sig       ] Generating forecast for: VTN
[2026-02-10T20:34:28.672094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2026-02-10T20:34:28.683149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2026-02-10T20:34:28.683461] [INFO ] [FORECASTER] Starting predict_future for VTN
[2026-02-10T20:34:28.684232] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2026-02-10T20:34:28.684285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:28.684317] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:28.684345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:28.684401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:28.743647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:28.744303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:28.744391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:28.744429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:28.861879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:28.862020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:28.862065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:28.862095] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:28.865380] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=54.08%)
[2026-02-10T20:34:28.865669] [INFO ] [FORECASTER] Completed predict_future for VTN
[2026-02-10T20:34:28.865796] [INFO ] [sig       ] VTN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:29.006683] [INFO ] [LOCAL     ] Saved forecast: VTN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VTN.txt
[2026-02-10T20:34:29.006814] [INFO ] [sig       ] [3264/3417] Completed VTN in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 54.6s
[2026-02-10T20:34:29.006854] [INFO ] [sig       ] [3265/3417] Forecasting VTOL...
[2026-02-10T20:34:29.006884] [INFO ] [sig       ] Generating forecast for: VTOL
[2026-02-10T20:34:29.006914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2026-02-10T20:34:29.017220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2026-02-10T20:34:29.017496] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2026-02-10T20:34:29.018334] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2026-02-10T20:34:29.018387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:29.018420] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:29.018446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:29.018502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:29.074990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:29.075680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:29.075757] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:29.075789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:29.193095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:29.193254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:29.193294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:29.193323] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:29.196730] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2026-02-10T20:34:29.197024] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2026-02-10T20:34:29.197151] [INFO ] [sig       ] VTOL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:29.338866] [INFO ] [LOCAL     ] Saved forecast: VTOL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VTOL.txt
[2026-02-10T20:34:29.339035] [INFO ] [sig       ] [3265/3417] Completed VTOL in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 54.2s
[2026-02-10T20:34:29.339081] [INFO ] [sig       ] [3266/3417] Forecasting VTRS...
[2026-02-10T20:34:29.339112] [INFO ] [sig       ] Generating forecast for: VTRS
[2026-02-10T20:34:29.339142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2026-02-10T20:34:29.350664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2026-02-10T20:34:29.350973] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2026-02-10T20:34:29.351952] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2026-02-10T20:34:29.352015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:29.352079] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:29.352107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:29.352339] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:29.414249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:29.415106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:29.415199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:29.415233] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:29.540501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:29.540683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:29.540724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:29.540752] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:29.544229] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2026-02-10T20:34:29.544509] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2026-02-10T20:34:29.544659] [INFO ] [sig       ] VTRS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:29.690538] [INFO ] [LOCAL     ] Saved forecast: VTRS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VTRS.txt
[2026-02-10T20:34:29.690715] [INFO ] [sig       ] [3266/3417] Completed VTRS in 0.4s | 2.80 sym/s | Total: 19.4m | ETA: 53.9s
[2026-02-10T20:34:29.690758] [INFO ] [sig       ] [3267/3417] Forecasting VTS...
[2026-02-10T20:34:29.690789] [INFO ] [sig       ] Generating forecast for: VTS
[2026-02-10T20:34:29.690821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2026-02-10T20:34:29.701628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2026-02-10T20:34:29.701969] [INFO ] [FORECASTER] Starting predict_future for VTS
[2026-02-10T20:34:29.702759] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2026-02-10T20:34:29.702812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:29.702844] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:29.702872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:29.702940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:29.760885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:29.761767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:29.761848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:29.761881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:29.878828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:29.879040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:29.879090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:29.879119] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:29.882601] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-10T20:34:29.882900] [INFO ] [FORECASTER] Completed predict_future for VTS
[2026-02-10T20:34:29.883034] [INFO ] [sig       ] VTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:30.025019] [INFO ] [LOCAL     ] Saved forecast: VTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VTS.txt
[2026-02-10T20:34:30.025182] [INFO ] [sig       ] [3267/3417] Completed VTS in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 53.5s
[2026-02-10T20:34:30.025225] [INFO ] [sig       ] [3268/3417] Forecasting VTSI...
[2026-02-10T20:34:30.025254] [INFO ] [sig       ] Generating forecast for: VTSI
[2026-02-10T20:34:30.025284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2026-02-10T20:34:30.036097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2026-02-10T20:34:30.036488] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2026-02-10T20:34:30.037397] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2026-02-10T20:34:30.037455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:30.037488] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:30.037517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:30.037602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:30.095235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:30.096196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:30.096283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:30.096316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:30.217078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:30.217240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:30.217281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:30.217309] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:30.220790] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2026-02-10T20:34:30.221110] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2026-02-10T20:34:30.221245] [INFO ] [sig       ] VTSI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:30.365460] [INFO ] [LOCAL     ] Saved forecast: VTSI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VTSI.txt
[2026-02-10T20:34:30.365639] [INFO ] [sig       ] [3268/3417] Completed VTSI in 0.3s | 2.80 sym/s | Total: 19.4m | ETA: 53.1s
[2026-02-10T20:34:30.365686] [INFO ] [sig       ] [3269/3417] Forecasting VTWG...
[2026-02-10T20:34:30.365718] [INFO ] [sig       ] Generating forecast for: VTWG
[2026-02-10T20:34:30.365750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2026-02-10T20:34:30.376320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2026-02-10T20:34:30.376699] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2026-02-10T20:34:30.377494] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2026-02-10T20:34:30.377548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:30.377604] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:30.377636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:30.377693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:30.445938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:30.446790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:30.446877] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:30.446911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:30.586405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:30.586587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:30.586632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:30.586695] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:30.590218] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2026-02-10T20:34:30.590557] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2026-02-10T20:34:30.590727] [INFO ] [sig       ] VTWG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:30.740986] [INFO ] [LOCAL     ] Saved forecast: VTWG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VTWG.txt
[2026-02-10T20:34:30.741131] [INFO ] [sig       ] [3269/3417] Completed VTWG in 0.4s | 2.80 sym/s | Total: 19.4m | ETA: 52.8s
[2026-02-10T20:34:30.741171] [INFO ] [sig       ] [3270/3417] Forecasting VTWO...
[2026-02-10T20:34:30.741201] [INFO ] [sig       ] Generating forecast for: VTWO
[2026-02-10T20:34:30.741231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2026-02-10T20:34:30.751610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2026-02-10T20:34:30.751868] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2026-02-10T20:34:30.752640] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2026-02-10T20:34:30.752692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:30.752724] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:30.752751] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:30.752806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:30.810368] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:30.811121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:30.811207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:30.811240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:30.940866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:30.941052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:30.941111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:30.941155] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:30.945292] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=5.31%)
[2026-02-10T20:34:30.945607] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2026-02-10T20:34:30.945747] [INFO ] [sig       ] VTWO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:31.102343] [INFO ] [LOCAL     ] Saved forecast: VTWO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VTWO.txt
[2026-02-10T20:34:31.102505] [INFO ] [sig       ] [3270/3417] Completed VTWO in 0.4s | 2.80 sym/s | Total: 19.4m | ETA: 52.4s
[2026-02-10T20:34:31.102547] [INFO ] [sig       ] [3271/3417] Forecasting VTYX...
[2026-02-10T20:34:31.102599] [INFO ] [sig       ] Generating forecast for: VTYX
[2026-02-10T20:34:31.102633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2026-02-10T20:34:31.113666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2026-02-10T20:34:31.114028] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2026-02-10T20:34:31.114883] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2026-02-10T20:34:31.114963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:31.115015] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:31.115048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:31.115107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:31.177602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:31.178681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:31.178773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:31.178807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:31.308864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:31.309059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:31.309116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:31.309150] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:31.312679] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2026-02-10T20:34:31.312966] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2026-02-10T20:34:31.313098] [INFO ] [sig       ] VTYX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:31.467376] [INFO ] [LOCAL     ] Saved forecast: VTYX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VTYX.txt
[2026-02-10T20:34:31.467541] [INFO ] [sig       ] [3271/3417] Completed VTYX in 0.4s | 2.80 sym/s | Total: 19.4m | ETA: 52.1s
[2026-02-10T20:34:31.467603] [INFO ] [sig       ] [3272/3417] Forecasting VUZI...
[2026-02-10T20:34:31.467640] [INFO ] [sig       ] Generating forecast for: VUZI
[2026-02-10T20:34:31.467675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2026-02-10T20:34:31.480519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2026-02-10T20:34:31.480932] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2026-02-10T20:34:31.481931] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2026-02-10T20:34:31.481986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:31.482020] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:31.482049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:31.482108] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:31.546715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:31.547719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:31.547828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:31.547880] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:31.679072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:31.679262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:31.679305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:31.679335] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:31.683266] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2026-02-10T20:34:31.683567] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2026-02-10T20:34:31.683736] [INFO ] [sig       ] VUZI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:31.827935] [INFO ] [LOCAL     ] Saved forecast: VUZI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VUZI.txt
[2026-02-10T20:34:31.828121] [INFO ] [sig       ] [3272/3417] Completed VUZI in 0.4s | 2.80 sym/s | Total: 19.4m | ETA: 51.7s
[2026-02-10T20:34:31.828170] [INFO ] [sig       ] [3273/3417] Forecasting VVOS...
[2026-02-10T20:34:31.828203] [INFO ] [sig       ] Generating forecast for: VVOS
[2026-02-10T20:34:31.828235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2026-02-10T20:34:31.838493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2026-02-10T20:34:31.838840] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2026-02-10T20:34:31.839662] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2026-02-10T20:34:31.839715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:31.839747] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:31.839774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:31.839829] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:31.898374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:31.899275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:31.899361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:31.899425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:32.017729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:32.017912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:32.017961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:32.017992] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:32.021641] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2026-02-10T20:34:32.021927] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2026-02-10T20:34:32.022083] [INFO ] [sig       ] VVOS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:32.165468] [INFO ] [LOCAL     ] Saved forecast: VVOS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VVOS.txt
[2026-02-10T20:34:32.165634] [INFO ] [sig       ] [3273/3417] Completed VVOS in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 51.4s
[2026-02-10T20:34:32.165676] [INFO ] [sig       ] [3274/3417] Forecasting VVX...
[2026-02-10T20:34:32.165707] [INFO ] [sig       ] Generating forecast for: VVX
[2026-02-10T20:34:32.165737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2026-02-10T20:34:32.176858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2026-02-10T20:34:32.177138] [INFO ] [FORECASTER] Starting predict_future for VVX
[2026-02-10T20:34:32.177916] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2026-02-10T20:34:32.177969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:32.178001] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:32.178027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:32.178110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:32.237175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:32.238040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:32.238144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:32.238177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:32.364329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:32.364490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:32.364531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:32.364561] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:32.368215] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2026-02-10T20:34:32.368498] [INFO ] [FORECASTER] Completed predict_future for VVX
[2026-02-10T20:34:32.368650] [INFO ] [sig       ] VVX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:32.603029] [INFO ] [LOCAL     ] Saved forecast: VVX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VVX.txt
[2026-02-10T20:34:32.603226] [INFO ] [sig       ] [3274/3417] Completed VVX in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 51.0s
[2026-02-10T20:34:32.603288] [INFO ] [sig       ] [3275/3417] Forecasting VWOB...
[2026-02-10T20:34:32.603321] [INFO ] [sig       ] Generating forecast for: VWOB
[2026-02-10T20:34:32.603354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2026-02-10T20:34:32.615876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2026-02-10T20:34:32.616275] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2026-02-10T20:34:32.617125] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2026-02-10T20:34:32.617180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:32.617213] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:32.617241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:32.617297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:32.680130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:32.681158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:32.681249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:32.681283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:32.810135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:32.810301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:32.810340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:32.810368] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:32.813815] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=59.18%)
[2026-02-10T20:34:32.814089] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2026-02-10T20:34:32.814217] [INFO ] [sig       ] VWOB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:32.957957] [INFO ] [LOCAL     ] Saved forecast: VWOB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VWOB.txt
[2026-02-10T20:34:32.958147] [INFO ] [sig       ] [3275/3417] Completed VWOB in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 50.6s
[2026-02-10T20:34:32.958192] [INFO ] [sig       ] [3276/3417] Forecasting VXUS...
[2026-02-10T20:34:32.958222] [INFO ] [sig       ] Generating forecast for: VXUS
[2026-02-10T20:34:32.958252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2026-02-10T20:34:32.969824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2026-02-10T20:34:32.970231] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2026-02-10T20:34:32.971257] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2026-02-10T20:34:32.971312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:32.971345] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:32.971375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:32.971432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:33.030182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:33.030990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:33.031112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:33.031147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:33.157942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:33.158137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:33.158187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:33.158217] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:33.161825] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2026-02-10T20:34:33.162160] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2026-02-10T20:34:33.162291] [INFO ] [sig       ] VXUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:33.309425] [INFO ] [LOCAL     ] Saved forecast: VXUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VXUS.txt
[2026-02-10T20:34:33.309617] [INFO ] [sig       ] [3276/3417] Completed VXUS in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 50.3s
[2026-02-10T20:34:33.309661] [INFO ] [sig       ] [3277/3417] Forecasting VYMI...
[2026-02-10T20:34:33.309691] [INFO ] [sig       ] Generating forecast for: VYMI
[2026-02-10T20:34:33.309722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2026-02-10T20:34:33.321673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2026-02-10T20:34:33.322100] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2026-02-10T20:34:33.322959] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2026-02-10T20:34:33.323016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:33.323052] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:33.323080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:33.323138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:33.385875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:33.386871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:33.386976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:33.387032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:33.514195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:33.514355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:33.514398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:33.514427] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:33.517917] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2026-02-10T20:34:33.518251] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2026-02-10T20:34:33.518384] [INFO ] [sig       ] VYMI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:33.662523] [INFO ] [LOCAL     ] Saved forecast: VYMI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VYMI.txt
[2026-02-10T20:34:33.662686] [INFO ] [sig       ] [3277/3417] Completed VYMI in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 49.9s
[2026-02-10T20:34:33.662729] [INFO ] [sig       ] [3278/3417] Forecasting VYX...
[2026-02-10T20:34:33.662760] [INFO ] [sig       ] Generating forecast for: VYX
[2026-02-10T20:34:33.662791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2026-02-10T20:34:33.674034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2026-02-10T20:34:33.674324] [INFO ] [FORECASTER] Starting predict_future for VYX
[2026-02-10T20:34:33.675123] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2026-02-10T20:34:33.675177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:33.675210] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:33.675239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:33.675297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:33.735511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:33.736354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:33.736439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:33.736472] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:33.870555] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:33.870736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:33.870795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:33.870825] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:33.874638] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=51.56%)
[2026-02-10T20:34:33.874916] [INFO ] [FORECASTER] Completed predict_future for VYX
[2026-02-10T20:34:33.875045] [INFO ] [sig       ] VYX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:34.019794] [INFO ] [LOCAL     ] Saved forecast: VYX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/VYX.txt
[2026-02-10T20:34:34.019930] [INFO ] [sig       ] [3278/3417] Completed VYX in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 49.6s
[2026-02-10T20:34:34.019969] [INFO ] [sig       ] [3279/3417] Forecasting VZ...
[2026-02-10T20:34:34.020005] [INFO ] [sig       ] Generating forecast for: VZ
[2026-02-10T20:34:34.020041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2026-02-10T20:34:34.030141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2026-02-10T20:34:34.030443] [INFO ] [FORECASTER] Starting predict_future for VZ
[2026-02-10T20:34:34.031234] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2026-02-10T20:34:34.031287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:34.031320] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:34.031348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:34.031408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:34.089739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:34.090414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:34.090492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:34.090525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:34.214960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:34.215111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:34.215151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:34.215180] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:34.218621] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2026-02-10T20:34:34.218898] [INFO ] [FORECASTER] Completed predict_future for VZ
[2026-02-10T20:34:34.219027] [INFO ] [sig       ] VZ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:34.360500] [INFO ] [LOCAL     ] Saved forecast: VZ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/VZ.txt
[2026-02-10T20:34:34.360673] [INFO ] [sig       ] [3279/3417] Completed VZ in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 49.2s
[2026-02-10T20:34:34.360716] [INFO ] [sig       ] [3280/3417] Forecasting WAB...
[2026-02-10T20:34:34.360745] [INFO ] [sig       ] Generating forecast for: WAB
[2026-02-10T20:34:34.360775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2026-02-10T20:34:34.370985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2026-02-10T20:34:34.371298] [INFO ] [FORECASTER] Starting predict_future for WAB
[2026-02-10T20:34:34.372083] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2026-02-10T20:34:34.372135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:34.372169] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:34.372196] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:34.372253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:34.430362] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:34.431152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:34.431252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:34.431285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:34.558160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:34.558319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:34.558360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:34.558389] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:34.561910] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2026-02-10T20:34:34.562203] [INFO ] [FORECASTER] Completed predict_future for WAB
[2026-02-10T20:34:34.562334] [INFO ] [sig       ] WAB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:34.704254] [INFO ] [LOCAL     ] Saved forecast: WAB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WAB.txt
[2026-02-10T20:34:34.704396] [INFO ] [sig       ] [3280/3417] Completed WAB in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 48.9s
[2026-02-10T20:34:34.704436] [INFO ] [sig       ] [3281/3417] Forecasting WABC...
[2026-02-10T20:34:34.704465] [INFO ] [sig       ] Generating forecast for: WABC
[2026-02-10T20:34:34.704498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2026-02-10T20:34:34.715167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2026-02-10T20:34:34.715481] [INFO ] [FORECASTER] Starting predict_future for WABC
[2026-02-10T20:34:34.716314] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2026-02-10T20:34:34.716368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:34.716400] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:34.716428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:34.716484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:34.777727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:34.778455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:34.778550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:34.778601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:34.899362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:34.899532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:34.899596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:34.899632] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:34.903225] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2026-02-10T20:34:34.903521] [INFO ] [FORECASTER] Completed predict_future for WABC
[2026-02-10T20:34:34.903678] [INFO ] [sig       ] WABC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:35.049558] [INFO ] [LOCAL     ] Saved forecast: WABC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WABC.txt
[2026-02-10T20:34:35.049720] [INFO ] [sig       ] [3281/3417] Completed WABC in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 48.5s
[2026-02-10T20:34:35.049762] [INFO ] [sig       ] [3282/3417] Forecasting WAFD...
[2026-02-10T20:34:35.049793] [INFO ] [sig       ] Generating forecast for: WAFD
[2026-02-10T20:34:35.049824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2026-02-10T20:34:35.060213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2026-02-10T20:34:35.060524] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2026-02-10T20:34:35.061369] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2026-02-10T20:34:35.061424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:35.061469] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:35.061498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:35.061557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:35.121436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:35.122206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:35.122290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:35.122323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:35.241400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:35.241553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:35.241635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:35.241672] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:35.245154] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2026-02-10T20:34:35.245437] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2026-02-10T20:34:35.245589] [INFO ] [sig       ] WAFD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:35.384528] [INFO ] [LOCAL     ] Saved forecast: WAFD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WAFD.txt
[2026-02-10T20:34:35.384670] [INFO ] [sig       ] [3282/3417] Completed WAFD in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 48.1s
[2026-02-10T20:34:35.384710] [INFO ] [sig       ] [3283/3417] Forecasting WAFDP...
[2026-02-10T20:34:35.384741] [INFO ] [sig       ] Generating forecast for: WAFDP
[2026-02-10T20:34:35.384772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2026-02-10T20:34:35.394672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2026-02-10T20:34:35.394972] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2026-02-10T20:34:35.395811] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2026-02-10T20:34:35.395863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:35.395921] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:35.395949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:35.396006] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:35.453357] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:35.454275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:35.454365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:35.454399] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:35.572462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:35.572636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:35.572678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:35.572709] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:35.576208] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2026-02-10T20:34:35.576505] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2026-02-10T20:34:35.576662] [INFO ] [sig       ] WAFDP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:35.717625] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WAFDP.txt
[2026-02-10T20:34:35.717761] [INFO ] [sig       ] [3283/3417] Completed WAFDP in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 47.8s
[2026-02-10T20:34:35.717801] [INFO ] [sig       ] [3284/3417] Forecasting WAL...
[2026-02-10T20:34:35.717832] [INFO ] [sig       ] Generating forecast for: WAL
[2026-02-10T20:34:35.717863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2026-02-10T20:34:35.728757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2026-02-10T20:34:35.729112] [INFO ] [FORECASTER] Starting predict_future for WAL
[2026-02-10T20:34:35.729925] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2026-02-10T20:34:35.729979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:35.730012] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:35.730039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:35.730096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:35.788356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:35.789065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:35.789162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:35.789204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:35.911440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:35.911620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:35.911663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:35.911692] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:35.915202] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=73.04%)
[2026-02-10T20:34:35.915489] [INFO ] [FORECASTER] Completed predict_future for WAL
[2026-02-10T20:34:35.915642] [INFO ] [sig       ] WAL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:36.056908] [INFO ] [LOCAL     ] Saved forecast: WAL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WAL.txt
[2026-02-10T20:34:36.057050] [INFO ] [sig       ] [3284/3417] Completed WAL in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 47.4s
[2026-02-10T20:34:36.057091] [INFO ] [sig       ] [3285/3417] Forecasting WALD...
[2026-02-10T20:34:36.057121] [INFO ] [sig       ] Generating forecast for: WALD
[2026-02-10T20:34:36.057153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2026-02-10T20:34:36.067532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2026-02-10T20:34:36.067877] [INFO ] [FORECASTER] Starting predict_future for WALD
[2026-02-10T20:34:36.068746] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2026-02-10T20:34:36.068798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:36.068831] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:36.068867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:36.068929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:36.128042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:36.128797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:36.128886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:36.128923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:36.250699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:36.250854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:36.250895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:36.250924] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:36.254425] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2026-02-10T20:34:36.254736] [INFO ] [FORECASTER] Completed predict_future for WALD
[2026-02-10T20:34:36.254868] [INFO ] [sig       ] WALD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:36.403109] [INFO ] [LOCAL     ] Saved forecast: WALD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WALD.txt
[2026-02-10T20:34:36.403253] [INFO ] [sig       ] [3285/3417] Completed WALD in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 47.1s
[2026-02-10T20:34:36.403294] [INFO ] [sig       ] [3286/3417] Forecasting WASH...
[2026-02-10T20:34:36.403330] [INFO ] [sig       ] Generating forecast for: WASH
[2026-02-10T20:34:36.403363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2026-02-10T20:34:36.413645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2026-02-10T20:34:36.413953] [INFO ] [FORECASTER] Starting predict_future for WASH
[2026-02-10T20:34:36.414739] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2026-02-10T20:34:36.414791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:36.414822] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:36.414849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:36.414906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:36.473036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:36.473825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:36.473917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:36.473955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:36.597652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:36.597819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:36.597860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:36.597932] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:36.601629] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2026-02-10T20:34:36.601929] [INFO ] [FORECASTER] Completed predict_future for WASH
[2026-02-10T20:34:36.602067] [INFO ] [sig       ] WASH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:36.743689] [INFO ] [LOCAL     ] Saved forecast: WASH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WASH.txt
[2026-02-10T20:34:36.743828] [INFO ] [sig       ] [3286/3417] Completed WASH in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 46.7s
[2026-02-10T20:34:36.743869] [INFO ] [sig       ] [3287/3417] Forecasting WAVE...
[2026-02-10T20:34:36.743898] [INFO ] [sig       ] Generating forecast for: WAVE
[2026-02-10T20:34:36.743932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2026-02-10T20:34:36.754154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2026-02-10T20:34:36.754477] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2026-02-10T20:34:36.755271] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2026-02-10T20:34:36.755324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:36.755356] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:36.755383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:36.755440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:36.812436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:36.813088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:36.813166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:36.813198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:36.926092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:36.926257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:36.926299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:36.926332] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:36.929822] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=28.23%)
[2026-02-10T20:34:36.930109] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2026-02-10T20:34:36.930243] [INFO ] [sig       ] WAVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:37.077735] [INFO ] [LOCAL     ] Saved forecast: WAVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WAVE.txt
[2026-02-10T20:34:37.077882] [INFO ] [sig       ] [3287/3417] Completed WAVE in 0.3s | 2.80 sym/s | Total: 19.5m | ETA: 46.4s
[2026-02-10T20:34:37.077923] [INFO ] [sig       ] [3288/3417] Forecasting WAY...
[2026-02-10T20:34:37.077953] [INFO ] [sig       ] Generating forecast for: WAY
[2026-02-10T20:34:37.077983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2026-02-10T20:34:37.089395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2026-02-10T20:34:37.089753] [INFO ] [FORECASTER] Starting predict_future for WAY
[2026-02-10T20:34:37.090695] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2026-02-10T20:34:37.090751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:37.090785] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:37.090813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:37.090871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:37.150259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:37.151139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:37.151250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:37.151286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:37.283060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:37.283227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:37.283270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:37.283301] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:37.286993] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=22.91%)
[2026-02-10T20:34:37.287295] [INFO ] [FORECASTER] Completed predict_future for WAY
[2026-02-10T20:34:37.287437] [INFO ] [sig       ] WAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:37.440513] [INFO ] [LOCAL     ] Saved forecast: WAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WAY.txt
[2026-02-10T20:34:37.440691] [INFO ] [sig       ] [3288/3417] Completed WAY in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 46.0s
[2026-02-10T20:34:37.440735] [INFO ] [sig       ] [3289/3417] Forecasting WB...
[2026-02-10T20:34:37.440769] [INFO ] [sig       ] Generating forecast for: WB
[2026-02-10T20:34:37.440803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2026-02-10T20:34:37.452619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2026-02-10T20:34:37.453011] [INFO ] [FORECASTER] Starting predict_future for WB
[2026-02-10T20:34:37.453947] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2026-02-10T20:34:37.454016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:37.454065] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:37.454105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:37.454166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:37.518320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:37.519296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:37.519390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:37.519425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:37.652051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:37.652216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:37.652257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:37.652304] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:37.655942] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2026-02-10T20:34:37.656253] [INFO ] [FORECASTER] Completed predict_future for WB
[2026-02-10T20:34:37.656390] [INFO ] [sig       ] WB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:37.814750] [INFO ] [LOCAL     ] Saved forecast: WB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WB.txt
[2026-02-10T20:34:37.814929] [INFO ] [sig       ] [3289/3417] Completed WB in 0.4s | 2.80 sym/s | Total: 19.5m | ETA: 45.6s
[2026-02-10T20:34:37.814984] [INFO ] [sig       ] [3290/3417] Forecasting WBD...
[2026-02-10T20:34:37.815035] [INFO ] [sig       ] Generating forecast for: WBD
[2026-02-10T20:34:37.815088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2026-02-10T20:34:37.827308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2026-02-10T20:34:37.827727] [INFO ] [FORECASTER] Starting predict_future for WBD
[2026-02-10T20:34:37.828739] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2026-02-10T20:34:37.828805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:37.828841] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:37.828870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:37.828941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:37.890958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:37.891869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:37.891957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:37.891991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:38.024308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:38.024468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:38.024510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:38.024541] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:38.028137] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2026-02-10T20:34:38.028419] [INFO ] [FORECASTER] Completed predict_future for WBD
[2026-02-10T20:34:38.028553] [INFO ] [sig       ] WBD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:38.179929] [INFO ] [LOCAL     ] Saved forecast: WBD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WBD.txt
[2026-02-10T20:34:38.180083] [INFO ] [sig       ] [3290/3417] Completed WBD in 0.4s | 2.80 sym/s | Total: 19.6m | ETA: 45.3s
[2026-02-10T20:34:38.180127] [INFO ] [sig       ] [3291/3417] Forecasting WBIY...
[2026-02-10T20:34:38.180158] [INFO ] [sig       ] Generating forecast for: WBIY
[2026-02-10T20:34:38.180189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2026-02-10T20:34:38.189751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2026-02-10T20:34:38.190028] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2026-02-10T20:34:38.190844] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2026-02-10T20:34:38.190898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:38.190932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:38.190960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:38.191018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:38.251121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:38.252138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:38.252227] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:38.252278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:38.353926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:38.354066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:38.354105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:38.354133] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:38.357537] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2026-02-10T20:34:38.357832] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2026-02-10T20:34:38.357961] [INFO ] [sig       ] WBIY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:38.497295] [INFO ] [LOCAL     ] Saved forecast: WBIY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WBIY.txt
[2026-02-10T20:34:38.497436] [INFO ] [sig       ] [3291/3417] Completed WBIY in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 44.9s
[2026-02-10T20:34:38.497476] [INFO ] [sig       ] [3292/3417] Forecasting WBS...
[2026-02-10T20:34:38.497507] [INFO ] [sig       ] Generating forecast for: WBS
[2026-02-10T20:34:38.497537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2026-02-10T20:34:38.508049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2026-02-10T20:34:38.508386] [INFO ] [FORECASTER] Starting predict_future for WBS
[2026-02-10T20:34:38.509180] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2026-02-10T20:34:38.509245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:38.509283] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:38.509312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:38.509368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:38.567124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:38.567959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:38.568041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:38.568102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:38.696047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:38.696234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:38.696278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:38.696306] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:38.699865] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2026-02-10T20:34:38.700154] [INFO ] [FORECASTER] Completed predict_future for WBS
[2026-02-10T20:34:38.700303] [INFO ] [sig       ] WBS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:38.840472] [INFO ] [LOCAL     ] Saved forecast: WBS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WBS.txt
[2026-02-10T20:34:38.840608] [INFO ] [sig       ] [3292/3417] Completed WBS in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 44.6s
[2026-02-10T20:34:38.840655] [INFO ] [sig       ] [3293/3417] Forecasting WBTN...
[2026-02-10T20:34:38.840687] [INFO ] [sig       ] Generating forecast for: WBTN
[2026-02-10T20:34:38.840717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2026-02-10T20:34:38.851213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2026-02-10T20:34:38.851494] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2026-02-10T20:34:38.852303] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2026-02-10T20:34:38.852356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:38.852387] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:38.852426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:38.852484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:38.909242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:38.909874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:38.909977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:38.910010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:39.032372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:39.032523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:39.032564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:39.032624] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:39.035986] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2026-02-10T20:34:39.036272] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2026-02-10T20:34:39.036402] [INFO ] [sig       ] WBTN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:39.175551] [INFO ] [LOCAL     ] Saved forecast: WBTN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WBTN.txt
[2026-02-10T20:34:39.175702] [INFO ] [sig       ] [3293/3417] Completed WBTN in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 44.2s
[2026-02-10T20:34:39.175741] [INFO ] [sig       ] [3294/3417] Forecasting WBX...
[2026-02-10T20:34:39.175771] [INFO ] [sig       ] Generating forecast for: WBX
[2026-02-10T20:34:39.175803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2026-02-10T20:34:39.185883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2026-02-10T20:34:39.186200] [INFO ] [FORECASTER] Starting predict_future for WBX
[2026-02-10T20:34:39.186994] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2026-02-10T20:34:39.187046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:39.187079] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:39.187106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:39.187162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:39.244388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:39.245105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:39.245189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:39.245225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:39.372370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:39.372552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:39.372619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:39.372652] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:39.376395] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2026-02-10T20:34:39.376713] [INFO ] [FORECASTER] Completed predict_future for WBX
[2026-02-10T20:34:39.376846] [INFO ] [sig       ] WBX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:39.517698] [INFO ] [LOCAL     ] Saved forecast: WBX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WBX.txt
[2026-02-10T20:34:39.517848] [INFO ] [sig       ] [3294/3417] Completed WBX in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 43.9s
[2026-02-10T20:34:39.517889] [INFO ] [sig       ] [3295/3417] Forecasting WCC...
[2026-02-10T20:34:39.517919] [INFO ] [sig       ] Generating forecast for: WCC
[2026-02-10T20:34:39.517948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2026-02-10T20:34:39.528850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2026-02-10T20:34:39.529175] [INFO ] [FORECASTER] Starting predict_future for WCC
[2026-02-10T20:34:39.530041] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2026-02-10T20:34:39.530101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:39.530137] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:39.530168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:39.530229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:39.587726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:39.588449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:39.588532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:39.588566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:39.715299] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:39.715467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:39.715512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:39.715542] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:39.719112] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2026-02-10T20:34:39.719435] [INFO ] [FORECASTER] Completed predict_future for WCC
[2026-02-10T20:34:39.719569] [INFO ] [sig       ] WCC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:39.859921] [INFO ] [LOCAL     ] Saved forecast: WCC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WCC.txt
[2026-02-10T20:34:39.860054] [INFO ] [sig       ] [3295/3417] Completed WCC in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 43.5s
[2026-02-10T20:34:39.860093] [INFO ] [sig       ] [3296/3417] Forecasting WCLD...
[2026-02-10T20:34:39.860123] [INFO ] [sig       ] Generating forecast for: WCLD
[2026-02-10T20:34:39.860156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2026-02-10T20:34:39.870997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2026-02-10T20:34:39.871300] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2026-02-10T20:34:39.872104] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2026-02-10T20:34:39.872157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:39.872194] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:39.872221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:39.872278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:39.929814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:39.930604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:39.930691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:39.930726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:40.051404] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:40.051561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:40.051621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:40.051651] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:40.055077] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2026-02-10T20:34:40.055348] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2026-02-10T20:34:40.055481] [INFO ] [sig       ] WCLD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:40.200506] [INFO ] [LOCAL     ] Saved forecast: WCLD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WCLD.txt
[2026-02-10T20:34:40.200696] [INFO ] [sig       ] [3296/3417] Completed WCLD in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 43.1s
[2026-02-10T20:34:40.200740] [INFO ] [sig       ] [3297/3417] Forecasting WD...
[2026-02-10T20:34:40.200770] [INFO ] [sig       ] Generating forecast for: WD
[2026-02-10T20:34:40.200813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2026-02-10T20:34:40.211804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2026-02-10T20:34:40.212120] [INFO ] [FORECASTER] Starting predict_future for WD
[2026-02-10T20:34:40.212920] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2026-02-10T20:34:40.212973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:40.213005] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:40.213031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:40.213088] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:40.269804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:40.270489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:40.270593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:40.270630] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:40.389093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:40.389257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:40.389304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:40.389339] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:40.392770] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2026-02-10T20:34:40.393045] [INFO ] [FORECASTER] Completed predict_future for WD
[2026-02-10T20:34:40.393187] [INFO ] [sig       ] WD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:40.532495] [INFO ] [LOCAL     ] Saved forecast: WD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WD.txt
[2026-02-10T20:34:40.532654] [INFO ] [sig       ] [3297/3417] Completed WD in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 42.8s
[2026-02-10T20:34:40.532697] [INFO ] [sig       ] [3298/3417] Forecasting WDAY...
[2026-02-10T20:34:40.532727] [INFO ] [sig       ] Generating forecast for: WDAY
[2026-02-10T20:34:40.532757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2026-02-10T20:34:40.543834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2026-02-10T20:34:40.544169] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2026-02-10T20:34:40.544954] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2026-02-10T20:34:40.545007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:40.545038] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:40.545066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:40.545122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:40.601451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:40.602159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:40.602243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:40.602275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:40.723159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:40.723332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:40.723373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:40.723401] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:40.726852] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2026-02-10T20:34:40.727129] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2026-02-10T20:34:40.727258] [INFO ] [sig       ] WDAY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:40.867797] [INFO ] [LOCAL     ] Saved forecast: WDAY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WDAY.txt
[2026-02-10T20:34:40.867930] [INFO ] [sig       ] [3298/3417] Completed WDAY in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 42.4s
[2026-02-10T20:34:40.867970] [INFO ] [sig       ] [3299/3417] Forecasting WDC...
[2026-02-10T20:34:40.868000] [INFO ] [sig       ] Generating forecast for: WDC
[2026-02-10T20:34:40.868031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2026-02-10T20:34:40.878412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2026-02-10T20:34:40.878722] [INFO ] [FORECASTER] Starting predict_future for WDC
[2026-02-10T20:34:40.879476] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2026-02-10T20:34:40.879528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:40.879561] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:40.879614] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:40.879680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:40.939982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:40.940990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:40.941088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:40.941122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:41.062613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:41.062780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:41.062822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:41.062853] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:41.066341] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2026-02-10T20:34:41.066638] [INFO ] [FORECASTER] Completed predict_future for WDC
[2026-02-10T20:34:41.066766] [INFO ] [sig       ] WDC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:41.208735] [INFO ] [LOCAL     ] Saved forecast: WDC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WDC.txt
[2026-02-10T20:34:41.208885] [INFO ] [sig       ] [3299/3417] Completed WDC in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 42.1s
[2026-02-10T20:34:41.208929] [INFO ] [sig       ] [3300/3417] Forecasting WDFC...
[2026-02-10T20:34:41.208958] [INFO ] [sig       ] Generating forecast for: WDFC
[2026-02-10T20:34:41.209006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2026-02-10T20:34:41.221823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2026-02-10T20:34:41.222170] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2026-02-10T20:34:41.223021] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2026-02-10T20:34:41.223075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:41.223148] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:41.223187] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:41.223253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:41.286810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:41.287640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:41.287729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:41.287764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:41.414994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:41.415157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:41.415205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:41.415241] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:41.419694] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2026-02-10T20:34:41.420008] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2026-02-10T20:34:41.420143] [INFO ] [sig       ] WDFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:41.568639] [INFO ] [LOCAL     ] Saved forecast: WDFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WDFC.txt
[2026-02-10T20:34:41.568964] [INFO ] [sig       ] [3300/3417] Completed WDFC in 0.4s | 2.80 sym/s | Total: 19.6m | ETA: 41.7s
[2026-02-10T20:34:41.569022] [INFO ] [sig       ] [3301/3417] Forecasting WDH...
[2026-02-10T20:34:41.569054] [INFO ] [sig       ] Generating forecast for: WDH
[2026-02-10T20:34:41.569090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2026-02-10T20:34:41.580819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2026-02-10T20:34:41.581193] [INFO ] [FORECASTER] Starting predict_future for WDH
[2026-02-10T20:34:41.582089] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2026-02-10T20:34:41.582156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:41.582192] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:41.582222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:41.582296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:41.646252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:41.647192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:41.647297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:41.647339] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:41.781361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:41.781604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:41.781673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:41.781707] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:41.785893] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2026-02-10T20:34:41.786251] [INFO ] [FORECASTER] Completed predict_future for WDH
[2026-02-10T20:34:41.786442] [INFO ] [sig       ] WDH: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:41.938001] [INFO ] [LOCAL     ] Saved forecast: WDH	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WDH.txt
[2026-02-10T20:34:41.938187] [INFO ] [sig       ] [3301/3417] Completed WDH in 0.4s | 2.80 sym/s | Total: 19.6m | ETA: 41.4s
[2026-02-10T20:34:41.938238] [INFO ] [sig       ] [3302/3417] Forecasting WDI...
[2026-02-10T20:34:41.938270] [INFO ] [sig       ] Generating forecast for: WDI
[2026-02-10T20:34:41.938310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2026-02-10T20:34:41.949492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2026-02-10T20:34:41.949862] [INFO ] [FORECASTER] Starting predict_future for WDI
[2026-02-10T20:34:41.950706] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2026-02-10T20:34:41.950758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:41.950791] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:41.950818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:41.950874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:42.007687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:42.008469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:42.008562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:42.008617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:42.132070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:42.132257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:42.132301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:42.132331] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:42.135860] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2026-02-10T20:34:42.136145] [INFO ] [FORECASTER] Completed predict_future for WDI
[2026-02-10T20:34:42.136276] [INFO ] [sig       ] WDI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:42.275173] [INFO ] [LOCAL     ] Saved forecast: WDI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WDI.txt
[2026-02-10T20:34:42.275313] [INFO ] [sig       ] [3302/3417] Completed WDI in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 41.0s
[2026-02-10T20:34:42.275354] [INFO ] [sig       ] [3303/3417] Forecasting WDS...
[2026-02-10T20:34:42.275384] [INFO ] [sig       ] Generating forecast for: WDS
[2026-02-10T20:34:42.275414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2026-02-10T20:34:42.286360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2026-02-10T20:34:42.286718] [INFO ] [FORECASTER] Starting predict_future for WDS
[2026-02-10T20:34:42.287542] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2026-02-10T20:34:42.287611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:42.287644] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:42.287671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:42.287727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:42.344175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:42.344928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:42.345012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:42.345044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:42.470101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:42.470298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:42.470345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:42.470407] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:42.474115] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=7.44%)
[2026-02-10T20:34:42.474405] [INFO ] [FORECASTER] Completed predict_future for WDS
[2026-02-10T20:34:42.474534] [INFO ] [sig       ] WDS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:42.616037] [INFO ] [LOCAL     ] Saved forecast: WDS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WDS.txt
[2026-02-10T20:34:42.616182] [INFO ] [sig       ] [3303/3417] Completed WDS in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 40.6s
[2026-02-10T20:34:42.616221] [INFO ] [sig       ] [3304/3417] Forecasting WEA...
[2026-02-10T20:34:42.616259] [INFO ] [sig       ] Generating forecast for: WEA
[2026-02-10T20:34:42.616301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2026-02-10T20:34:42.627620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2026-02-10T20:34:42.627931] [INFO ] [FORECASTER] Starting predict_future for WEA
[2026-02-10T20:34:42.628917] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2026-02-10T20:34:42.628970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:42.629002] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:42.629028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:42.629093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:42.685655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:42.686355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:42.686436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:42.686468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:42.802712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:42.802869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:42.802910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:42.802938] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:42.806329] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2026-02-10T20:34:42.806621] [INFO ] [FORECASTER] Completed predict_future for WEA
[2026-02-10T20:34:42.806750] [INFO ] [sig       ] WEA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:42.949361] [INFO ] [LOCAL     ] Saved forecast: WEA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WEA.txt
[2026-02-10T20:34:42.949506] [INFO ] [sig       ] [3304/3417] Completed WEA in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 40.3s
[2026-02-10T20:34:42.949560] [INFO ] [sig       ] [3305/3417] Forecasting WEC...
[2026-02-10T20:34:42.949610] [INFO ] [sig       ] Generating forecast for: WEC
[2026-02-10T20:34:42.949641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2026-02-10T20:34:42.960502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2026-02-10T20:34:42.960872] [INFO ] [FORECASTER] Starting predict_future for WEC
[2026-02-10T20:34:42.961679] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2026-02-10T20:34:42.961732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:42.961763] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:42.961790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:42.961847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:43.018016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:43.018889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:43.018973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:43.019004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:43.140560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:43.140739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:43.140784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:43.140814] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:43.144266] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2026-02-10T20:34:43.144542] [INFO ] [FORECASTER] Completed predict_future for WEC
[2026-02-10T20:34:43.144689] [INFO ] [sig       ] WEC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:43.288226] [INFO ] [LOCAL     ] Saved forecast: WEC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WEC.txt
[2026-02-10T20:34:43.288386] [INFO ] [sig       ] [3305/3417] Completed WEC in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 39.9s
[2026-02-10T20:34:43.288427] [INFO ] [sig       ] [3306/3417] Forecasting WEN...
[2026-02-10T20:34:43.288458] [INFO ] [sig       ] Generating forecast for: WEN
[2026-02-10T20:34:43.288489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2026-02-10T20:34:43.299290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2026-02-10T20:34:43.299638] [INFO ] [FORECASTER] Starting predict_future for WEN
[2026-02-10T20:34:43.300458] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2026-02-10T20:34:43.300511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:43.300554] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:43.300603] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:43.300661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:43.357194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:43.357939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:43.358018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:43.358050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:43.476556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:43.476730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:43.476770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:43.476798] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:43.480211] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2026-02-10T20:34:43.480491] [INFO ] [FORECASTER] Completed predict_future for WEN
[2026-02-10T20:34:43.480647] [INFO ] [sig       ] WEN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:43.619787] [INFO ] [LOCAL     ] Saved forecast: WEN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WEN.txt
[2026-02-10T20:34:43.619925] [INFO ] [sig       ] [3306/3417] Completed WEN in 0.3s | 2.80 sym/s | Total: 19.6m | ETA: 39.6s
[2026-02-10T20:34:43.619964] [INFO ] [sig       ] [3307/3417] Forecasting WERN...
[2026-02-10T20:34:43.619994] [INFO ] [sig       ] Generating forecast for: WERN
[2026-02-10T20:34:43.620025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2026-02-10T20:34:43.630836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2026-02-10T20:34:43.631158] [INFO ] [FORECASTER] Starting predict_future for WERN
[2026-02-10T20:34:43.631950] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2026-02-10T20:34:43.632003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:43.632035] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:43.632062] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:43.632118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:43.689622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:43.690396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:43.690481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:43.690514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:43.823065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:43.823243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:43.823298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:43.823334] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:43.827325] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2026-02-10T20:34:43.827648] [INFO ] [FORECASTER] Completed predict_future for WERN
[2026-02-10T20:34:43.827788] [INFO ] [sig       ] WERN: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:43.986200] [INFO ] [LOCAL     ] Saved forecast: WERN	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WERN.txt
[2026-02-10T20:34:43.986424] [INFO ] [sig       ] [3307/3417] Completed WERN in 0.4s | 2.80 sym/s | Total: 19.7m | ETA: 39.2s
[2026-02-10T20:34:43.986485] [INFO ] [sig       ] [3308/3417] Forecasting WES...
[2026-02-10T20:34:43.986519] [INFO ] [sig       ] Generating forecast for: WES
[2026-02-10T20:34:43.986555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2026-02-10T20:34:43.999066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2026-02-10T20:34:43.999460] [INFO ] [FORECASTER] Starting predict_future for WES
[2026-02-10T20:34:44.000429] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2026-02-10T20:34:44.000495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:44.000536] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:44.000568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:44.000658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:44.065799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:44.066660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:44.066765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:44.066802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:44.198735] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:44.198900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:44.198943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:44.198972] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:44.203246] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2026-02-10T20:34:44.203652] [INFO ] [FORECASTER] Completed predict_future for WES
[2026-02-10T20:34:44.203827] [INFO ] [sig       ] WES: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:44.352444] [INFO ] [LOCAL     ] Saved forecast: WES	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WES.txt
[2026-02-10T20:34:44.352611] [INFO ] [sig       ] [3308/3417] Completed WES in 0.4s | 2.80 sym/s | Total: 19.7m | ETA: 38.9s
[2026-02-10T20:34:44.352655] [INFO ] [sig       ] [3309/3417] Forecasting WEX...
[2026-02-10T20:34:44.352685] [INFO ] [sig       ] Generating forecast for: WEX
[2026-02-10T20:34:44.352715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2026-02-10T20:34:44.363303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2026-02-10T20:34:44.363660] [INFO ] [FORECASTER] Starting predict_future for WEX
[2026-02-10T20:34:44.364427] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2026-02-10T20:34:44.364480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:44.364512] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:44.364539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:44.364613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:44.420946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:44.421705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:44.421787] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:44.421819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:44.541197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:44.541367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:44.541408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:44.541437] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:44.544888] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2026-02-10T20:34:44.545172] [INFO ] [FORECASTER] Completed predict_future for WEX
[2026-02-10T20:34:44.545317] [INFO ] [sig       ] WEX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:44.685877] [INFO ] [LOCAL     ] Saved forecast: WEX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WEX.txt
[2026-02-10T20:34:44.686020] [INFO ] [sig       ] [3309/3417] Completed WEX in 0.3s | 2.80 sym/s | Total: 19.7m | ETA: 38.5s
[2026-02-10T20:34:44.686067] [INFO ] [sig       ] [3310/3417] Forecasting WEYS...
[2026-02-10T20:34:44.686097] [INFO ] [sig       ] Generating forecast for: WEYS
[2026-02-10T20:34:44.686128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2026-02-10T20:34:44.696818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2026-02-10T20:34:44.697141] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2026-02-10T20:34:44.697951] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2026-02-10T20:34:44.698003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:44.698034] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:44.698075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:44.698139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:44.759115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:44.759893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:44.760025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:44.760077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:44.875680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:44.875835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:44.875875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:44.875906] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:44.879325] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2026-02-10T20:34:44.879623] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2026-02-10T20:34:44.879757] [INFO ] [sig       ] WEYS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:45.019646] [INFO ] [LOCAL     ] Saved forecast: WEYS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WEYS.txt
[2026-02-10T20:34:45.019792] [INFO ] [sig       ] [3310/3417] Completed WEYS in 0.3s | 2.80 sym/s | Total: 19.7m | ETA: 38.1s
[2026-02-10T20:34:45.019834] [INFO ] [sig       ] [3311/3417] Forecasting WF...
[2026-02-10T20:34:45.019865] [INFO ] [sig       ] Generating forecast for: WF
[2026-02-10T20:34:45.019896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2026-02-10T20:34:45.030077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2026-02-10T20:34:45.030401] [INFO ] [FORECASTER] Starting predict_future for WF
[2026-02-10T20:34:45.031186] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2026-02-10T20:34:45.031239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:45.031271] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:45.031298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:45.031359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:45.089478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:45.090197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:45.090279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:45.090314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:45.213624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:45.213787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:45.213828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:45.213858] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:45.217255] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2026-02-10T20:34:45.217564] [INFO ] [FORECASTER] Completed predict_future for WF
[2026-02-10T20:34:45.217716] [INFO ] [sig       ] WF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:45.356862] [INFO ] [LOCAL     ] Saved forecast: WF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WF.txt
[2026-02-10T20:34:45.357006] [INFO ] [sig       ] [3311/3417] Completed WF in 0.3s | 2.80 sym/s | Total: 19.7m | ETA: 37.8s
[2026-02-10T20:34:45.357045] [INFO ] [sig       ] [3312/3417] Forecasting WFG...
[2026-02-10T20:34:45.357075] [INFO ] [sig       ] Generating forecast for: WFG
[2026-02-10T20:34:45.357105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2026-02-10T20:34:45.367382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2026-02-10T20:34:45.367762] [INFO ] [FORECASTER] Starting predict_future for WFG
[2026-02-10T20:34:45.368591] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2026-02-10T20:34:45.368644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:45.368676] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:45.368702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:45.368759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:45.425471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:45.426230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:45.426315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:45.426348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:45.550470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:45.550646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:45.550688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:45.550716] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:45.554118] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=58.89%)
[2026-02-10T20:34:45.554389] [INFO ] [FORECASTER] Completed predict_future for WFG
[2026-02-10T20:34:45.554517] [INFO ] [sig       ] WFG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:45.695680] [INFO ] [LOCAL     ] Saved forecast: WFG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WFG.txt
[2026-02-10T20:34:45.695818] [INFO ] [sig       ] [3312/3417] Completed WFG in 0.3s | 2.80 sym/s | Total: 19.7m | ETA: 37.4s
[2026-02-10T20:34:45.695857] [INFO ] [sig       ] [3313/3417] Forecasting WFRD...
[2026-02-10T20:34:45.695887] [INFO ] [sig       ] Generating forecast for: WFRD
[2026-02-10T20:34:45.695917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2026-02-10T20:34:45.706669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2026-02-10T20:34:45.706982] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2026-02-10T20:34:45.707769] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2026-02-10T20:34:45.707821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:45.707854] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:45.707880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:45.707936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:45.766442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:45.767133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:45.767213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:45.767245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:45.886896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:45.887068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:45.887110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:45.887158] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:45.890893] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2026-02-10T20:34:45.891216] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2026-02-10T20:34:45.891364] [INFO ] [sig       ] WFRD: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:46.031160] [INFO ] [LOCAL     ] Saved forecast: WFRD	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WFRD.txt
[2026-02-10T20:34:46.031337] [INFO ] [sig       ] [3313/3417] Completed WFRD in 0.3s | 2.80 sym/s | Total: 19.7m | ETA: 37.1s
[2026-02-10T20:34:46.031380] [INFO ] [sig       ] [3314/3417] Forecasting WGMI...
[2026-02-10T20:34:46.031410] [INFO ] [sig       ] Generating forecast for: WGMI
[2026-02-10T20:34:46.031441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2026-02-10T20:34:46.041843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2026-02-10T20:34:46.042173] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2026-02-10T20:34:46.043010] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2026-02-10T20:34:46.043064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:46.043097] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:46.043124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:46.043180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:46.099369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:46.100177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:46.100262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:46.100302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:46.221817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:46.221981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:46.222023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:46.222052] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:46.225492] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2026-02-10T20:34:46.225791] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2026-02-10T20:34:46.225930] [INFO ] [sig       ] WGMI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:46.389668] [INFO ] [LOCAL     ] Saved forecast: WGMI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WGMI.txt
[2026-02-10T20:34:46.389840] [INFO ] [sig       ] [3314/3417] Completed WGMI in 0.4s | 2.80 sym/s | Total: 19.7m | ETA: 36.7s
[2026-02-10T20:34:46.389884] [INFO ] [sig       ] [3315/3417] Forecasting WGO...
[2026-02-10T20:34:46.389916] [INFO ] [sig       ] Generating forecast for: WGO
[2026-02-10T20:34:46.389947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2026-02-10T20:34:46.401099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2026-02-10T20:34:46.401513] [INFO ] [FORECASTER] Starting predict_future for WGO
[2026-02-10T20:34:46.402356] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2026-02-10T20:34:46.402411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:46.402445] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:46.402473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:46.402530] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:46.459947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:46.460935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:46.461033] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:46.461085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:46.582585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:46.582748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:46.582791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:46.582820] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:46.586251] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2026-02-10T20:34:46.586557] [INFO ] [FORECASTER] Completed predict_future for WGO
[2026-02-10T20:34:46.586708] [INFO ] [sig       ] WGO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:46.730172] [INFO ] [LOCAL     ] Saved forecast: WGO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WGO.txt
[2026-02-10T20:34:46.730320] [INFO ] [sig       ] [3315/3417] Completed WGO in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 36.4s
[2026-02-10T20:34:46.730368] [INFO ] [sig       ] [3316/3417] Forecasting WGS...
[2026-02-10T20:34:46.730407] [INFO ] [sig       ] Generating forecast for: WGS
[2026-02-10T20:34:46.730444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2026-02-10T20:34:46.741109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2026-02-10T20:34:46.741413] [INFO ] [FORECASTER] Starting predict_future for WGS
[2026-02-10T20:34:46.742191] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2026-02-10T20:34:46.742244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:46.742276] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:46.742303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:46.742358] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:46.798705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:46.799345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:46.799427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:46.799458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:46.918935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:46.919090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:46.919130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:46.919160] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:46.922566] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2026-02-10T20:34:46.922858] [INFO ] [FORECASTER] Completed predict_future for WGS
[2026-02-10T20:34:46.922985] [INFO ] [sig       ] WGS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:47.067141] [INFO ] [LOCAL     ] Saved forecast: WGS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WGS.txt
[2026-02-10T20:34:47.067287] [INFO ] [sig       ] [3316/3417] Completed WGS in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 36.0s
[2026-02-10T20:34:47.067329] [INFO ] [sig       ] [3317/3417] Forecasting WH...
[2026-02-10T20:34:47.067358] [INFO ] [sig       ] Generating forecast for: WH
[2026-02-10T20:34:47.067389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2026-02-10T20:34:47.078006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2026-02-10T20:34:47.078375] [INFO ] [FORECASTER] Starting predict_future for WH
[2026-02-10T20:34:47.079184] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2026-02-10T20:34:47.079237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:47.079294] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:47.079323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:47.079392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:47.136637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:47.137385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:47.137466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:47.137498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:47.260262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:47.260417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:47.260457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:47.260486] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:47.263918] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2026-02-10T20:34:47.264193] [INFO ] [FORECASTER] Completed predict_future for WH
[2026-02-10T20:34:47.264322] [INFO ] [sig       ] WH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:47.406198] [INFO ] [LOCAL     ] Saved forecast: WH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WH.txt
[2026-02-10T20:34:47.406335] [INFO ] [sig       ] [3317/3417] Completed WH in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 35.6s
[2026-02-10T20:34:47.406374] [INFO ] [sig       ] [3318/3417] Forecasting WHD...
[2026-02-10T20:34:47.406403] [INFO ] [sig       ] Generating forecast for: WHD
[2026-02-10T20:34:47.406433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2026-02-10T20:34:47.417340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2026-02-10T20:34:47.417660] [INFO ] [FORECASTER] Starting predict_future for WHD
[2026-02-10T20:34:47.418610] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2026-02-10T20:34:47.418663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:47.418695] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:47.418721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:47.418776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:47.474827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:47.475505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:47.475612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:47.475648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:47.593635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:47.593792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:47.593832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:47.593861] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:47.597301] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2026-02-10T20:34:47.597592] [INFO ] [FORECASTER] Completed predict_future for WHD
[2026-02-10T20:34:47.597722] [INFO ] [sig       ] WHD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:47.737202] [INFO ] [LOCAL     ] Saved forecast: WHD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WHD.txt
[2026-02-10T20:34:47.737350] [INFO ] [sig       ] [3318/3417] Completed WHD in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 35.3s
[2026-02-10T20:34:47.737389] [INFO ] [sig       ] [3319/3417] Forecasting WHF...
[2026-02-10T20:34:47.737420] [INFO ] [sig       ] Generating forecast for: WHF
[2026-02-10T20:34:47.737451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2026-02-10T20:34:47.748158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2026-02-10T20:34:47.748513] [INFO ] [FORECASTER] Starting predict_future for WHF
[2026-02-10T20:34:47.749342] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2026-02-10T20:34:47.749421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:47.749461] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:47.749494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:47.749559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:47.809342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:47.810350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:47.810451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:47.810489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:47.932339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:47.932531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:47.932589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:47.932621] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:47.936017] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2026-02-10T20:34:47.936296] [INFO ] [FORECASTER] Completed predict_future for WHF
[2026-02-10T20:34:47.936428] [INFO ] [sig       ] WHF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:48.075827] [INFO ] [LOCAL     ] Saved forecast: WHF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WHF.txt
[2026-02-10T20:34:48.075972] [INFO ] [sig       ] [3319/3417] Completed WHF in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 34.9s
[2026-02-10T20:34:48.076012] [INFO ] [sig       ] [3320/3417] Forecasting WHG...
[2026-02-10T20:34:48.076042] [INFO ] [sig       ] Generating forecast for: WHG
[2026-02-10T20:34:48.076073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2026-02-10T20:34:48.086835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2026-02-10T20:34:48.087158] [INFO ] [FORECASTER] Starting predict_future for WHG
[2026-02-10T20:34:48.087974] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2026-02-10T20:34:48.088038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:48.088094] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:48.088122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:48.088178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:48.145132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:48.145945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:48.146030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:48.146070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:48.257000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:48.257156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:48.257196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:48.257225] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:48.260865] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2026-02-10T20:34:48.261140] [INFO ] [FORECASTER] Completed predict_future for WHG
[2026-02-10T20:34:48.261268] [INFO ] [sig       ] WHG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:48.402734] [INFO ] [LOCAL     ] Saved forecast: WHG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WHG.txt
[2026-02-10T20:34:48.402869] [INFO ] [sig       ] [3320/3417] Completed WHG in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 34.6s
[2026-02-10T20:34:48.402910] [INFO ] [sig       ] [3321/3417] Forecasting WIA...
[2026-02-10T20:34:48.402940] [INFO ] [sig       ] Generating forecast for: WIA
[2026-02-10T20:34:48.402970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2026-02-10T20:34:48.413167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2026-02-10T20:34:48.413450] [INFO ] [FORECASTER] Starting predict_future for WIA
[2026-02-10T20:34:48.414237] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2026-02-10T20:34:48.414289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:48.414321] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:48.414348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:48.414403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:48.472615] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:48.473272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:48.473360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:48.473401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:48.595490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:48.595688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:48.595741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:48.595772] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:48.599286] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2026-02-10T20:34:48.599595] [INFO ] [FORECASTER] Completed predict_future for WIA
[2026-02-10T20:34:48.599726] [INFO ] [sig       ] WIA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:48.742899] [INFO ] [LOCAL     ] Saved forecast: WIA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WIA.txt
[2026-02-10T20:34:48.743036] [INFO ] [sig       ] [3321/3417] Completed WIA in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 34.2s
[2026-02-10T20:34:48.743077] [INFO ] [sig       ] [3322/3417] Forecasting WIMI...
[2026-02-10T20:34:48.743106] [INFO ] [sig       ] Generating forecast for: WIMI
[2026-02-10T20:34:48.743136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2026-02-10T20:34:48.753930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2026-02-10T20:34:48.754233] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2026-02-10T20:34:48.755037] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2026-02-10T20:34:48.755090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:48.755121] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:48.755148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:48.755204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:48.812817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:48.813557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:48.813657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:48.813691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:48.932488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:48.932659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:48.932704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:48.932734] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:48.936265] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2026-02-10T20:34:48.936550] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2026-02-10T20:34:48.936710] [INFO ] [sig       ] WIMI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:49.081881] [INFO ] [LOCAL     ] Saved forecast: WIMI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WIMI.txt
[2026-02-10T20:34:49.082026] [INFO ] [sig       ] [3322/3417] Completed WIMI in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 33.9s
[2026-02-10T20:34:49.082066] [INFO ] [sig       ] [3323/3417] Forecasting WINA...
[2026-02-10T20:34:49.082098] [INFO ] [sig       ] Generating forecast for: WINA
[2026-02-10T20:34:49.082129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2026-02-10T20:34:49.092803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2026-02-10T20:34:49.093108] [INFO ] [FORECASTER] Starting predict_future for WINA
[2026-02-10T20:34:49.093906] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2026-02-10T20:34:49.093959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:49.093991] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:49.094020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:49.094082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:49.154157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:49.154905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:49.154988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:49.155023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:49.279307] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:49.279468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:49.279510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:49.279538] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:49.282989] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2026-02-10T20:34:49.283268] [INFO ] [FORECASTER] Completed predict_future for WINA
[2026-02-10T20:34:49.283412] [INFO ] [sig       ] WINA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:49.426336] [INFO ] [LOCAL     ] Saved forecast: WINA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WINA.txt
[2026-02-10T20:34:49.426486] [INFO ] [sig       ] [3323/3417] Completed WINA in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 33.5s
[2026-02-10T20:34:49.426544] [INFO ] [sig       ] [3324/3417] Forecasting WING...
[2026-02-10T20:34:49.426596] [INFO ] [sig       ] Generating forecast for: WING
[2026-02-10T20:34:49.426629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2026-02-10T20:34:49.437285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2026-02-10T20:34:49.437612] [INFO ] [FORECASTER] Starting predict_future for WING
[2026-02-10T20:34:49.438421] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2026-02-10T20:34:49.438488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:49.438542] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:49.438607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:49.438670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:49.499567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:49.500379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:49.500464] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:49.500498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:49.620705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:49.620862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:49.620903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:49.620932] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:49.624465] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2026-02-10T20:34:49.624783] [INFO ] [FORECASTER] Completed predict_future for WING
[2026-02-10T20:34:49.624918] [INFO ] [sig       ] WING: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:49.770712] [INFO ] [LOCAL     ] Saved forecast: WING	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WING.txt
[2026-02-10T20:34:49.770850] [INFO ] [sig       ] [3324/3417] Completed WING in 0.3s | 2.81 sym/s | Total: 19.7m | ETA: 33.2s
[2026-02-10T20:34:49.770890] [INFO ] [sig       ] [3325/3417] Forecasting WINN...
[2026-02-10T20:34:49.770920] [INFO ] [sig       ] Generating forecast for: WINN
[2026-02-10T20:34:49.770950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2026-02-10T20:34:49.781632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2026-02-10T20:34:49.781987] [INFO ] [FORECASTER] Starting predict_future for WINN
[2026-02-10T20:34:49.782807] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2026-02-10T20:34:49.782861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:49.782894] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:49.782922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:49.782980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:49.842097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:49.842996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:49.843085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:49.843118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:49.966220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:49.966401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:49.966447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:49.966478] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:49.969998] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2026-02-10T20:34:49.970279] [INFO ] [FORECASTER] Completed predict_future for WINN
[2026-02-10T20:34:49.970419] [INFO ] [sig       ] WINN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:50.123926] [INFO ] [LOCAL     ] Saved forecast: WINN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WINN.txt
[2026-02-10T20:34:50.124089] [INFO ] [sig       ] [3325/3417] Completed WINN in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 32.8s
[2026-02-10T20:34:50.124132] [INFO ] [sig       ] [3326/3417] Forecasting WIX...
[2026-02-10T20:34:50.124161] [INFO ] [sig       ] Generating forecast for: WIX
[2026-02-10T20:34:50.124192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2026-02-10T20:34:50.135370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2026-02-10T20:34:50.135803] [INFO ] [FORECASTER] Starting predict_future for WIX
[2026-02-10T20:34:50.136643] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2026-02-10T20:34:50.136698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:50.136731] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:50.136759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:50.136818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:50.196290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:50.197171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:50.197257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:50.197290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:50.318833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:50.319025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:50.319068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:50.319096] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:50.322943] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2026-02-10T20:34:50.323337] [INFO ] [FORECASTER] Completed predict_future for WIX
[2026-02-10T20:34:50.323512] [INFO ] [sig       ] WIX: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:50.477228] [INFO ] [LOCAL     ] Saved forecast: WIX	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WIX.txt
[2026-02-10T20:34:50.477472] [INFO ] [sig       ] [3326/3417] Completed WIX in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 32.4s
[2026-02-10T20:34:50.477552] [INFO ] [sig       ] [3327/3417] Forecasting WK...
[2026-02-10T20:34:50.477625] [INFO ] [sig       ] Generating forecast for: WK
[2026-02-10T20:34:50.477678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2026-02-10T20:34:50.489627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2026-02-10T20:34:50.490063] [INFO ] [FORECASTER] Starting predict_future for WK
[2026-02-10T20:34:50.490932] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2026-02-10T20:34:50.490987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:50.491020] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:50.491048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:50.491105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:50.555068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:50.555961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:50.556080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:50.556116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:50.680403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:50.680567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:50.680629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:50.680660] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:50.684222] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2026-02-10T20:34:50.684508] [INFO ] [FORECASTER] Completed predict_future for WK
[2026-02-10T20:34:50.684662] [INFO ] [sig       ] WK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:50.831911] [INFO ] [LOCAL     ] Saved forecast: WK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WK.txt
[2026-02-10T20:34:50.832090] [INFO ] [sig       ] [3327/3417] Completed WK in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 32.1s
[2026-02-10T20:34:50.832132] [INFO ] [sig       ] [3328/3417] Forecasting WKC...
[2026-02-10T20:34:50.832165] [INFO ] [sig       ] Generating forecast for: WKC
[2026-02-10T20:34:50.832195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2026-02-10T20:34:50.843504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2026-02-10T20:34:50.843878] [INFO ] [FORECASTER] Starting predict_future for WKC
[2026-02-10T20:34:50.844717] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2026-02-10T20:34:50.844770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:50.844802] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:50.844828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:50.844885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:50.903630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:50.904569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:50.904674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:50.904709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:51.042846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:51.043005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:51.043049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:51.043079] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:51.046675] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=34.13%)
[2026-02-10T20:34:51.046957] [INFO ] [FORECASTER] Completed predict_future for WKC
[2026-02-10T20:34:51.047089] [INFO ] [sig       ] WKC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:51.188285] [INFO ] [LOCAL     ] Saved forecast: WKC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WKC.txt
[2026-02-10T20:34:51.188430] [INFO ] [sig       ] [3328/3417] Completed WKC in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 31.7s
[2026-02-10T20:34:51.188470] [INFO ] [sig       ] [3329/3417] Forecasting WKEY...
[2026-02-10T20:34:51.188500] [INFO ] [sig       ] Generating forecast for: WKEY
[2026-02-10T20:34:51.188530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2026-02-10T20:34:51.199330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2026-02-10T20:34:51.199693] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2026-02-10T20:34:51.200463] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2026-02-10T20:34:51.200516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:51.200548] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:51.200597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:51.200656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:51.257565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:51.258335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:51.258428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:51.258469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:51.376873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:51.377029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:51.377070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:51.377099] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:51.380513] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2026-02-10T20:34:51.380805] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2026-02-10T20:34:51.380944] [INFO ] [sig       ] WKEY: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:51.521655] [INFO ] [LOCAL     ] Saved forecast: WKEY	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WKEY.txt
[2026-02-10T20:34:51.521796] [INFO ] [sig       ] [3329/3417] Completed WKEY in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 31.4s
[2026-02-10T20:34:51.521838] [INFO ] [sig       ] [3330/3417] Forecasting WKSP...
[2026-02-10T20:34:51.521869] [INFO ] [sig       ] Generating forecast for: WKSP
[2026-02-10T20:34:51.521898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2026-02-10T20:34:51.532667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2026-02-10T20:34:51.532957] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2026-02-10T20:34:51.533763] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2026-02-10T20:34:51.533816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:51.533860] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:51.533889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:51.533945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:51.595107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:51.596041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:51.596123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:51.596156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:51.718118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:51.718287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:51.718328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:51.718358] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:51.721953] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: DOWN (p=32.36%)
[2026-02-10T20:34:51.722242] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2026-02-10T20:34:51.722375] [INFO ] [sig       ] WKSP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:51.864121] [INFO ] [LOCAL     ] Saved forecast: WKSP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WKSP.txt
[2026-02-10T20:34:51.864307] [INFO ] [sig       ] [3330/3417] Completed WKSP in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 31.0s
[2026-02-10T20:34:51.864350] [INFO ] [sig       ] [3331/3417] Forecasting WLDN...
[2026-02-10T20:34:51.864380] [INFO ] [sig       ] Generating forecast for: WLDN
[2026-02-10T20:34:51.864416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2026-02-10T20:34:51.874991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2026-02-10T20:34:51.875299] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2026-02-10T20:34:51.876120] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2026-02-10T20:34:51.876173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:51.876205] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:51.876233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:51.876289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:51.933238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:51.933913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:51.933994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:51.934027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:52.051789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:52.051950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:52.051993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:52.052022] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:52.055402] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2026-02-10T20:34:52.055728] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2026-02-10T20:34:52.055856] [INFO ] [sig       ] WLDN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:52.196664] [INFO ] [LOCAL     ] Saved forecast: WLDN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WLDN.txt
[2026-02-10T20:34:52.196796] [INFO ] [sig       ] [3331/3417] Completed WLDN in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 30.7s
[2026-02-10T20:34:52.196837] [INFO ] [sig       ] [3332/3417] Forecasting WLFC...
[2026-02-10T20:34:52.196867] [INFO ] [sig       ] Generating forecast for: WLFC
[2026-02-10T20:34:52.196897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2026-02-10T20:34:52.207644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2026-02-10T20:34:52.207926] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2026-02-10T20:34:52.208769] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2026-02-10T20:34:52.208822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:52.208853] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:52.208880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:52.208935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:52.266021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:52.266797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:52.266880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:52.266913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:52.392996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:52.393191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:52.393235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:52.393265] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:52.397037] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2026-02-10T20:34:52.397318] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2026-02-10T20:34:52.397452] [INFO ] [sig       ] WLFC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:52.541183] [INFO ] [LOCAL     ] Saved forecast: WLFC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WLFC.txt
[2026-02-10T20:34:52.541344] [INFO ] [sig       ] [3332/3417] Completed WLFC in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 30.3s
[2026-02-10T20:34:52.541385] [INFO ] [sig       ] [3333/3417] Forecasting WLK...
[2026-02-10T20:34:52.541415] [INFO ] [sig       ] Generating forecast for: WLK
[2026-02-10T20:34:52.541445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2026-02-10T20:34:52.552895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2026-02-10T20:34:52.553245] [INFO ] [FORECASTER] Starting predict_future for WLK
[2026-02-10T20:34:52.554049] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2026-02-10T20:34:52.554102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:52.554134] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:52.554162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:52.554218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:52.611559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:52.612242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:52.612322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:52.612355] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:52.734383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:52.734539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:52.734601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:52.734635] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:52.738170] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=54.38%)
[2026-02-10T20:34:52.738447] [INFO ] [FORECASTER] Completed predict_future for WLK
[2026-02-10T20:34:52.738603] [INFO ] [sig       ] WLK: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:52.880219] [INFO ] [LOCAL     ] Saved forecast: WLK	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WLK.txt
[2026-02-10T20:34:52.880353] [INFO ] [sig       ] [3333/3417] Completed WLK in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 29.9s
[2026-02-10T20:34:52.880399] [INFO ] [sig       ] [3334/3417] Forecasting WLKP...
[2026-02-10T20:34:52.880430] [INFO ] [sig       ] Generating forecast for: WLKP
[2026-02-10T20:34:52.880460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2026-02-10T20:34:52.890726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2026-02-10T20:34:52.891023] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2026-02-10T20:34:52.891830] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2026-02-10T20:34:52.891883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:52.891957] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:52.891989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:52.892048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:52.952853] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:52.953689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:52.953788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:52.953825] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:53.070302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:53.070466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:53.070514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:53.070549] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:53.073995] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2026-02-10T20:34:53.074268] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2026-02-10T20:34:53.074394] [INFO ] [sig       ] WLKP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:53.231186] [INFO ] [LOCAL     ] Saved forecast: WLKP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WLKP.txt
[2026-02-10T20:34:53.231340] [INFO ] [sig       ] [3334/3417] Completed WLKP in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 29.6s
[2026-02-10T20:34:53.231381] [INFO ] [sig       ] [3335/3417] Forecasting WMG...
[2026-02-10T20:34:53.231410] [INFO ] [sig       ] Generating forecast for: WMG
[2026-02-10T20:34:53.231439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2026-02-10T20:34:53.242340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2026-02-10T20:34:53.242714] [INFO ] [FORECASTER] Starting predict_future for WMG
[2026-02-10T20:34:53.243497] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2026-02-10T20:34:53.243552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:53.243604] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:53.243633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:53.243689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:53.301077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:53.301730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:53.301811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:53.301843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:53.437813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:53.437983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:53.438028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:53.438081] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:53.441635] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2026-02-10T20:34:53.441926] [INFO ] [FORECASTER] Completed predict_future for WMG
[2026-02-10T20:34:53.442083] [INFO ] [sig       ] WMG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:53.584093] [INFO ] [LOCAL     ] Saved forecast: WMG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WMG.txt
[2026-02-10T20:34:53.584227] [INFO ] [sig       ] [3335/3417] Completed WMG in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 29.2s
[2026-02-10T20:34:53.584266] [INFO ] [sig       ] [3336/3417] Forecasting WMK...
[2026-02-10T20:34:53.584297] [INFO ] [sig       ] Generating forecast for: WMK
[2026-02-10T20:34:53.584326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2026-02-10T20:34:53.595455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2026-02-10T20:34:53.595870] [INFO ] [FORECASTER] Starting predict_future for WMK
[2026-02-10T20:34:53.596739] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2026-02-10T20:34:53.596792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:53.596826] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:53.596852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:53.596908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:53.655415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:53.656466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:53.656559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:53.656615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:53.779667] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:53.779830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:53.779871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:53.779900] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:53.783403] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=45.27%)
[2026-02-10T20:34:53.783706] [INFO ] [FORECASTER] Completed predict_future for WMK
[2026-02-10T20:34:53.783837] [INFO ] [sig       ] WMK: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:53.928851] [INFO ] [LOCAL     ] Saved forecast: WMK	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WMK.txt
[2026-02-10T20:34:53.929010] [INFO ] [sig       ] [3336/3417] Completed WMK in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 28.9s
[2026-02-10T20:34:53.929050] [INFO ] [sig       ] [3337/3417] Forecasting WMS...
[2026-02-10T20:34:53.929082] [INFO ] [sig       ] Generating forecast for: WMS
[2026-02-10T20:34:53.929113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2026-02-10T20:34:53.940135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2026-02-10T20:34:53.940465] [INFO ] [FORECASTER] Starting predict_future for WMS
[2026-02-10T20:34:53.941257] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2026-02-10T20:34:53.941311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:53.941343] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:53.941369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:53.941424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:53.999365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:54.000313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:54.000423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:54.000458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:54.127737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:54.127902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:54.127944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:54.128022] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:54.131663] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2026-02-10T20:34:54.131956] [INFO ] [FORECASTER] Completed predict_future for WMS
[2026-02-10T20:34:54.132090] [INFO ] [sig       ] WMS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:54.280957] [INFO ] [LOCAL     ] Saved forecast: WMS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WMS.txt
[2026-02-10T20:34:54.281102] [INFO ] [sig       ] [3337/3417] Completed WMS in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 28.5s
[2026-02-10T20:34:54.281142] [INFO ] [sig       ] [3338/3417] Forecasting WNC...
[2026-02-10T20:34:54.281173] [INFO ] [sig       ] Generating forecast for: WNC
[2026-02-10T20:34:54.281205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2026-02-10T20:34:54.292011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2026-02-10T20:34:54.292356] [INFO ] [FORECASTER] Starting predict_future for WNC
[2026-02-10T20:34:54.293153] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2026-02-10T20:34:54.293206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:54.293237] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:54.293264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:54.293320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:54.351723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:54.352617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:54.352704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:54.352737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:54.479983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:54.480148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:54.480188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:54.480216] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:54.483736] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2026-02-10T20:34:54.484026] [INFO ] [FORECASTER] Completed predict_future for WNC
[2026-02-10T20:34:54.484160] [INFO ] [sig       ] WNC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:54.625667] [INFO ] [LOCAL     ] Saved forecast: WNC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WNC.txt
[2026-02-10T20:34:54.625807] [INFO ] [sig       ] [3338/3417] Completed WNC in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 28.2s
[2026-02-10T20:34:54.625847] [INFO ] [sig       ] [3339/3417] Forecasting WNEB...
[2026-02-10T20:34:54.625877] [INFO ] [sig       ] Generating forecast for: WNEB
[2026-02-10T20:34:54.625907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2026-02-10T20:34:54.636861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2026-02-10T20:34:54.637197] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2026-02-10T20:34:54.638018] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2026-02-10T20:34:54.638088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:54.638120] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:54.638147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:54.638203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:54.695792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:54.696706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:54.696813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:54.696848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:54.822725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:54.822876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:54.822917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:54.822946] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:54.826538] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2026-02-10T20:34:54.826898] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2026-02-10T20:34:54.827040] [INFO ] [sig       ] WNEB: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:54.978078] [INFO ] [LOCAL     ] Saved forecast: WNEB	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WNEB.txt
[2026-02-10T20:34:54.978247] [INFO ] [sig       ] [3339/3417] Completed WNEB in 0.4s | 2.81 sym/s | Total: 19.8m | ETA: 27.8s
[2026-02-10T20:34:54.978289] [INFO ] [sig       ] [3340/3417] Forecasting WOOD...
[2026-02-10T20:34:54.978318] [INFO ] [sig       ] Generating forecast for: WOOD
[2026-02-10T20:34:54.978348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2026-02-10T20:34:54.988764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2026-02-10T20:34:54.989073] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2026-02-10T20:34:54.989901] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2026-02-10T20:34:54.989955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:54.989987] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:54.990014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:54.990070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:55.046678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:55.047404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:55.047485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:55.047518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:55.152366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:55.152533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:55.152607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:55.152647] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:55.156091] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2026-02-10T20:34:55.156366] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2026-02-10T20:34:55.156504] [INFO ] [sig       ] WOOD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:55.300899] [INFO ] [LOCAL     ] Saved forecast: WOOD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WOOD.txt
[2026-02-10T20:34:55.301044] [INFO ] [sig       ] [3340/3417] Completed WOOD in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 27.4s
[2026-02-10T20:34:55.301084] [INFO ] [sig       ] [3341/3417] Forecasting WOOF...
[2026-02-10T20:34:55.301114] [INFO ] [sig       ] Generating forecast for: WOOF
[2026-02-10T20:34:55.301144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2026-02-10T20:34:55.311621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2026-02-10T20:34:55.311924] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2026-02-10T20:34:55.312713] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2026-02-10T20:34:55.312766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:55.312810] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:55.312838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:55.312894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:55.373773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:55.374718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:55.374811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:55.374844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:55.495761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:55.495923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:55.495965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:55.495996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:55.499459] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2026-02-10T20:34:55.499752] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2026-02-10T20:34:55.499881] [INFO ] [sig       ] WOOF: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:55.645677] [INFO ] [LOCAL     ] Saved forecast: WOOF	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WOOF.txt
[2026-02-10T20:34:55.645815] [INFO ] [sig       ] [3341/3417] Completed WOOF in 0.3s | 2.81 sym/s | Total: 19.8m | ETA: 27.1s
[2026-02-10T20:34:55.645859] [INFO ] [sig       ] [3342/3417] Forecasting WPC...
[2026-02-10T20:34:55.645889] [INFO ] [sig       ] Generating forecast for: WPC
[2026-02-10T20:34:55.645918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2026-02-10T20:34:55.656461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2026-02-10T20:34:55.656778] [INFO ] [FORECASTER] Starting predict_future for WPC
[2026-02-10T20:34:55.657604] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2026-02-10T20:34:55.657686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:55.657730] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:55.657760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:55.657818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:55.715457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:55.716304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:55.716403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:55.716448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:55.837191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:55.837349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:55.837389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:55.837421] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:55.840915] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2026-02-10T20:34:55.841197] [INFO ] [FORECASTER] Completed predict_future for WPC
[2026-02-10T20:34:55.841328] [INFO ] [sig       ] WPC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:55.987892] [INFO ] [LOCAL     ] Saved forecast: WPC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WPC.txt
[2026-02-10T20:34:55.988084] [INFO ] [sig       ] [3342/3417] Completed WPC in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 26.7s
[2026-02-10T20:34:55.988129] [INFO ] [sig       ] [3343/3417] Forecasting WPP...
[2026-02-10T20:34:55.988159] [INFO ] [sig       ] Generating forecast for: WPP
[2026-02-10T20:34:55.988190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2026-02-10T20:34:55.999646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2026-02-10T20:34:56.000079] [INFO ] [FORECASTER] Starting predict_future for WPP
[2026-02-10T20:34:56.000943] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2026-02-10T20:34:56.000997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:56.001029] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:56.001056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:56.001113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:56.064185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:56.065091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:56.065178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:56.065212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:56.196687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:56.197050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:56.197090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:56.197119] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:56.201009] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2026-02-10T20:34:56.201290] [INFO ] [FORECASTER] Completed predict_future for WPP
[2026-02-10T20:34:56.201420] [INFO ] [sig       ] WPP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:56.343310] [INFO ] [LOCAL     ] Saved forecast: WPP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WPP.txt
[2026-02-10T20:34:56.343465] [INFO ] [sig       ] [3343/3417] Completed WPP in 0.4s | 2.81 sym/s | Total: 19.9m | ETA: 26.4s
[2026-02-10T20:34:56.343508] [INFO ] [sig       ] [3344/3417] Forecasting WRAP...
[2026-02-10T20:34:56.343547] [INFO ] [sig       ] Generating forecast for: WRAP
[2026-02-10T20:34:56.343608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2026-02-10T20:34:56.355321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2026-02-10T20:34:56.355655] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2026-02-10T20:34:56.356607] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2026-02-10T20:34:56.356660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:56.356691] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:56.356908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:56.356968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:56.415081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:56.415866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:56.415978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:56.416012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:56.531170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:56.531341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:56.531382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:56.531410] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:56.535324] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2026-02-10T20:34:56.535657] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2026-02-10T20:34:56.535799] [INFO ] [sig       ] WRAP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:56.676103] [INFO ] [LOCAL     ] Saved forecast: WRAP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WRAP.txt
[2026-02-10T20:34:56.676244] [INFO ] [sig       ] [3344/3417] Completed WRAP in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 26.0s
[2026-02-10T20:34:56.676285] [INFO ] [sig       ] [3345/3417] Forecasting WRB...
[2026-02-10T20:34:56.676315] [INFO ] [sig       ] Generating forecast for: WRB
[2026-02-10T20:34:56.676352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2026-02-10T20:34:56.687349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2026-02-10T20:34:56.687688] [INFO ] [FORECASTER] Starting predict_future for WRB
[2026-02-10T20:34:56.688471] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2026-02-10T20:34:56.688526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:56.688564] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:56.688630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:56.688699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:56.745456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:56.746282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:56.746362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:56.746395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:56.863610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:56.863776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:56.863815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:56.863845] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:56.867230] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2026-02-10T20:34:56.867504] [INFO ] [FORECASTER] Completed predict_future for WRB
[2026-02-10T20:34:56.867656] [INFO ] [sig       ] WRB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:57.008312] [INFO ] [LOCAL     ] Saved forecast: WRB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WRB.txt
[2026-02-10T20:34:57.008489] [INFO ] [sig       ] [3345/3417] Completed WRB in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 25.7s
[2026-02-10T20:34:57.008533] [INFO ] [sig       ] [3346/3417] Forecasting WRBY...
[2026-02-10T20:34:57.008594] [INFO ] [sig       ] Generating forecast for: WRBY
[2026-02-10T20:34:57.008634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2026-02-10T20:34:57.019663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2026-02-10T20:34:57.019992] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2026-02-10T20:34:57.020786] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2026-02-10T20:34:57.020839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:57.020870] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:57.020896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:57.020951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:57.079145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:57.079956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:57.080043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:57.080076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:57.202266] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:57.202422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:57.202462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:57.202491] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:57.205906] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2026-02-10T20:34:57.206184] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2026-02-10T20:34:57.206312] [INFO ] [sig       ] WRBY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:57.349033] [INFO ] [LOCAL     ] Saved forecast: WRBY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WRBY.txt
[2026-02-10T20:34:57.349173] [INFO ] [sig       ] [3346/3417] Completed WRBY in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 25.3s
[2026-02-10T20:34:57.349213] [INFO ] [sig       ] [3347/3417] Forecasting WRLD...
[2026-02-10T20:34:57.349243] [INFO ] [sig       ] Generating forecast for: WRLD
[2026-02-10T20:34:57.349273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2026-02-10T20:34:57.359643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2026-02-10T20:34:57.359952] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2026-02-10T20:34:57.360738] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2026-02-10T20:34:57.360790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:57.360822] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:57.360849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:57.360905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:57.417332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:57.418295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:57.418384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:57.418417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:57.539497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:57.539679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:57.539724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:57.539757] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:57.543267] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=54.10%)
[2026-02-10T20:34:57.543543] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2026-02-10T20:34:57.543738] [INFO ] [sig       ] WRLD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:57.687318] [INFO ] [LOCAL     ] Saved forecast: WRLD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WRLD.txt
[2026-02-10T20:34:57.687483] [INFO ] [sig       ] [3347/3417] Completed WRLD in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 24.9s
[2026-02-10T20:34:57.687524] [INFO ] [sig       ] [3348/3417] Forecasting WSBC...
[2026-02-10T20:34:57.687555] [INFO ] [sig       ] Generating forecast for: WSBC
[2026-02-10T20:34:57.687606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2026-02-10T20:34:57.697952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2026-02-10T20:34:57.698298] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2026-02-10T20:34:57.699074] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2026-02-10T20:34:57.699127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:57.699160] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:57.699188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:57.699244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:57.756471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:57.757216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:57.757297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:57.757330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:57.886165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:57.886341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:57.886391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:57.886450] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:57.890342] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2026-02-10T20:34:57.890645] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2026-02-10T20:34:57.890779] [INFO ] [sig       ] WSBC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:58.035069] [INFO ] [LOCAL     ] Saved forecast: WSBC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WSBC.txt
[2026-02-10T20:34:58.035238] [INFO ] [sig       ] [3348/3417] Completed WSBC in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 24.6s
[2026-02-10T20:34:58.035280] [INFO ] [sig       ] [3349/3417] Forecasting WSBF...
[2026-02-10T20:34:58.035313] [INFO ] [sig       ] Generating forecast for: WSBF
[2026-02-10T20:34:58.035345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2026-02-10T20:34:58.046259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2026-02-10T20:34:58.046590] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2026-02-10T20:34:58.047354] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2026-02-10T20:34:58.047407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:58.047438] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:58.047465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:58.047522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:58.105434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:58.106178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:58.106262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:58.106296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:58.230126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:58.230280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:58.230321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:58.230350] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:58.233829] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=46.64%)
[2026-02-10T20:34:58.234102] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2026-02-10T20:34:58.234228] [INFO ] [sig       ] WSBF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:58.381972] [INFO ] [LOCAL     ] Saved forecast: WSBF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WSBF.txt
[2026-02-10T20:34:58.382108] [INFO ] [sig       ] [3349/3417] Completed WSBF in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 24.2s
[2026-02-10T20:34:58.382147] [INFO ] [sig       ] [3350/3417] Forecasting WSC...
[2026-02-10T20:34:58.382176] [INFO ] [sig       ] Generating forecast for: WSC
[2026-02-10T20:34:58.382205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2026-02-10T20:34:58.392768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2026-02-10T20:34:58.393062] [INFO ] [FORECASTER] Starting predict_future for WSC
[2026-02-10T20:34:58.393875] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2026-02-10T20:34:58.393929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:58.393963] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:58.393991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:58.394047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:58.453633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:58.454319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:58.454403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:58.454437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:58.582455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:58.582637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:58.582687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:58.582725] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:58.586115] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2026-02-10T20:34:58.586390] [INFO ] [FORECASTER] Completed predict_future for WSC
[2026-02-10T20:34:58.586519] [INFO ] [sig       ] WSC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:34:58.728546] [INFO ] [LOCAL     ] Saved forecast: WSC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WSC.txt
[2026-02-10T20:34:58.728713] [INFO ] [sig       ] [3350/3417] Completed WSC in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 23.9s
[2026-02-10T20:34:58.728756] [INFO ] [sig       ] [3351/3417] Forecasting WSFS...
[2026-02-10T20:34:58.728788] [INFO ] [sig       ] Generating forecast for: WSFS
[2026-02-10T20:34:58.728819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2026-02-10T20:34:58.739405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2026-02-10T20:34:58.739772] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2026-02-10T20:34:58.740542] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2026-02-10T20:34:58.740615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:58.740674] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:58.740704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:58.740761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:58.799155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:58.799959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:58.800044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:58.800078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:58.915672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:58.915838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:58.915879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:58.915909] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:58.919516] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2026-02-10T20:34:58.919851] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2026-02-10T20:34:58.919980] [INFO ] [sig       ] WSFS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:59.062644] [INFO ] [LOCAL     ] Saved forecast: WSFS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WSFS.txt
[2026-02-10T20:34:59.062803] [INFO ] [sig       ] [3351/3417] Completed WSFS in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 23.5s
[2026-02-10T20:34:59.062847] [INFO ] [sig       ] [3352/3417] Forecasting WSM...
[2026-02-10T20:34:59.062878] [INFO ] [sig       ] Generating forecast for: WSM
[2026-02-10T20:34:59.062910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2026-02-10T20:34:59.074083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2026-02-10T20:34:59.074405] [INFO ] [FORECASTER] Starting predict_future for WSM
[2026-02-10T20:34:59.075194] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2026-02-10T20:34:59.075247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:59.075278] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:59.075305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:59.075374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:59.132026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:59.132918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:59.133004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:59.133037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:59.251256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:59.251406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:59.251446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:59.251475] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:59.254900] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2026-02-10T20:34:59.255170] [INFO ] [FORECASTER] Completed predict_future for WSM
[2026-02-10T20:34:59.255296] [INFO ] [sig       ] WSM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:59.395286] [INFO ] [LOCAL     ] Saved forecast: WSM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WSM.txt
[2026-02-10T20:34:59.395450] [INFO ] [sig       ] [3352/3417] Completed WSM in 0.3s | 2.81 sym/s | Total: 19.9m | ETA: 23.2s
[2026-02-10T20:34:59.395492] [INFO ] [sig       ] [3353/3417] Forecasting WSO...
[2026-02-10T20:34:59.395523] [INFO ] [sig       ] Generating forecast for: WSO
[2026-02-10T20:34:59.395553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2026-02-10T20:34:59.406093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2026-02-10T20:34:59.406389] [INFO ] [FORECASTER] Starting predict_future for WSO
[2026-02-10T20:34:59.407196] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2026-02-10T20:34:59.407249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:59.407281] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:59.407308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:59.407364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:59.466650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:59.467628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:59.467721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:59.467755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:59.607291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:59.607480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:59.607529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:59.607563] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:59.612455] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2026-02-10T20:34:59.613010] [INFO ] [FORECASTER] Completed predict_future for WSO
[2026-02-10T20:34:59.613243] [INFO ] [sig       ] WSO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:34:59.757491] [INFO ] [LOCAL     ] Saved forecast: WSO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WSO.txt
[2026-02-10T20:34:59.757681] [INFO ] [sig       ] [3353/3417] Completed WSO in 0.4s | 2.81 sym/s | Total: 19.9m | ETA: 22.8s
[2026-02-10T20:34:59.757733] [INFO ] [sig       ] [3354/3417] Forecasting WTBA...
[2026-02-10T20:34:59.757772] [INFO ] [sig       ] Generating forecast for: WTBA
[2026-02-10T20:34:59.757805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2026-02-10T20:34:59.769018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2026-02-10T20:34:59.769369] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2026-02-10T20:34:59.770195] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2026-02-10T20:34:59.770260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:34:59.770293] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:34:59.770319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:34:59.770375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:34:59.827091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:34:59.827996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:34:59.828103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:34:59.828138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:34:59.955159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:34:59.955327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:34:59.955368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:34:59.955434] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:34:59.959112] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=76.34%)
[2026-02-10T20:34:59.959419] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2026-02-10T20:34:59.959556] [INFO ] [sig       ] WTBA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:00.119803] [INFO ] [LOCAL     ] Saved forecast: WTBA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WTBA.txt
[2026-02-10T20:35:00.119966] [INFO ] [sig       ] [3354/3417] Completed WTBA in 0.4s | 2.81 sym/s | Total: 19.9m | ETA: 22.5s
[2026-02-10T20:35:00.120011] [INFO ] [sig       ] [3355/3417] Forecasting WTFC...
[2026-02-10T20:35:00.120043] [INFO ] [sig       ] Generating forecast for: WTFC
[2026-02-10T20:35:00.120076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2026-02-10T20:35:00.131496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2026-02-10T20:35:00.131868] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2026-02-10T20:35:00.132719] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2026-02-10T20:35:00.132774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:00.132807] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:00.132834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:00.132892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:00.198199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:00.199107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:00.199202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:00.199238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:00.330880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:00.331040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:00.331081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:00.331110] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:00.334541] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2026-02-10T20:35:00.334847] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2026-02-10T20:35:00.334977] [INFO ] [sig       ] WTFC: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:00.475618] [INFO ] [LOCAL     ] Saved forecast: WTFC	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WTFC.txt
[2026-02-10T20:35:00.475764] [INFO ] [sig       ] [3355/3417] Completed WTFC in 0.4s | 2.81 sym/s | Total: 19.9m | ETA: 22.1s
[2026-02-10T20:35:00.475806] [INFO ] [sig       ] [3356/3417] Forecasting WTI...
[2026-02-10T20:35:00.475836] [INFO ] [sig       ] Generating forecast for: WTI
[2026-02-10T20:35:00.475866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2026-02-10T20:35:00.486550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2026-02-10T20:35:00.486938] [INFO ] [FORECASTER] Starting predict_future for WTI
[2026-02-10T20:35:00.487794] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2026-02-10T20:35:00.487848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:00.487880] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:00.487906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:00.487963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:00.546311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:00.547275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:00.547374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:00.547409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:00.669278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:00.669453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:00.669494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:00.669523] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:00.673090] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2026-02-10T20:35:00.673404] [INFO ] [FORECASTER] Completed predict_future for WTI
[2026-02-10T20:35:00.673550] [INFO ] [sig       ] WTI: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:00.843323] [INFO ] [LOCAL     ] Saved forecast: WTI	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WTI.txt
[2026-02-10T20:35:00.843598] [INFO ] [sig       ] [3356/3417] Completed WTI in 0.4s | 2.81 sym/s | Total: 19.9m | ETA: 21.7s
[2026-02-10T20:35:00.843661] [INFO ] [sig       ] [3357/3417] Forecasting WTRG...
[2026-02-10T20:35:00.843708] [INFO ] [sig       ] Generating forecast for: WTRG
[2026-02-10T20:35:00.843756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2026-02-10T20:35:00.857645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2026-02-10T20:35:00.858208] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2026-02-10T20:35:00.859456] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2026-02-10T20:35:00.859535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:00.859617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:00.859671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:00.859767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:00.954466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:00.955705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:00.955847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:00.955906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:01.122960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:01.123173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:01.123240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:01.123292] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:01.129143] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2026-02-10T20:35:01.129746] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2026-02-10T20:35:01.129981] [INFO ] [sig       ] WTRG: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:01.374198] [INFO ] [LOCAL     ] Saved forecast: WTRG	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WTRG.txt
[2026-02-10T20:35:01.374464] [INFO ] [sig       ] [3357/3417] Completed WTRG in 0.5s | 2.81 sym/s | Total: 19.9m | ETA: 21.4s
[2026-02-10T20:35:01.374536] [INFO ] [sig       ] [3358/3417] Forecasting WTS...
[2026-02-10T20:35:01.374607] [INFO ] [sig       ] Generating forecast for: WTS
[2026-02-10T20:35:01.374657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2026-02-10T20:35:01.400386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2026-02-10T20:35:01.405178] [INFO ] [FORECASTER] Starting predict_future for WTS
[2026-02-10T20:35:01.406763] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2026-02-10T20:35:01.406849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:01.406893] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:01.406930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:01.407014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:01.493529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:01.494929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:01.495104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:01.495157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:01.702391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:01.702644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:01.702714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:01.702751] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:01.707734] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2026-02-10T20:35:01.708353] [INFO ] [FORECASTER] Completed predict_future for WTS
[2026-02-10T20:35:01.708607] [INFO ] [sig       ] WTS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:01.911907] [INFO ] [LOCAL     ] Saved forecast: WTS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WTS.txt
[2026-02-10T20:35:01.912101] [INFO ] [sig       ] [3358/3417] Completed WTS in 0.5s | 2.81 sym/s | Total: 19.9m | ETA: 21.0s
[2026-02-10T20:35:01.912144] [INFO ] [sig       ] [3359/3417] Forecasting WULF...
[2026-02-10T20:35:01.912176] [INFO ] [sig       ] Generating forecast for: WULF
[2026-02-10T20:35:01.912207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2026-02-10T20:35:01.925985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2026-02-10T20:35:01.926513] [INFO ] [FORECASTER] Starting predict_future for WULF
[2026-02-10T20:35:01.927880] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2026-02-10T20:35:01.927976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:01.928035] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:01.928094] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:01.928166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:01.994881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:01.995936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:01.996068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:01.996106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:02.133534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:02.133734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:02.133779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:02.133810] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:02.138144] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2026-02-10T20:35:02.138641] [INFO ] [FORECASTER] Completed predict_future for WULF
[2026-02-10T20:35:02.138819] [INFO ] [sig       ] WULF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:02.295619] [INFO ] [LOCAL     ] Saved forecast: WULF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WULF.txt
[2026-02-10T20:35:02.295791] [INFO ] [sig       ] [3359/3417] Completed WULF in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 20.7s
[2026-02-10T20:35:02.295833] [INFO ] [sig       ] [3360/3417] Forecasting WVE...
[2026-02-10T20:35:02.295864] [INFO ] [sig       ] Generating forecast for: WVE
[2026-02-10T20:35:02.295895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2026-02-10T20:35:02.309455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2026-02-10T20:35:02.309921] [INFO ] [FORECASTER] Starting predict_future for WVE
[2026-02-10T20:35:02.310833] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2026-02-10T20:35:02.310890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:02.310923] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:02.311140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:02.311198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:02.369948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:02.370870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:02.370959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:02.370995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:02.498509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:02.498699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:02.498745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:02.498776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:02.502366] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2026-02-10T20:35:02.502681] [INFO ] [FORECASTER] Completed predict_future for WVE
[2026-02-10T20:35:02.502816] [INFO ] [sig       ] WVE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:02.649168] [INFO ] [LOCAL     ] Saved forecast: WVE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WVE.txt
[2026-02-10T20:35:02.649340] [INFO ] [sig       ] [3360/3417] Completed WVE in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 20.3s
[2026-02-10T20:35:02.649382] [INFO ] [sig       ] [3361/3417] Forecasting WWD...
[2026-02-10T20:35:02.649415] [INFO ] [sig       ] Generating forecast for: WWD
[2026-02-10T20:35:02.649478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2026-02-10T20:35:02.660798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2026-02-10T20:35:02.661198] [INFO ] [FORECASTER] Starting predict_future for WWD
[2026-02-10T20:35:02.662033] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2026-02-10T20:35:02.662089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:02.662123] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:02.662152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:02.662211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:02.723603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:02.724513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:02.724663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:02.724699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:02.872010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:02.872247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:02.872302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:02.872351] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:02.876523] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2026-02-10T20:35:02.876953] [INFO ] [FORECASTER] Completed predict_future for WWD
[2026-02-10T20:35:02.877131] [INFO ] [sig       ] WWD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:03.036310] [INFO ] [LOCAL     ] Saved forecast: WWD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/WWD.txt
[2026-02-10T20:35:03.036497] [INFO ] [sig       ] [3361/3417] Completed WWD in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 20.0s
[2026-02-10T20:35:03.036551] [INFO ] [sig       ] [3362/3417] Forecasting WY...
[2026-02-10T20:35:03.036612] [INFO ] [sig       ] Generating forecast for: WY
[2026-02-10T20:35:03.036646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2026-02-10T20:35:03.048555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2026-02-10T20:35:03.049038] [INFO ] [FORECASTER] Starting predict_future for WY
[2026-02-10T20:35:03.049995] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2026-02-10T20:35:03.050053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:03.050086] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:03.050113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:03.050171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:03.113128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:03.114110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:03.114206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:03.114239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:03.235762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:03.235935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:03.235977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:03.236007] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:03.239949] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2026-02-10T20:35:03.240302] [INFO ] [FORECASTER] Completed predict_future for WY
[2026-02-10T20:35:03.240458] [INFO ] [sig       ] WY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:03.391457] [INFO ] [LOCAL     ] Saved forecast: WY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WY.txt
[2026-02-10T20:35:03.391679] [INFO ] [sig       ] [3362/3417] Completed WY in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 19.6s
[2026-02-10T20:35:03.391741] [INFO ] [sig       ] [3363/3417] Forecasting WYNN...
[2026-02-10T20:35:03.391772] [INFO ] [sig       ] Generating forecast for: WYNN
[2026-02-10T20:35:03.391809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2026-02-10T20:35:03.403305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2026-02-10T20:35:03.403739] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2026-02-10T20:35:03.404625] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2026-02-10T20:35:03.404681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:03.404714] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:03.404741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:03.404800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:03.468042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:03.468986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:03.469078] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:03.469114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:03.599921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:03.600107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:03.600149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:03.600178] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:03.603795] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2026-02-10T20:35:03.604152] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2026-02-10T20:35:03.604299] [INFO ] [sig       ] WYNN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:03.747802] [INFO ] [LOCAL     ] Saved forecast: WYNN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/WYNN.txt
[2026-02-10T20:35:03.747962] [INFO ] [sig       ] [3363/3417] Completed WYNN in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 19.2s
[2026-02-10T20:35:03.748006] [INFO ] [sig       ] [3364/3417] Forecasting XBIL...
[2026-02-10T20:35:03.748039] [INFO ] [sig       ] Generating forecast for: XBIL
[2026-02-10T20:35:03.748090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2026-02-10T20:35:03.759314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2026-02-10T20:35:03.759701] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2026-02-10T20:35:03.760486] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2026-02-10T20:35:03.760539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:03.760591] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:03.760622] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:03.760678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:03.817303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:03.818247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:03.818338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:03.818373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:03.914762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:03.914924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:03.914966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:03.914996] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:03.918488] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2026-02-10T20:35:03.918810] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2026-02-10T20:35:03.918945] [INFO ] [sig       ] XBIL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:04.065523] [INFO ] [LOCAL     ] Saved forecast: XBIL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XBIL.txt
[2026-02-10T20:35:04.065732] [INFO ] [sig       ] [3364/3417] Completed XBIL in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 18.9s
[2026-02-10T20:35:04.065778] [INFO ] [sig       ] [3365/3417] Forecasting XEL...
[2026-02-10T20:35:04.065810] [INFO ] [sig       ] Generating forecast for: XEL
[2026-02-10T20:35:04.065842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2026-02-10T20:35:04.077565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2026-02-10T20:35:04.077994] [INFO ] [FORECASTER] Starting predict_future for XEL
[2026-02-10T20:35:04.079021] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2026-02-10T20:35:04.079089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:04.079152] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:04.079198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:04.079288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:04.137978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:04.138988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:04.139075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:04.139108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:04.262087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:04.262252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:04.262293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:04.262323] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:04.265739] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=88.67%)
[2026-02-10T20:35:04.266024] [INFO ] [FORECASTER] Completed predict_future for XEL
[2026-02-10T20:35:04.266158] [INFO ] [sig       ] XEL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:04.407931] [INFO ] [LOCAL     ] Saved forecast: XEL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XEL.txt
[2026-02-10T20:35:04.408107] [INFO ] [sig       ] [3365/3417] Completed XEL in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 18.5s
[2026-02-10T20:35:04.408156] [INFO ] [sig       ] [3366/3417] Forecasting XENE...
[2026-02-10T20:35:04.408187] [INFO ] [sig       ] Generating forecast for: XENE
[2026-02-10T20:35:04.408217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2026-02-10T20:35:04.418450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2026-02-10T20:35:04.418849] [INFO ] [FORECASTER] Starting predict_future for XENE
[2026-02-10T20:35:04.419666] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2026-02-10T20:35:04.419721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:04.419760] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:04.419793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:04.419862] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:04.477338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:04.478289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:04.478394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:04.478427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:04.596167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:04.596323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:04.596363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:04.596391] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:04.599835] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=43.28%)
[2026-02-10T20:35:04.600107] [INFO ] [FORECASTER] Completed predict_future for XENE
[2026-02-10T20:35:04.600232] [INFO ] [sig       ] XENE: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:04.743661] [INFO ] [LOCAL     ] Saved forecast: XENE	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XENE.txt
[2026-02-10T20:35:04.743815] [INFO ] [sig       ] [3366/3417] Completed XENE in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 18.2s
[2026-02-10T20:35:04.743862] [INFO ] [sig       ] [3367/3417] Forecasting XERS...
[2026-02-10T20:35:04.743897] [INFO ] [sig       ] Generating forecast for: XERS
[2026-02-10T20:35:04.743927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2026-02-10T20:35:04.755207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2026-02-10T20:35:04.755535] [INFO ] [FORECASTER] Starting predict_future for XERS
[2026-02-10T20:35:04.756357] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2026-02-10T20:35:04.756411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:04.756444] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:04.756471] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:04.756527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:04.814763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:04.815619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:04.815702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:04.815734] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:04.938085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:04.938247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:04.938288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:04.938316] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:04.941856] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2026-02-10T20:35:04.942165] [INFO ] [FORECASTER] Completed predict_future for XERS
[2026-02-10T20:35:04.942302] [INFO ] [sig       ] XERS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:05.080119] [INFO ] [LOCAL     ] Saved forecast: XERS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XERS.txt
[2026-02-10T20:35:05.080264] [INFO ] [sig       ] [3367/3417] Completed XERS in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 17.8s
[2026-02-10T20:35:05.080304] [INFO ] [sig       ] [3368/3417] Forecasting XGN...
[2026-02-10T20:35:05.080334] [INFO ] [sig       ] Generating forecast for: XGN
[2026-02-10T20:35:05.080363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2026-02-10T20:35:05.090424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2026-02-10T20:35:05.090762] [INFO ] [FORECASTER] Starting predict_future for XGN
[2026-02-10T20:35:05.091534] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2026-02-10T20:35:05.091607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:05.091666] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:05.091695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:05.091752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:05.148106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:05.148944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:05.149027] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:05.149059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:05.267614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:05.267769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:05.267809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:05.267838] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:05.271266] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2026-02-10T20:35:05.271547] [INFO ] [FORECASTER] Completed predict_future for XGN
[2026-02-10T20:35:05.271706] [INFO ] [sig       ] XGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:05.427919] [INFO ] [LOCAL     ] Saved forecast: XGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XGN.txt
[2026-02-10T20:35:05.428113] [INFO ] [sig       ] [3368/3417] Completed XGN in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 17.5s
[2026-02-10T20:35:05.428168] [INFO ] [sig       ] [3369/3417] Forecasting XOM...
[2026-02-10T20:35:05.428204] [INFO ] [sig       ] Generating forecast for: XOM
[2026-02-10T20:35:05.428236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2026-02-10T20:35:05.439076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2026-02-10T20:35:05.439425] [INFO ] [FORECASTER] Starting predict_future for XOM
[2026-02-10T20:35:05.440264] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2026-02-10T20:35:05.440317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:05.440349] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:05.440376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:05.440437] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:05.500317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:05.501253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:05.501346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:05.501380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:05.634847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:05.635024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:05.635067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:05.635096] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:05.639011] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2026-02-10T20:35:05.639392] [INFO ] [FORECASTER] Completed predict_future for XOM
[2026-02-10T20:35:05.639548] [INFO ] [sig       ] XOM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:05.782280] [INFO ] [LOCAL     ] Saved forecast: XOM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XOM.txt
[2026-02-10T20:35:05.782479] [INFO ] [sig       ] [3369/3417] Completed XOM in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 17.1s
[2026-02-10T20:35:05.782539] [INFO ] [sig       ] [3370/3417] Forecasting XOMA...
[2026-02-10T20:35:05.782601] [INFO ] [sig       ] Generating forecast for: XOMA
[2026-02-10T20:35:05.782647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2026-02-10T20:35:05.794462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2026-02-10T20:35:05.794844] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2026-02-10T20:35:05.795654] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2026-02-10T20:35:05.795709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:05.795744] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:05.795780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:05.795851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:05.853259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:05.854032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:05.854146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:05.854182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:05.973715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:05.973878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:05.973923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:05.973952] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:05.977378] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=24.09%)
[2026-02-10T20:35:05.977682] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2026-02-10T20:35:05.977835] [INFO ] [sig       ] XOMA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:06.120800] [INFO ] [LOCAL     ] Saved forecast: XOMA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XOMA.txt
[2026-02-10T20:35:06.120979] [INFO ] [sig       ] [3370/3417] Completed XOMA in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 16.8s
[2026-02-10T20:35:06.121022] [INFO ] [sig       ] [3371/3417] Forecasting XOS...
[2026-02-10T20:35:06.121051] [INFO ] [sig       ] Generating forecast for: XOS
[2026-02-10T20:35:06.121083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2026-02-10T20:35:06.134134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2026-02-10T20:35:06.134566] [INFO ] [FORECASTER] Starting predict_future for XOS
[2026-02-10T20:35:06.135627] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2026-02-10T20:35:06.135692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:06.135735] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:06.135774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:06.135856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:06.198897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:06.199709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:06.199812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:06.199846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:06.320708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:06.320869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:06.320910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:06.320972] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:06.324426] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2026-02-10T20:35:06.324732] [INFO ] [FORECASTER] Completed predict_future for XOS
[2026-02-10T20:35:06.324869] [INFO ] [sig       ] XOS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:06.466306] [INFO ] [LOCAL     ] Saved forecast: XOS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XOS.txt
[2026-02-10T20:35:06.466450] [INFO ] [sig       ] [3371/3417] Completed XOS in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 16.4s
[2026-02-10T20:35:06.466491] [INFO ] [sig       ] [3372/3417] Forecasting XP...
[2026-02-10T20:35:06.466523] [INFO ] [sig       ] Generating forecast for: XP
[2026-02-10T20:35:06.466554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2026-02-10T20:35:06.477648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2026-02-10T20:35:06.477995] [INFO ] [FORECASTER] Starting predict_future for XP
[2026-02-10T20:35:06.478845] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2026-02-10T20:35:06.478899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:06.478932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:06.478960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:06.479016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:06.538385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:06.539144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:06.539226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:06.539260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:06.667307] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:06.667466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:06.667506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:06.667552] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:06.670994] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=68.63%)
[2026-02-10T20:35:06.671269] [INFO ] [FORECASTER] Completed predict_future for XP
[2026-02-10T20:35:06.671397] [INFO ] [sig       ] XP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:06.810984] [INFO ] [LOCAL     ] Saved forecast: XP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XP.txt
[2026-02-10T20:35:06.811156] [INFO ] [sig       ] [3372/3417] Completed XP in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 16.0s
[2026-02-10T20:35:06.811199] [INFO ] [sig       ] [3373/3417] Forecasting XPEL...
[2026-02-10T20:35:06.811232] [INFO ] [sig       ] Generating forecast for: XPEL
[2026-02-10T20:35:06.811264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2026-02-10T20:35:06.821434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2026-02-10T20:35:06.821748] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2026-02-10T20:35:06.822524] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2026-02-10T20:35:06.822596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:06.822632] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:06.822660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:06.822717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:06.894236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:06.895143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:06.895230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:06.895265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:07.024353] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:07.024521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:07.024565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:07.024617] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:07.028149] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2026-02-10T20:35:07.028484] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2026-02-10T20:35:07.028644] [INFO ] [sig       ] XPEL: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:07.169521] [INFO ] [LOCAL     ] Saved forecast: XPEL	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XPEL.txt
[2026-02-10T20:35:07.169700] [INFO ] [sig       ] [3373/3417] Completed XPEL in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 15.7s
[2026-02-10T20:35:07.169744] [INFO ] [sig       ] [3374/3417] Forecasting XPO...
[2026-02-10T20:35:07.169779] [INFO ] [sig       ] Generating forecast for: XPO
[2026-02-10T20:35:07.169818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2026-02-10T20:35:07.180200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2026-02-10T20:35:07.180590] [INFO ] [FORECASTER] Starting predict_future for XPO
[2026-02-10T20:35:07.181368] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2026-02-10T20:35:07.181422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:07.181454] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:07.181480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:07.181536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:07.242346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:07.243325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:07.243428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:07.243492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:07.369124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:07.369282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:07.369325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:07.369356] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:07.372860] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2026-02-10T20:35:07.373146] [INFO ] [FORECASTER] Completed predict_future for XPO
[2026-02-10T20:35:07.373278] [INFO ] [sig       ] XPO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:07.517951] [INFO ] [LOCAL     ] Saved forecast: XPO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XPO.txt
[2026-02-10T20:35:07.518111] [INFO ] [sig       ] [3374/3417] Completed XPO in 0.3s | 2.81 sym/s | Total: 20.0m | ETA: 15.3s
[2026-02-10T20:35:07.518159] [INFO ] [sig       ] [3375/3417] Forecasting XPOF...
[2026-02-10T20:35:07.518189] [INFO ] [sig       ] Generating forecast for: XPOF
[2026-02-10T20:35:07.518220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2026-02-10T20:35:07.528858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2026-02-10T20:35:07.529163] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2026-02-10T20:35:07.529951] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2026-02-10T20:35:07.530004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:07.530036] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:07.530064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:07.530120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:07.589229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:07.590140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:07.590238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:07.590286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:07.713265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:07.713426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:07.713469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:07.713499] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:07.716949] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2026-02-10T20:35:07.717226] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2026-02-10T20:35:07.717355] [INFO ] [sig       ] XPOF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:07.872830] [INFO ] [LOCAL     ] Saved forecast: XPOF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XPOF.txt
[2026-02-10T20:35:07.872977] [INFO ] [sig       ] [3375/3417] Completed XPOF in 0.4s | 2.81 sym/s | Total: 20.0m | ETA: 15.0s
[2026-02-10T20:35:07.873027] [INFO ] [sig       ] [3376/3417] Forecasting XPRO...
[2026-02-10T20:35:07.873058] [INFO ] [sig       ] Generating forecast for: XPRO
[2026-02-10T20:35:07.873088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2026-02-10T20:35:07.884603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2026-02-10T20:35:07.884915] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2026-02-10T20:35:07.885741] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2026-02-10T20:35:07.885796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:07.885828] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:07.885870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:07.885932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:07.943715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:07.944370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:07.944459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:07.944494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:08.064541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:08.064719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:08.064762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:08.064792] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:08.068301] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2026-02-10T20:35:08.068616] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2026-02-10T20:35:08.068755] [INFO ] [sig       ] XPRO: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:08.213047] [INFO ] [LOCAL     ] Saved forecast: XPRO	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XPRO.txt
[2026-02-10T20:35:08.213202] [INFO ] [sig       ] [3376/3417] Completed XPRO in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 14.6s
[2026-02-10T20:35:08.213255] [INFO ] [sig       ] [3377/3417] Forecasting XRAY...
[2026-02-10T20:35:08.213289] [INFO ] [sig       ] Generating forecast for: XRAY
[2026-02-10T20:35:08.213321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2026-02-10T20:35:08.224156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2026-02-10T20:35:08.224497] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2026-02-10T20:35:08.225283] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2026-02-10T20:35:08.225336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:08.225368] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:08.225395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:08.225450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:08.282639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:08.283502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:08.283607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:08.283645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:08.404435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:08.404624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:08.404668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:08.404698] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:08.408323] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2026-02-10T20:35:08.408635] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2026-02-10T20:35:08.408772] [INFO ] [sig       ] XRAY: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:08.555439] [INFO ] [LOCAL     ] Saved forecast: XRAY	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XRAY.txt
[2026-02-10T20:35:08.555603] [INFO ] [sig       ] [3377/3417] Completed XRAY in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 14.3s
[2026-02-10T20:35:08.555646] [INFO ] [sig       ] [3378/3417] Forecasting XRX...
[2026-02-10T20:35:08.555677] [INFO ] [sig       ] Generating forecast for: XRX
[2026-02-10T20:35:08.555707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2026-02-10T20:35:08.566203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2026-02-10T20:35:08.566508] [INFO ] [FORECASTER] Starting predict_future for XRX
[2026-02-10T20:35:08.567350] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2026-02-10T20:35:08.567403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:08.567435] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:08.567463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:08.567520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:08.627324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:08.628290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:08.628421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:08.628456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:08.751727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:08.751896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:08.751957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:08.751992] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:08.755535] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2026-02-10T20:35:08.755846] [INFO ] [FORECASTER] Completed predict_future for XRX
[2026-02-10T20:35:08.755985] [INFO ] [sig       ] XRX: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:08.902993] [INFO ] [LOCAL     ] Saved forecast: XRX	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XRX.txt
[2026-02-10T20:35:08.903129] [INFO ] [sig       ] [3378/3417] Completed XRX in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 13.9s
[2026-02-10T20:35:08.903170] [INFO ] [sig       ] [3379/3417] Forecasting XTIA...
[2026-02-10T20:35:08.903201] [INFO ] [sig       ] Generating forecast for: XTIA
[2026-02-10T20:35:08.903231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2026-02-10T20:35:08.914046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2026-02-10T20:35:08.914363] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2026-02-10T20:35:08.915171] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2026-02-10T20:35:08.915226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:08.915260] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:08.915289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:08.915348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:08.974194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:08.974906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:08.974988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:08.975023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:09.096778] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:09.096950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:09.096998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:09.097028] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:09.100595] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2026-02-10T20:35:09.100876] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2026-02-10T20:35:09.101013] [INFO ] [sig       ] XTIA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:09.248516] [INFO ] [LOCAL     ] Saved forecast: XTIA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XTIA.txt
[2026-02-10T20:35:09.248684] [INFO ] [sig       ] [3379/3417] Completed XTIA in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 13.5s
[2026-02-10T20:35:09.248734] [INFO ] [sig       ] [3380/3417] Forecasting XYF...
[2026-02-10T20:35:09.248766] [INFO ] [sig       ] Generating forecast for: XYF
[2026-02-10T20:35:09.248807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2026-02-10T20:35:09.259389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2026-02-10T20:35:09.259696] [INFO ] [FORECASTER] Starting predict_future for XYF
[2026-02-10T20:35:09.260520] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2026-02-10T20:35:09.260591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:09.260629] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:09.260657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:09.260714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:09.321940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:09.322691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:09.322775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:09.322817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:09.474624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:09.474785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:09.474832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:09.474862] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:09.478542] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=49.04%)
[2026-02-10T20:35:09.478956] [INFO ] [FORECASTER] Completed predict_future for XYF
[2026-02-10T20:35:09.479120] [INFO ] [sig       ] XYF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:09.623968] [INFO ] [LOCAL     ] Saved forecast: XYF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/XYF.txt
[2026-02-10T20:35:09.624131] [INFO ] [sig       ] [3380/3417] Completed XYF in 0.4s | 2.81 sym/s | Total: 20.1m | ETA: 13.2s
[2026-02-10T20:35:09.624172] [INFO ] [sig       ] [3381/3417] Forecasting XYL...
[2026-02-10T20:35:09.624202] [INFO ] [sig       ] Generating forecast for: XYL
[2026-02-10T20:35:09.624233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2026-02-10T20:35:09.635209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2026-02-10T20:35:09.635530] [INFO ] [FORECASTER] Starting predict_future for XYL
[2026-02-10T20:35:09.636416] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2026-02-10T20:35:09.636476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:09.636521] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:09.636556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:09.636653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:09.694262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:09.695069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:09.695153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:09.695188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:09.816217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:09.816378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:09.816419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:09.816450] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:09.819916] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2026-02-10T20:35:09.820194] [INFO ] [FORECASTER] Completed predict_future for XYL
[2026-02-10T20:35:09.820322] [INFO ] [sig       ] XYL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:09.962265] [INFO ] [LOCAL     ] Saved forecast: XYL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/XYL.txt
[2026-02-10T20:35:09.962461] [INFO ] [sig       ] [3381/3417] Completed XYL in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 12.8s
[2026-02-10T20:35:09.962504] [INFO ] [sig       ] [3382/3417] Forecasting YALA...
[2026-02-10T20:35:09.962537] [INFO ] [sig       ] Generating forecast for: YALA
[2026-02-10T20:35:09.962586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2026-02-10T20:35:09.977964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2026-02-10T20:35:09.978815] [INFO ] [FORECASTER] Starting predict_future for YALA
[2026-02-10T20:35:09.980307] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2026-02-10T20:35:09.980366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:09.980400] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:09.980428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:09.980507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:10.044402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:10.045425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:10.045519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:10.045555] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:10.174377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:10.174594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:10.174660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:10.174703] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:10.178525] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2026-02-10T20:35:10.178903] [INFO ] [FORECASTER] Completed predict_future for YALA
[2026-02-10T20:35:10.179091] [INFO ] [sig       ] YALA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:10.330738] [INFO ] [LOCAL     ] Saved forecast: YALA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/YALA.txt
[2026-02-10T20:35:10.330890] [INFO ] [sig       ] [3382/3417] Completed YALA in 0.4s | 2.81 sym/s | Total: 20.1m | ETA: 12.5s
[2026-02-10T20:35:10.330939] [INFO ] [sig       ] [3383/3417] Forecasting YELP...
[2026-02-10T20:35:10.330983] [INFO ] [sig       ] Generating forecast for: YELP
[2026-02-10T20:35:10.331015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2026-02-10T20:35:10.342430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2026-02-10T20:35:10.342788] [INFO ] [FORECASTER] Starting predict_future for YELP
[2026-02-10T20:35:10.343595] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2026-02-10T20:35:10.343649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:10.343681] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:10.343708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:10.343765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:10.399653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:10.400476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:10.400562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:10.400616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:10.524081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:10.524241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:10.524281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:10.524310] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:10.527764] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2026-02-10T20:35:10.528041] [INFO ] [FORECASTER] Completed predict_future for YELP
[2026-02-10T20:35:10.528198] [INFO ] [sig       ] YELP: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:10.667960] [INFO ] [LOCAL     ] Saved forecast: YELP	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/YELP.txt
[2026-02-10T20:35:10.668143] [INFO ] [sig       ] [3383/3417] Completed YELP in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 12.1s
[2026-02-10T20:35:10.668189] [INFO ] [sig       ] [3384/3417] Forecasting YETI...
[2026-02-10T20:35:10.668221] [INFO ] [sig       ] Generating forecast for: YETI
[2026-02-10T20:35:10.668253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2026-02-10T20:35:10.678699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2026-02-10T20:35:10.679034] [INFO ] [FORECASTER] Starting predict_future for YETI
[2026-02-10T20:35:10.679856] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2026-02-10T20:35:10.679917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:10.679960] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:10.679995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:10.680067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:10.737802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:10.738663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:10.738748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:10.738783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:10.860427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:10.860603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:10.860645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:10.860675] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:10.864084] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2026-02-10T20:35:10.864359] [INFO ] [FORECASTER] Completed predict_future for YETI
[2026-02-10T20:35:10.864489] [INFO ] [sig       ] YETI: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:11.006919] [INFO ] [LOCAL     ] Saved forecast: YETI	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/YETI.txt
[2026-02-10T20:35:11.007298] [INFO ] [sig       ] [3384/3417] Completed YETI in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 11.8s
[2026-02-10T20:35:11.007353] [INFO ] [sig       ] [3385/3417] Forecasting YMM...
[2026-02-10T20:35:11.007393] [INFO ] [sig       ] Generating forecast for: YMM
[2026-02-10T20:35:11.007427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2026-02-10T20:35:11.020732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2026-02-10T20:35:11.021130] [INFO ] [FORECASTER] Starting predict_future for YMM
[2026-02-10T20:35:11.021976] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2026-02-10T20:35:11.022031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:11.022091] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:11.022122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:11.022182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:11.079698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:11.080604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:11.080691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:11.080726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:11.198641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:11.198808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:11.198848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:11.198876] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:11.202304] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=84.60%)
[2026-02-10T20:35:11.202614] [INFO ] [FORECASTER] Completed predict_future for YMM
[2026-02-10T20:35:11.202751] [INFO ] [sig       ] YMM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:11.342158] [INFO ] [LOCAL     ] Saved forecast: YMM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/YMM.txt
[2026-02-10T20:35:11.342301] [INFO ] [sig       ] [3385/3417] Completed YMM in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 11.4s
[2026-02-10T20:35:11.342341] [INFO ] [sig       ] [3386/3417] Forecasting YPF...
[2026-02-10T20:35:11.342371] [INFO ] [sig       ] Generating forecast for: YPF
[2026-02-10T20:35:11.342402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2026-02-10T20:35:11.354126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2026-02-10T20:35:11.354460] [INFO ] [FORECASTER] Starting predict_future for YPF
[2026-02-10T20:35:11.355293] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2026-02-10T20:35:11.355346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:11.355378] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:11.355404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:11.355459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:11.412242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:11.413079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:11.413166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:11.413200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:11.541612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:11.541777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:11.541819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:11.541846] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:11.545437] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2026-02-10T20:35:11.545736] [INFO ] [FORECASTER] Completed predict_future for YPF
[2026-02-10T20:35:11.545868] [INFO ] [sig       ] YPF: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:11.690238] [INFO ] [LOCAL     ] Saved forecast: YPF	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/YPF.txt
[2026-02-10T20:35:11.690392] [INFO ] [sig       ] [3386/3417] Completed YPF in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 11.0s
[2026-02-10T20:35:11.690433] [INFO ] [sig       ] [3387/3417] Forecasting YQQQ...
[2026-02-10T20:35:11.690462] [INFO ] [sig       ] Generating forecast for: YQQQ
[2026-02-10T20:35:11.690492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2026-02-10T20:35:11.701468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2026-02-10T20:35:11.701841] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2026-02-10T20:35:11.702658] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2026-02-10T20:35:11.702712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:11.702744] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:11.702771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:11.702827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:11.760098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:11.761007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:11.761099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:11.761134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:11.884381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:11.884599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:11.884661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:11.884693] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:11.888260] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2026-02-10T20:35:11.888544] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2026-02-10T20:35:11.888709] [INFO ] [sig       ] YQQQ: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:12.029484] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/YQQQ.txt
[2026-02-10T20:35:12.029653] [INFO ] [sig       ] [3387/3417] Completed YQQQ in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 10.7s
[2026-02-10T20:35:12.029697] [INFO ] [sig       ] [3388/3417] Forecasting YRD...
[2026-02-10T20:35:12.029728] [INFO ] [sig       ] Generating forecast for: YRD
[2026-02-10T20:35:12.029759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2026-02-10T20:35:12.040194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2026-02-10T20:35:12.040538] [INFO ] [FORECASTER] Starting predict_future for YRD
[2026-02-10T20:35:12.041331] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2026-02-10T20:35:12.041385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:12.041416] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:12.041442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:12.041497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:12.097693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:12.098540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:12.098645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:12.098678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:12.217244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:12.217408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:12.217447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:12.217510] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:12.220995] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2026-02-10T20:35:12.221268] [INFO ] [FORECASTER] Completed predict_future for YRD
[2026-02-10T20:35:12.221395] [INFO ] [sig       ] YRD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:12.361179] [INFO ] [LOCAL     ] Saved forecast: YRD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/YRD.txt
[2026-02-10T20:35:12.361347] [INFO ] [sig       ] [3388/3417] Completed YRD in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 10.3s
[2026-02-10T20:35:12.361390] [INFO ] [sig       ] [3389/3417] Forecasting YSG...
[2026-02-10T20:35:12.361422] [INFO ] [sig       ] Generating forecast for: YSG
[2026-02-10T20:35:12.361455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2026-02-10T20:35:12.372594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2026-02-10T20:35:12.372943] [INFO ] [FORECASTER] Starting predict_future for YSG
[2026-02-10T20:35:12.373809] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2026-02-10T20:35:12.373881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:12.373932] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:12.373970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:12.374048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:12.435458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:12.436297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:12.436399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:12.436439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:12.565197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:12.565374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:12.565421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:12.565452] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:12.569560] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2026-02-10T20:35:12.569932] [INFO ] [FORECASTER] Completed predict_future for YSG
[2026-02-10T20:35:12.570077] [INFO ] [sig       ] YSG: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:12.723040] [INFO ] [LOCAL     ] Saved forecast: YSG	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/YSG.txt
[2026-02-10T20:35:12.723210] [INFO ] [sig       ] [3389/3417] Completed YSG in 0.4s | 2.81 sym/s | Total: 20.1m | ETA: 10.0s
[2026-02-10T20:35:12.723275] [INFO ] [sig       ] [3390/3417] Forecasting YTRA...
[2026-02-10T20:35:12.723309] [INFO ] [sig       ] Generating forecast for: YTRA
[2026-02-10T20:35:12.723340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2026-02-10T20:35:12.736259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2026-02-10T20:35:12.736707] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2026-02-10T20:35:12.737549] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2026-02-10T20:35:12.737640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:12.737674] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:12.737702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:12.737760] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:12.798167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:12.799127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:12.799217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:12.799251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:12.921517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:12.921703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:12.921746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:12.921776] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:12.925614] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2026-02-10T20:35:12.926007] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2026-02-10T20:35:12.926169] [INFO ] [sig       ] YTRA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:13.074369] [INFO ] [LOCAL     ] Saved forecast: YTRA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/YTRA.txt
[2026-02-10T20:35:13.074548] [INFO ] [sig       ] [3390/3417] Completed YTRA in 0.4s | 2.81 sym/s | Total: 20.1m | ETA: 9.6s
[2026-02-10T20:35:13.074616] [INFO ] [sig       ] [3391/3417] Forecasting YUM...
[2026-02-10T20:35:13.074649] [INFO ] [sig       ] Generating forecast for: YUM
[2026-02-10T20:35:13.074682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2026-02-10T20:35:13.086113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2026-02-10T20:35:13.086451] [INFO ] [FORECASTER] Starting predict_future for YUM
[2026-02-10T20:35:13.087271] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2026-02-10T20:35:13.087327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:13.087360] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:13.087388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:13.087445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:13.146039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:13.146892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:13.146979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:13.147014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:13.265283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:13.265446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:13.265489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:13.265520] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:13.269067] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2026-02-10T20:35:13.269348] [INFO ] [FORECASTER] Completed predict_future for YUM
[2026-02-10T20:35:13.269474] [INFO ] [sig       ] YUM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:13.409651] [INFO ] [LOCAL     ] Saved forecast: YUM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/YUM.txt
[2026-02-10T20:35:13.409777] [INFO ] [sig       ] [3391/3417] Completed YUM in 0.3s | 2.81 sym/s | Total: 20.1m | ETA: 9.3s
[2026-02-10T20:35:13.409816] [INFO ] [sig       ] [3392/3417] Forecasting YUMC...
[2026-02-10T20:35:13.409847] [INFO ] [sig       ] Generating forecast for: YUMC
[2026-02-10T20:35:13.409876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2026-02-10T20:35:13.423622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2026-02-10T20:35:13.424273] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2026-02-10T20:35:13.425650] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2026-02-10T20:35:13.425711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:13.425750] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:13.425782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:13.425854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:13.488523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:13.489888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:13.489998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:13.490034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:13.620139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:13.620394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:13.620448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:13.620480] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:13.624706] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2026-02-10T20:35:13.625080] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2026-02-10T20:35:13.625236] [INFO ] [sig       ] YUMC: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:13.774039] [INFO ] [LOCAL     ] Saved forecast: YUMC	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/YUMC.txt
[2026-02-10T20:35:13.774294] [INFO ] [sig       ] [3392/3417] Completed YUMC in 0.4s | 2.81 sym/s | Total: 20.1m | ETA: 8.9s
[2026-02-10T20:35:13.774358] [INFO ] [sig       ] [3393/3417] Forecasting Z...
[2026-02-10T20:35:13.774417] [INFO ] [sig       ] Generating forecast for: Z
[2026-02-10T20:35:13.774470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2026-02-10T20:35:13.798591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2026-02-10T20:35:13.799149] [INFO ] [FORECASTER] Starting predict_future for Z
[2026-02-10T20:35:13.800156] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2026-02-10T20:35:13.800215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:13.800250] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:13.800279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:13.800337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:13.861416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:13.862646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:13.862754] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:13.862789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:13.989542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:13.989823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:13.989882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:13.989920] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:13.995459] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2026-02-10T20:35:13.996121] [INFO ] [FORECASTER] Completed predict_future for Z
[2026-02-10T20:35:13.996364] [INFO ] [sig       ] Z: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:14.154640] [INFO ] [LOCAL     ] Saved forecast: Z	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/Z.txt
[2026-02-10T20:35:14.154893] [INFO ] [sig       ] [3393/3417] Completed Z in 0.4s | 2.81 sym/s | Total: 20.2m | ETA: 8.6s
[2026-02-10T20:35:14.154946] [INFO ] [sig       ] [3394/3417] Forecasting ZBH...
[2026-02-10T20:35:14.154986] [INFO ] [sig       ] Generating forecast for: ZBH
[2026-02-10T20:35:14.155021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2026-02-10T20:35:14.168525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2026-02-10T20:35:14.169021] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2026-02-10T20:35:14.169897] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2026-02-10T20:35:14.169952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:14.169983] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:14.170015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:14.170092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:14.228364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:14.229337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:14.229428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:14.229462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:14.353288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:14.353462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:14.353515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:14.353549] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:14.357247] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2026-02-10T20:35:14.357534] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2026-02-10T20:35:14.357705] [INFO ] [sig       ] ZBH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:14.501763] [INFO ] [LOCAL     ] Saved forecast: ZBH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZBH.txt
[2026-02-10T20:35:14.501900] [INFO ] [sig       ] [3394/3417] Completed ZBH in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 8.2s
[2026-02-10T20:35:14.501939] [INFO ] [sig       ] [3395/3417] Forecasting ZBIO...
[2026-02-10T20:35:14.501969] [INFO ] [sig       ] Generating forecast for: ZBIO
[2026-02-10T20:35:14.502001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2026-02-10T20:35:14.513419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2026-02-10T20:35:14.513760] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2026-02-10T20:35:14.514537] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2026-02-10T20:35:14.514609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:14.514643] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:14.514670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:14.514726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:14.575448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:14.576289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:14.576375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:14.576442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:14.700942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:14.701104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:14.701146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:14.701176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:14.704671] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2026-02-10T20:35:14.704965] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2026-02-10T20:35:14.705107] [INFO ] [sig       ] ZBIO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:14.851138] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZBIO.txt
[2026-02-10T20:35:14.851285] [INFO ] [sig       ] [3395/3417] Completed ZBIO in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 7.8s
[2026-02-10T20:35:14.851326] [INFO ] [sig       ] [3396/3417] Forecasting ZBRA...
[2026-02-10T20:35:14.851358] [INFO ] [sig       ] Generating forecast for: ZBRA
[2026-02-10T20:35:14.851389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2026-02-10T20:35:14.862104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2026-02-10T20:35:14.862405] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2026-02-10T20:35:14.863203] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2026-02-10T20:35:14.863265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:14.863301] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:14.863340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:14.863417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:14.921593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:14.922468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:14.922558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:14.922615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:15.044916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:15.045082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:15.045144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:15.045176] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:15.048795] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2026-02-10T20:35:15.049089] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2026-02-10T20:35:15.049221] [INFO ] [sig       ] ZBRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:15.194851] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZBRA.txt
[2026-02-10T20:35:15.194993] [INFO ] [sig       ] [3396/3417] Completed ZBRA in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 7.5s
[2026-02-10T20:35:15.195034] [INFO ] [sig       ] [3397/3417] Forecasting ZD...
[2026-02-10T20:35:15.195064] [INFO ] [sig       ] Generating forecast for: ZD
[2026-02-10T20:35:15.195094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2026-02-10T20:35:15.206091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2026-02-10T20:35:15.206463] [INFO ] [FORECASTER] Starting predict_future for ZD
[2026-02-10T20:35:15.207343] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2026-02-10T20:35:15.207406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:15.207449] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:15.207483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:15.207542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:15.264873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:15.265750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:15.265838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:15.265872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:15.382757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:15.382913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:15.382954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:15.382983] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:15.386421] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=72.23%)
[2026-02-10T20:35:15.386717] [INFO ] [FORECASTER] Completed predict_future for ZD
[2026-02-10T20:35:15.386846] [INFO ] [sig       ] ZD: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:15.526456] [INFO ] [LOCAL     ] Saved forecast: ZD	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZD.txt
[2026-02-10T20:35:15.526613] [INFO ] [sig       ] [3397/3417] Completed ZD in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 7.1s
[2026-02-10T20:35:15.526655] [INFO ] [sig       ] [3398/3417] Forecasting ZEPP...
[2026-02-10T20:35:15.526686] [INFO ] [sig       ] Generating forecast for: ZEPP
[2026-02-10T20:35:15.526715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2026-02-10T20:35:15.536830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2026-02-10T20:35:15.537136] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2026-02-10T20:35:15.537909] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2026-02-10T20:35:15.537963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:15.537994] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:15.538022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:15.538098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:15.595441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:15.596182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:15.596305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:15.596354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:15.714971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:15.715138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:15.715180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:15.715209] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:15.718784] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2026-02-10T20:35:15.719083] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2026-02-10T20:35:15.719225] [INFO ] [sig       ] ZEPP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:15.865771] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZEPP.txt
[2026-02-10T20:35:15.865944] [INFO ] [sig       ] [3398/3417] Completed ZEPP in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 6.8s
[2026-02-10T20:35:15.865984] [INFO ] [sig       ] [3399/3417] Forecasting ZETA...
[2026-02-10T20:35:15.866014] [INFO ] [sig       ] Generating forecast for: ZETA
[2026-02-10T20:35:15.866043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2026-02-10T20:35:15.876953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2026-02-10T20:35:15.877249] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2026-02-10T20:35:15.878053] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2026-02-10T20:35:15.878133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:15.878175] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:15.878204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:15.878274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:15.937761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:15.938672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:15.938758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:15.938791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:16.061019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:16.061176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:16.061216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:16.061245] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:16.064821] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=62.52%)
[2026-02-10T20:35:16.065110] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2026-02-10T20:35:16.065241] [INFO ] [sig       ] ZETA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:16.207078] [INFO ] [LOCAL     ] Saved forecast: ZETA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZETA.txt
[2026-02-10T20:35:16.207199] [INFO ] [sig       ] [3399/3417] Completed ZETA in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 6.4s
[2026-02-10T20:35:16.207239] [INFO ] [sig       ] [3400/3417] Forecasting ZEUS...
[2026-02-10T20:35:16.207269] [INFO ] [sig       ] Generating forecast for: ZEUS
[2026-02-10T20:35:16.207299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2026-02-10T20:35:16.217920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2026-02-10T20:35:16.218217] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2026-02-10T20:35:16.219024] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2026-02-10T20:35:16.219089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:16.219162] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:16.219199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:16.219258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:16.277346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:16.277993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:16.278092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:16.278133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:16.403886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:16.404078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:16.404119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:16.404148] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:16.407601] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2026-02-10T20:35:16.407876] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2026-02-10T20:35:16.408002] [INFO ] [sig       ] ZEUS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:16.550288] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZEUS.txt
[2026-02-10T20:35:16.550423] [INFO ] [sig       ] [3400/3417] Completed ZEUS in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 6.1s
[2026-02-10T20:35:16.550477] [INFO ] [sig       ] [3401/3417] Forecasting ZGN...
[2026-02-10T20:35:16.550510] [INFO ] [sig       ] Generating forecast for: ZGN
[2026-02-10T20:35:16.550552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2026-02-10T20:35:16.561385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2026-02-10T20:35:16.561693] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2026-02-10T20:35:16.562488] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2026-02-10T20:35:16.562546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:16.562600] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:16.562632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:16.562691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:16.621078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:16.621791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:16.621874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:16.621906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:16.745657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:16.745807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:16.745848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:16.745885] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:16.749528] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2026-02-10T20:35:16.749824] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2026-02-10T20:35:16.749951] [INFO ] [sig       ] ZGN: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:16.894338] [INFO ] [LOCAL     ] Saved forecast: ZGN	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZGN.txt
[2026-02-10T20:35:16.894469] [INFO ] [sig       ] [3401/3417] Completed ZGN in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 5.7s
[2026-02-10T20:35:16.894509] [INFO ] [sig       ] [3402/3417] Forecasting ZH...
[2026-02-10T20:35:16.894540] [INFO ] [sig       ] Generating forecast for: ZH
[2026-02-10T20:35:16.894588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2026-02-10T20:35:16.905080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2026-02-10T20:35:16.905379] [INFO ] [FORECASTER] Starting predict_future for ZH
[2026-02-10T20:35:16.906163] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2026-02-10T20:35:16.906216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:16.906272] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:16.906301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:16.906357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:16.967735] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:16.968617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:16.968702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:16.968736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:17.093907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:17.094077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:17.094126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:17.094158] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:17.098021] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=32.06%)
[2026-02-10T20:35:17.098334] [INFO ] [FORECASTER] Completed predict_future for ZH
[2026-02-10T20:35:17.098474] [INFO ] [sig       ] ZH: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:17.239666] [INFO ] [LOCAL     ] Saved forecast: ZH	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZH.txt
[2026-02-10T20:35:17.239799] [INFO ] [sig       ] [3402/3417] Completed ZH in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 5.3s
[2026-02-10T20:35:17.239839] [INFO ] [sig       ] [3403/3417] Forecasting ZIM...
[2026-02-10T20:35:17.239868] [INFO ] [sig       ] Generating forecast for: ZIM
[2026-02-10T20:35:17.239898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2026-02-10T20:35:17.250731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2026-02-10T20:35:17.251029] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2026-02-10T20:35:17.251854] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2026-02-10T20:35:17.251916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:17.251952] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:17.251991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:17.252061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:17.310569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:17.311250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:17.311337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:17.311386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:17.432493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:17.432681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:17.432722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:17.432750] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:17.436130] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2026-02-10T20:35:17.436403] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2026-02-10T20:35:17.436528] [INFO ] [sig       ] ZIM: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:17.578348] [INFO ] [LOCAL     ] Saved forecast: ZIM	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZIM.txt
[2026-02-10T20:35:17.578487] [INFO ] [sig       ] [3403/3417] Completed ZIM in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 5.0s
[2026-02-10T20:35:17.578527] [INFO ] [sig       ] [3404/3417] Forecasting ZION...
[2026-02-10T20:35:17.578560] [INFO ] [sig       ] Generating forecast for: ZION
[2026-02-10T20:35:17.578618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2026-02-10T20:35:17.589457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2026-02-10T20:35:17.589808] [INFO ] [FORECASTER] Starting predict_future for ZION
[2026-02-10T20:35:17.590659] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2026-02-10T20:35:17.590714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:17.590770] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:17.590815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:17.590876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:17.652557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:17.653486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:17.653606] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:17.653646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:17.785538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:17.785739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:17.785791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:17.785821] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:17.790273] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2026-02-10T20:35:17.790662] [INFO ] [FORECASTER] Completed predict_future for ZION
[2026-02-10T20:35:17.790828] [INFO ] [sig       ] ZION: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:17.938696] [INFO ] [LOCAL     ] Saved forecast: ZION	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZION.txt
[2026-02-10T20:35:17.938843] [INFO ] [sig       ] [3404/3417] Completed ZION in 0.4s | 2.81 sym/s | Total: 20.2m | ETA: 4.6s
[2026-02-10T20:35:17.938883] [INFO ] [sig       ] [3405/3417] Forecasting ZIP...
[2026-02-10T20:35:17.938913] [INFO ] [sig       ] Generating forecast for: ZIP
[2026-02-10T20:35:17.938945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2026-02-10T20:35:17.948960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2026-02-10T20:35:17.949283] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2026-02-10T20:35:17.950086] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2026-02-10T20:35:17.950150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:17.950189] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:17.950222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:17.950278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:18.007482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:18.008229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:18.008313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:18.008346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:18.134894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:18.135099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:18.135156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:18.135248] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:18.139193] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2026-02-10T20:35:18.139534] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2026-02-10T20:35:18.139699] [INFO ] [sig       ] ZIP: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:18.367627] [INFO ] [LOCAL     ] Saved forecast: ZIP	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZIP.txt
[2026-02-10T20:35:18.367803] [INFO ] [sig       ] [3405/3417] Completed ZIP in 0.4s | 2.81 sym/s | Total: 20.2m | ETA: 4.3s
[2026-02-10T20:35:18.367843] [INFO ] [sig       ] [3406/3417] Forecasting ZLAB...
[2026-02-10T20:35:18.367874] [INFO ] [sig       ] Generating forecast for: ZLAB
[2026-02-10T20:35:18.367906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2026-02-10T20:35:18.378803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2026-02-10T20:35:18.379173] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2026-02-10T20:35:18.380044] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2026-02-10T20:35:18.380100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:18.380133] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:18.380160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:18.380216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:18.441873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:18.442803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:18.442911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:18.442965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:18.573624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:18.573785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:18.573840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:18.573874] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:18.577882] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2026-02-10T20:35:18.578192] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2026-02-10T20:35:18.578323] [INFO ] [sig       ] ZLAB: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:18.725812] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZLAB.txt
[2026-02-10T20:35:18.725962] [INFO ] [sig       ] [3406/3417] Completed ZLAB in 0.4s | 2.81 sym/s | Total: 20.2m | ETA: 3.9s
[2026-02-10T20:35:18.726001] [INFO ] [sig       ] [3407/3417] Forecasting ZM...
[2026-02-10T20:35:18.726032] [INFO ] [sig       ] Generating forecast for: ZM
[2026-02-10T20:35:18.726064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2026-02-10T20:35:18.736260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2026-02-10T20:35:18.736555] [INFO ] [FORECASTER] Starting predict_future for ZM
[2026-02-10T20:35:18.737333] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2026-02-10T20:35:18.737386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:18.737417] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:18.737444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:18.737500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:18.794592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:18.795416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:18.795500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:18.795532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:18.922826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:18.922995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:18.923046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:18.923075] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:18.926597] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2026-02-10T20:35:18.926889] [INFO ] [FORECASTER] Completed predict_future for ZM
[2026-02-10T20:35:18.927025] [INFO ] [sig       ] ZM: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:19.067972] [INFO ] [LOCAL     ] Saved forecast: ZM	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZM.txt
[2026-02-10T20:35:19.068132] [INFO ] [sig       ] [3407/3417] Completed ZM in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 3.6s
[2026-02-10T20:35:19.068172] [INFO ] [sig       ] [3408/3417] Forecasting ZNTL...
[2026-02-10T20:35:19.068203] [INFO ] [sig       ] Generating forecast for: ZNTL
[2026-02-10T20:35:19.068235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2026-02-10T20:35:19.078359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2026-02-10T20:35:19.078671] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2026-02-10T20:35:19.079431] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2026-02-10T20:35:19.079484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:19.079516] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:19.079543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:19.079624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:19.137252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:19.138229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:19.138319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:19.138352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:19.264286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:19.264451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:19.264495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:19.264532] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:19.268694] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2026-02-10T20:35:19.269032] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2026-02-10T20:35:19.269203] [INFO ] [sig       ] ZNTL: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:19.418755] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZNTL.txt
[2026-02-10T20:35:19.418912] [INFO ] [sig       ] [3408/3417] Completed ZNTL in 0.4s | 2.81 sym/s | Total: 20.2m | ETA: 3.2s
[2026-02-10T20:35:19.418954] [INFO ] [sig       ] [3409/3417] Forecasting ZS...
[2026-02-10T20:35:19.418984] [INFO ] [sig       ] Generating forecast for: ZS
[2026-02-10T20:35:19.419013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2026-02-10T20:35:19.429645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2026-02-10T20:35:19.430005] [INFO ] [FORECASTER] Starting predict_future for ZS
[2026-02-10T20:35:19.430859] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2026-02-10T20:35:19.430912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:19.430944] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:19.430972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:19.431027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:19.491038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:19.492026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:19.492115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:19.492149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:19.614080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:19.614245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:19.614286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:19.614315] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:19.617790] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2026-02-10T20:35:19.618095] [INFO ] [FORECASTER] Completed predict_future for ZS
[2026-02-10T20:35:19.618228] [INFO ] [sig       ] ZS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:19.761617] [INFO ] [LOCAL     ] Saved forecast: ZS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZS.txt
[2026-02-10T20:35:19.761773] [INFO ] [sig       ] [3409/3417] Completed ZS in 0.3s | 2.81 sym/s | Total: 20.2m | ETA: 2.9s
[2026-02-10T20:35:19.761814] [INFO ] [sig       ] [3410/3417] Forecasting ZTO...
[2026-02-10T20:35:19.761845] [INFO ] [sig       ] Generating forecast for: ZTO
[2026-02-10T20:35:19.761875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2026-02-10T20:35:19.772378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2026-02-10T20:35:19.772723] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2026-02-10T20:35:19.773515] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2026-02-10T20:35:19.773588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:19.773625] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:19.773653] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:19.773709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:19.833753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:19.834635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:19.834721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:19.834754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:19.954448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:19.954625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:19.954667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:19.954697] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:19.958137] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2026-02-10T20:35:19.958421] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2026-02-10T20:35:19.958546] [INFO ] [sig       ] ZTO: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:20.102291] [INFO ] [LOCAL     ] Saved forecast: ZTO	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZTO.txt
[2026-02-10T20:35:20.102437] [INFO ] [sig       ] [3410/3417] Completed ZTO in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 2.5s
[2026-02-10T20:35:20.102476] [INFO ] [sig       ] [3411/3417] Forecasting ZTS...
[2026-02-10T20:35:20.102506] [INFO ] [sig       ] Generating forecast for: ZTS
[2026-02-10T20:35:20.102537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2026-02-10T20:35:20.114244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2026-02-10T20:35:20.114605] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2026-02-10T20:35:20.115429] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2026-02-10T20:35:20.115484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:20.115517] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:20.115544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:20.115619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:20.173067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:20.173899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:20.173991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:20.174025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:20.294781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:20.294937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:20.294977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:20.295005] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:20.298463] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2026-02-10T20:35:20.298753] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2026-02-10T20:35:20.298880] [INFO ] [sig       ] ZTS: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:20.438288] [INFO ] [LOCAL     ] Saved forecast: ZTS	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZTS.txt
[2026-02-10T20:35:20.438451] [INFO ] [sig       ] [3411/3417] Completed ZTS in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 2.1s
[2026-02-10T20:35:20.438491] [INFO ] [sig       ] [3412/3417] Forecasting ZUMZ...
[2026-02-10T20:35:20.438521] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2026-02-10T20:35:20.438550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2026-02-10T20:35:20.449568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2026-02-10T20:35:20.449914] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2026-02-10T20:35:20.450800] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2026-02-10T20:35:20.450854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:20.450886] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:20.450914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:20.450971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:20.508301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:20.509211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:20.509377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:20.509426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:20.628888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:20.629040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:20.629083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:20.629116] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:20.632649] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2026-02-10T20:35:20.632943] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2026-02-10T20:35:20.633074] [INFO ] [sig       ] ZUMZ: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:20.777213] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZUMZ.txt
[2026-02-10T20:35:20.777357] [INFO ] [sig       ] [3412/3417] Completed ZUMZ in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 1.8s
[2026-02-10T20:35:20.777396] [INFO ] [sig       ] [3413/3417] Forecasting ZURA...
[2026-02-10T20:35:20.777427] [INFO ] [sig       ] Generating forecast for: ZURA
[2026-02-10T20:35:20.777456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2026-02-10T20:35:20.788142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2026-02-10T20:35:20.788462] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2026-02-10T20:35:20.789394] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2026-02-10T20:35:20.789473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:20.789507] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:20.789534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:20.789618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:20.847488] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:20.848334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:20.848421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:20.848455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:20.972396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:20.972558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:20.972619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:20.972650] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:20.976057] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2026-02-10T20:35:20.976345] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2026-02-10T20:35:20.976475] [INFO ] [sig       ] ZURA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:21.117213] [INFO ] [LOCAL     ] Saved forecast: ZURA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZURA.txt
[2026-02-10T20:35:21.117352] [INFO ] [sig       ] [3413/3417] Completed ZURA in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 1.4s
[2026-02-10T20:35:21.117393] [INFO ] [sig       ] [3414/3417] Forecasting ZVIA...
[2026-02-10T20:35:21.117422] [INFO ] [sig       ] Generating forecast for: ZVIA
[2026-02-10T20:35:21.117452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2026-02-10T20:35:21.127823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2026-02-10T20:35:21.128149] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2026-02-10T20:35:21.128959] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2026-02-10T20:35:21.129013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:21.129046] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:21.129073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:21.129130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:21.186200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:21.186857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:21.186937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:21.186968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:21.314691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:21.314867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:21.314910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:21.314939] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:21.318414] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=20.37%)
[2026-02-10T20:35:21.318710] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2026-02-10T20:35:21.318838] [INFO ] [sig       ] ZVIA: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:21.460180] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZVIA.txt
[2026-02-10T20:35:21.460317] [INFO ] [sig       ] [3414/3417] Completed ZVIA in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 1.1s
[2026-02-10T20:35:21.460356] [INFO ] [sig       ] [3415/3417] Forecasting ZVRA...
[2026-02-10T20:35:21.460387] [INFO ] [sig       ] Generating forecast for: ZVRA
[2026-02-10T20:35:21.460419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2026-02-10T20:35:21.470776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2026-02-10T20:35:21.471092] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2026-02-10T20:35:21.471943] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2026-02-10T20:35:21.471997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:21.472031] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:21.472060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:21.472121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:21.531350] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:21.532222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:21.532306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:21.532340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:21.648402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:21.648560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:21.648621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:21.648655] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:21.652307] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2026-02-10T20:35:21.652615] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2026-02-10T20:35:21.652754] [INFO ] [sig       ] ZVRA: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:21.795913] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZVRA.txt
[2026-02-10T20:35:21.796147] [INFO ] [sig       ] [3415/3417] Completed ZVRA in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 0.7s
[2026-02-10T20:35:21.796224] [INFO ] [sig       ] [3416/3417] Forecasting ZWS...
[2026-02-10T20:35:21.796277] [INFO ] [sig       ] Generating forecast for: ZWS
[2026-02-10T20:35:21.796325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2026-02-10T20:35:21.808026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2026-02-10T20:35:21.808631] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2026-02-10T20:35:21.809500] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2026-02-10T20:35:21.809555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:21.809617] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:21.809663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:21.809741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:21.872301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:21.873287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:21.873400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:21.873452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:22.009496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:22.009738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:22.009811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:22.009866] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:22.013963] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2026-02-10T20:35:22.014285] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2026-02-10T20:35:22.014427] [INFO ] [sig       ] ZWS: Forecast for 2026-02-10: UP (sign=1.00)
[2026-02-10T20:35:22.165803] [INFO ] [LOCAL     ] Saved forecast: ZWS	2026-02-11	1 -> ./output/forecasts/individual/2026-02-11/ZWS.txt
[2026-02-10T20:35:22.165958] [INFO ] [sig       ] [3416/3417] Completed ZWS in 0.4s | 2.81 sym/s | Total: 20.3m | ETA: 0.4s
[2026-02-10T20:35:22.166004] [INFO ] [sig       ] [3417/3417] Forecasting ZYME...
[2026-02-10T20:35:22.166036] [INFO ] [sig       ] Generating forecast for: ZYME
[2026-02-10T20:35:22.166067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2026-02-10T20:35:22.177370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2026-02-10T20:35:22.177763] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2026-02-10T20:35:22.178678] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2026-02-10T20:35:22.178733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-10T20:35:22.178766] [DEBUG] [FORECASTER] Starting train method
[2026-02-10T20:35:22.178794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-10T20:35:22.178850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-10T20:35:22.240177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-10T20:35:22.241061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-10T20:35:22.241146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-10T20:35:22.241181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-10T20:35:22.366093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-10T20:35:22.366252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-10T20:35:22.366294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-10T20:35:22.366323] [INFO ] [FORECASTER] Training complete
[2026-02-10T20:35:22.369839] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2026-02-10T20:35:22.370115] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2026-02-10T20:35:22.370254] [INFO ] [sig       ] ZYME: Forecast for 2026-02-10: DOWN (sign=0.00)
[2026-02-10T20:35:22.509254] [INFO ] [LOCAL     ] Saved forecast: ZYME	2026-02-11	0 -> ./output/forecasts/individual/2026-02-11/ZYME.txt
[2026-02-10T20:35:22.509401] [INFO ] [sig       ] [3417/3417] Completed ZYME in 0.3s | 2.81 sym/s | Total: 20.3m | ETA: 0.0s
[2026-02-10T20:35:22.509441] [INFO ] [sig       ] ==================================================
[2026-02-10T20:35:22.509471] [INFO ] [sig       ] Forecasts complete: 3417/3417 symbols succeeded
[2026-02-10T20:35:22.509500] [INFO ] [sig       ] Automatically generating consolidated reports...
[2026-02-10T20:35:22.509536] [INFO ] [sig       ] Generating consolidated forecast reports
[2026-02-10T20:35:22.510425] [INFO ] [sig       ] Found 83 forecast dates to process
[2026-02-10T20:35:22.510469] [INFO ] [sig       ] [1/83] Processing report for 2025-10-10...
[2026-02-10T20:35:22.510512] [INFO ] [sig       ] [1/83] Report for 2025-10-10 already exists, skipping...
[2026-02-10T20:35:22.510542] [INFO ] [sig       ] [2/83] Processing report for 2025-10-13...
[2026-02-10T20:35:22.511028] [INFO ] [sig       ] [2/83] Report for 2025-10-13 already exists, skipping...
[2026-02-10T20:35:22.511072] [INFO ] [sig       ] [3/83] Processing report for 2025-10-14...
[2026-02-10T20:35:22.511106] [INFO ] [sig       ] [3/83] Report for 2025-10-14 already exists, skipping...
[2026-02-10T20:35:22.511133] [INFO ] [sig       ] [4/83] Processing report for 2025-10-15...
[2026-02-10T20:35:22.511164] [INFO ] [sig       ] [4/83] Report for 2025-10-15 already exists, skipping...
[2026-02-10T20:35:22.511190] [INFO ] [sig       ] [5/83] Processing report for 2025-10-16...
[2026-02-10T20:35:22.511221] [INFO ] [sig       ] [5/83] Report for 2025-10-16 already exists, skipping...
[2026-02-10T20:35:22.511247] [INFO ] [sig       ] [6/83] Processing report for 2025-10-17...
[2026-02-10T20:35:22.511277] [INFO ] [sig       ] [6/83] Report for 2025-10-17 already exists, skipping...
[2026-02-10T20:35:22.511304] [INFO ] [sig       ] [7/83] Processing report for 2025-10-20...
[2026-02-10T20:35:22.511334] [INFO ] [sig       ] [7/83] Report for 2025-10-20 already exists, skipping...
[2026-02-10T20:35:22.511367] [INFO ] [sig       ] [8/83] Processing report for 2025-10-21...
[2026-02-10T20:35:22.511407] [INFO ] [sig       ] [8/83] Report for 2025-10-21 already exists, skipping...
[2026-02-10T20:35:22.511434] [INFO ] [sig       ] [9/83] Processing report for 2025-10-22...
[2026-02-10T20:35:22.511465] [INFO ] [sig       ] [9/83] Report for 2025-10-22 already exists, skipping...
[2026-02-10T20:35:22.511491] [INFO ] [sig       ] [10/83] Processing report for 2025-10-23...
[2026-02-10T20:35:22.511521] [INFO ] [sig       ] [10/83] Report for 2025-10-23 already exists, skipping...
[2026-02-10T20:35:22.511547] [INFO ] [sig       ] [11/83] Processing report for 2025-10-24...
[2026-02-10T20:35:22.511604] [INFO ] [sig       ] [11/83] Report for 2025-10-24 already exists, skipping...
[2026-02-10T20:35:22.511635] [INFO ] [sig       ] [12/83] Processing report for 2025-10-27...
[2026-02-10T20:35:22.511674] [INFO ] [sig       ] [12/83] Report for 2025-10-27 already exists, skipping...
[2026-02-10T20:35:22.511702] [INFO ] [sig       ] [13/83] Processing report for 2025-10-28...
[2026-02-10T20:35:22.511755] [INFO ] [sig       ] [13/83] Report for 2025-10-28 already exists, skipping...
[2026-02-10T20:35:22.511783] [INFO ] [sig       ] [14/83] Processing report for 2025-10-30...
[2026-02-10T20:35:22.511815] [INFO ] [sig       ] [14/83] Report for 2025-10-30 already exists, skipping...
[2026-02-10T20:35:22.511842] [INFO ] [sig       ] [15/83] Processing report for 2025-10-31...
[2026-02-10T20:35:22.511872] [INFO ] [sig       ] [15/83] Report for 2025-10-31 already exists, skipping...
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[2026-02-10T20:35:22.516192] [INFO ] [sig       ] [83/83] Processing report for 2026-02-11...
[2026-02-10T20:35:23.135504] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.135909] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.136238] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.136512] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.136787] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.137070] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.137329] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.137565] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.137818] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.138121] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.142227] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.142479] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.142719] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.142961] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.143211] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.143439] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.143693] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.143924] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.144158] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.144434] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.144685] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.144980] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.145243] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.145489] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.145773] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.146007] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.146246] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.146487] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.146748] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.146983] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.147262] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.147491] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.147770] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.148014] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.148317] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.148609] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.148848] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.149122] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.149395] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.149654] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.150605] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.150899] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.151174] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.151438] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.151688] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.151957] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.152262] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.152529] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.152801] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.153040] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.153294] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.153532] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.153794] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.154082] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.154334] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.154597] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.154840] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.155082] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.155349] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.155620] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.155860] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.156148] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.156423] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.156687] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.156927] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.157263] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.157531] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.157857] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.158149] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.158452] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.158707] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.158953] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.159217] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.159474] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.159718] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.160611] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.160892] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.161212] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.161460] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.161709] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.162052] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.162318] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.162595] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.162838] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.163080] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.163338] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.163611] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.163884] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.164144] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.164465] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.164726] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.164969] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.165235] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.165476] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.165717] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.166005] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.166262] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.166552] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.166816] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.167056] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.167298] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.167604] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.167847] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.168099] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.168349] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.168639] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.169602] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.169856] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.170096] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.170339] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.170760] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.171015] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.171268] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.171534] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.171824] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.172079] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.172331] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.172626] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.172894] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.173881] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.174865] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.175110] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.175354] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.175618] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2026-02-10T20:35:23.175869] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.176114] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.176355] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.176609] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.176852] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.177146] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.177385] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.177624] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.177871] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.178165] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.178458] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2026-02-10T20:35:23.178699] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.178957] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.179218] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.179474] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.179712] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.179949] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.180189] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.180434] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.180676] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.180934] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.181172] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.181411] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.181671] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.181915] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.182165] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.182436] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.182702] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.182994] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.183254] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.183496] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.184287] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.184365] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.184603] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.184847] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.185093] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.185358] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.185689] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.185945] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.186218] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.186490] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.186736] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.187034] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.187272] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.187569] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.187831] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.188134] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.188380] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.188618] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.189598] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.189848] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.190100] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.190367] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.190613] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.190859] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.191103] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.191408] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.191668] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.191908] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.192180] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.192468] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.192769] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.193011] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.193255] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.193545] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.193804] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.194062] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.194325] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.194564] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.194825] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.195226] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.195472] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.195719] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.195966] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.196208] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.196510] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.196775] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.197031] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.197331] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.197636] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.197895] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.198144] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.198421] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.198710] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.198998] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.199268] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.199508] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.199808] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.200048] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.200320] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.200566] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.200845] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.201826] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.202125] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.202561] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.202831] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.203077] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.203377] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.203637] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.203904] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.204167] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.204409] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.204648] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.204895] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.205191] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.205431] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.205671] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.205912] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.206170] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.206460] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.206751] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.206988] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.207228] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.207464] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.207752] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.208018] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.208286] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.208540] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.208802] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.209048] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.209333] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.209601] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.209842] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.210083] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.210340] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.210597] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.210844] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.211084] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.211336] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.211598] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.211839] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.212099] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.212357] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.212630] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.212932] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.213224] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.213473] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.213721] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.213973] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.214220] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.214464] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.214707] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.215139] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.215391] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.216201] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.216475] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.216723] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.216988] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.217277] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.217607] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.217854] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.218109] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.218459] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.218713] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.218977] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.219260] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.219598] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.219848] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.220107] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.220421] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.220670] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.220908] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.221176] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.221414] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.221652] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.221922] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.222181] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.222455] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.222693] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.222985] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.223247] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.223506] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.223772] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.224070] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.224313] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.224555] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.225567] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.225893] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.226170] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.226466] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.226762] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.227011] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.227277] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.227599] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.227844] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.228116] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.228381] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.228623] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.228881] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.229139] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.229405] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.229665] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.229962] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.230253] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.230491] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.230729] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.230972] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.231239] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.231550] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.231815] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.232067] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.232318] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.232603] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.232854] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.233119] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.233377] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.233668] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.233975] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.234246] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.234497] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.234795] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.235033] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.235286] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.235618] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.235912] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.236158] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.236427] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2026-02-10T20:35:23.236680] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.236920] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.237172] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.237461] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.237717] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.238040] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.238312] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.238588] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.238880] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.239190] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.239451] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.239707] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.239960] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.240204] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.240470] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.240709] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.240947] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.241238] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.241498] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.241809] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.242051] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.242297] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.242601] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.242871] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.243110] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.244934] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.245193] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.245454] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.245765] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.246005] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.246247] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.246530] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.246787] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.247020] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.247254] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2026-02-10T20:35:23.247546] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.247809] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.248048] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.248305] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.248546] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.248795] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.249145] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.249395] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.249693] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.249946] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.250193] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.250468] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.250704] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.251001] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.251239] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.251500] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.251806] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.252035] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.252301] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.252523] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.252793] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.253024] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.253262] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.253528] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.253783] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.254020] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.254283] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.254530] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.254780] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.255001] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.255222] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.255458] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.255710] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.256013] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.256991] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.257228] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.257462] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.257742] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.257986] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.258236] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.258526] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.258825] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.259203] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.259459] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.259707] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.260003] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.260301] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.260753] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.260986] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.261294] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.261605] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.261914] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.262172] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.262486] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.262729] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.262967] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.263204] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.263443] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.263688] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.263984] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.264289] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.264615] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.264946] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.265216] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.265489] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.265784] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.266076] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.266369] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.266670] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.266992] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.267264] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.267555] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.267661] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.267926] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.268294] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.268617] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.268898] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.269194] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.269509] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.269816] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.270158] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.270447] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.270738] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.271017] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.271345] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.271627] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.271901] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.272182] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.272459] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.272737] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.273015] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.273366] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.273668] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.273994] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.274289] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.274606] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.274887] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.275163] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.275478] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.275750] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.276687] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.276970] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.277307] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.277613] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.277900] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.278247] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.278534] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.278887] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.279163] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.279435] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.279716] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.279990] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.280288] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.280610] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.280937] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.281264] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.281545] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.281866] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.282338] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.282700] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.283045] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.283350] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.283648] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.283980] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.284287] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.284564] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.284868] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.285143] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.285453] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.285739] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.286040] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.286404] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.286685] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.286958] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.287288] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.287606] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.287941] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.288257] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.288606] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.288889] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.289197] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.289518] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.289819] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.290116] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.290421] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.290712] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.291717] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.292017] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.292314] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.292613] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.292917] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.293201] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.293479] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.293756] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.294051] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.294518] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.294826] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.295175] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.295514] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.295867] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.296150] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.296451] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.296732] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.297005] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.297339] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.297635] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.297980] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.298350] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.298642] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.298983] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.299322] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.299603] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.299931] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.300210] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.300541] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.300903] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.301231] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.301523] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.301876] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.302148] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.302424] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.302703] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.302978] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.303325] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.303625] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.303707] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.303968] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.304247] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.304554] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.304858] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.305137] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.305414] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.305754] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.306030] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.306311] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.306608] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.306896] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.307174] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.307454] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.307728] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.308021] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.308356] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.308634] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.308923] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.309249] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.309614] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.309907] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.310198] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.310478] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.310761] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.311080] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.311366] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.311696] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.311991] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.312268] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.312616] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.312893] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.313186] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.313461] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.313743] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.314018] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.314294] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.314589] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.314869] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.315239] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.315520] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.315848] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.316182] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.316477] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.316808] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.317135] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.317470] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.317757] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2026-02-10T20:35:23.318035] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.318340] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.318762] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.319090] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.319366] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.319694] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.319972] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.320297] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.320608] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.320896] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.321242] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.321586] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.321863] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.322139] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.322409] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.322684] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.322953] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.323262] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.323559] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.323885] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.324174] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.324465] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.324757] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.325055] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.325378] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.325649] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.325920] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.326212] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.326487] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.326757] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.327034] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.328890] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.330616] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.331421] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.331705] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.332033] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.332310] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.332612] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.332891] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.333212] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.333507] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.333861] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.334128] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.334405] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.334662] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.334938] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.335939] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.336767] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.337057] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.337369] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.337679] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.337955] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.338208] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.338287] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.338364] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.338622] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.338860] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.339106] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.339365] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.339605] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.339863] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.340100] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.340359] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.340631] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.340872] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.341114] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.341356] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.342039] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2026-02-10T20:35:23.342372] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.342640] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.342945] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.343258] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.343501] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.343763] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.344058] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.344295] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.344601] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.344851] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.345128] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.345375] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.345619] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2026-02-10T20:35:23.345854] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.346085] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.346366] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.346602] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.346835] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.347069] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.347322] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.347558] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.347803] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.348098] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.348394] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.348624] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.348903] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.349158] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.349663] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.349965] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.350258] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.350515] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.350773] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.351062] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.351308] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.351545] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.351854] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.352089] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.352374] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.352603] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.352827] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.353055] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.353341] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2026-02-10T20:35:23.353659] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.353921] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.354184] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.354432] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.354700] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.354986] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.355238] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.355494] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.355752] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.356045] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.356283] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.356520] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.356778] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.357016] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.357320] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.357564] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.357827] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.358103] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.358366] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.358608] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.358878] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.359135] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.359384] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.359661] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.360925] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.361181] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.361439] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.361760] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.361996] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.362233] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.362495] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.362749] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.363059] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.363285] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.363509] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.363756] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.364009] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.364302] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.364552] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.364876] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.365119] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.365367] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.365610] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.365871] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.366117] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.366411] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.366704] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.366943] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.367232] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.367500] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.368492] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.368746] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.369010] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.369286] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.369534] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.369818] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.370637] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.370909] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.371205] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.371451] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.371698] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2026-02-10T20:35:23.371961] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.372203] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.372464] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.372702] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.372956] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.373191] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.373447] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.373686] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.373977] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.374236] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.374655] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.374901] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.375194] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.375515] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.375828] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.376082] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.376337] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.376785] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.377029] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.377331] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.377592] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.377835] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.378083] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.378323] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.378401] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.378638] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.378889] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.379154] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.379465] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.379732] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.379998] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.380296] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.380587] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.380897] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.381136] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.381600] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.381904] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.382163] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.382431] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.382680] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.383128] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.383376] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.383619] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.383864] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.384105] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.384370] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.384609] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.384847] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.385082] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.385368] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.385658] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.385897] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.386133] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.386429] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.386718] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.387003] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.387238] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.387499] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.387756] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.387997] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.388255] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.388659] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.388924] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.389173] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.389432] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.389695] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.389951] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.390223] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.390461] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.390750] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.391037] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.391290] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.391530] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.391809] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.392057] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.392306] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.392762] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.393078] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.393334] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.393595] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.394589] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.394862] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.395111] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.395410] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.395652] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.395946] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.396179] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.396414] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.396707] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.396945] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.397201] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.397494] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.397728] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.397966] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.398209] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.398451] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2026-02-10T20:35:23.398839] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.399094] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.399381] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.399639] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.399877] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.400122] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.400375] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.400802] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.401048] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.401345] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.401601] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.401849] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.402091] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.402342] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.402591] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.402832] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.403069] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.403368] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.403609] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.403846] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.404084] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.404334] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.404730] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.405038] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.405311] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.406264] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.406539] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.406818] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2026-02-10T20:35:23.407070] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.407343] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.407598] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.407848] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.408114] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.408358] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.408605] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.408871] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.409105] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.409371] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.409619] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.409875] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.410167] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.410435] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.410676] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.410924] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.411192] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.411504] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.411795] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.412044] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.412281] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.412525] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.412788] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.413052] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.413338] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.413603] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.413861] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.414102] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.414428] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.414769] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.415767] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.416065] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.416317] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.416778] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.417089] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.417388] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.417651] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.417891] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.418198] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.418471] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.418764] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.419026] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.419269] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.419513] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.419787] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.420076] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.420330] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.420599] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.420841] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.421081] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.421321] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.421563] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.421857] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.422127] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.422380] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.422626] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.422884] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.423174] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.423430] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.423679] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.423929] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.424167] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.424446] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.424706] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.425002] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.425262] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.425502] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.425761] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.426013] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.426318] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.426615] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.426866] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.427163] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.427407] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.427669] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.427911] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.428158] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.428450] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.428723] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.428964] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.429230] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.429494] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.429805] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.430062] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.430311] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.430597] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.430857] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.431098] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.431333] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.431592] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.431855] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.432119] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.432422] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.432669] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.432958] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.433250] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.433522] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.433801] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.434061] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.434371] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.434674] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.434913] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.435153] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.435396] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.435708] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.435982] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.436234] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.436477] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.436735] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.437032] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.437275] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.437565] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.437828] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.438140] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.438403] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.438647] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.438885] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.439137] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.439460] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.439747] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.440027] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.440269] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.440510] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.440775] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.441011] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.441267] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.441515] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.441797] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.442092] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.442385] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.442645] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.442898] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.443132] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.443374] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.443611] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.443853] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.444090] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.444353] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.444614] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.444875] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.445110] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.445362] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.445630] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.445916] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.446160] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.446453] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.446705] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.446939] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.447174] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.447426] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.447708] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.447941] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.448181] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.448480] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2026-02-10T20:35:23.449173] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.449486] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.449747] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.450034] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.450312] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.450592] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.451061] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.451309] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.451605] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.451915] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.452163] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.452427] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.452729] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.452989] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.453246] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.453501] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.453822] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.454109] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.454403] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.454689] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.454970] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.455252] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.455597] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.455876] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.456153] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.456466] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.456752] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.457028] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.457336] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.457814] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.458135] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.458601] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.458846] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.459100] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.459369] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.459773] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.460031] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.460295] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.460747] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.461010] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.461317] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.461775] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.462027] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.462317] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.462566] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.462847] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.463137] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.463422] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.463672] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.463954] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.464195] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.465227] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.465474] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.465720] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.465969] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.466224] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.466481] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.467017] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.467313] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.467561] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.467841] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.468102] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.468352] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.468597] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.468839] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.469096] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.469358] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.469599] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.469843] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.470089] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.470329] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.470790] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.471029] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.471264] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.471688] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.471945] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.472182] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.472417] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.472679] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.472915] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.473168] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.473466] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.473794] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.474035] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.474330] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.474618] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.474875] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.475252] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.475541] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.475882] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.476160] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.476434] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.476750] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.477011] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.477300] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.477617] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.477932] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.478201] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.478651] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.478928] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.479185] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.479516] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.479999] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.480298] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.480787] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.481036] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.481298] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.481612] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.481870] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.482110] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.482599] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.482875] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.483114] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.483368] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.483875] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.484147] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.484384] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.484684] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.484924] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.485165] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.485453] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.486198] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.486504] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.486774] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.487044] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.487338] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.487755] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.488003] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.488485] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.488950] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2026-02-10T20:35:23.489241] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.489586] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.489915] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.490888] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.491152] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.491418] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.491767] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.492047] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.492317] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.492565] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.492852] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.493111] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.493372] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.493646] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.493907] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.494181] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.494442] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.494681] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.494916] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.495964] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.496227] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.496475] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.496722] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.496963] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.497214] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.497480] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.497717] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.497985] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.498362] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.498669] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.498937] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.499229] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.499556] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.499859] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.500136] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.500412] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.500680] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.500985] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.501294] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.501613] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.501931] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.502255] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.503285] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.503559] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.503863] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.504330] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.504644] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.504959] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.505294] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.505600] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.505906] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.506226] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.506533] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.506908] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.507266] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.507626] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.507956] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.508319] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.508623] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.508980] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.509340] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.509629] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.509929] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.510223] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.510528] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.510851] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.511131] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.511481] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.511744] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.512215] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.512516] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.512925] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.513227] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.513533] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.513829] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.514088] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.514389] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.514674] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.514943] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.515200] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.515447] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.515711] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.515985] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.516252] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.516519] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.516803] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.517075] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.517341] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.517645] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.517888] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.518147] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.518411] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.518677] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.518984] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.519269] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.519547] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.519831] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.520092] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.520399] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.520730] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.520987] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.521243] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.521488] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.521753] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.522019] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.522332] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.522617] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.522904] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.523201] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.523482] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.523815] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.524075] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.524327] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.524637] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.524920] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.525167] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.525446] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.525691] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.526012] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.526291] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.526593] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.526859] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.527134] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.527437] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.527743] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.528013] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.528307] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.528562] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.528860] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.529131] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.529375] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.529627] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.529931] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.531043] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.531327] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.531607] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.531904] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.532154] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.532419] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.532658] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.532902] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.533133] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.533428] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.533696] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.534011] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.534275] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.534617] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.534898] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.535135] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.535371] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.535634] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.535911] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.536207] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.536545] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.536890] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.537202] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.537531] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.537801] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.538043] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.538310] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.538606] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.538883] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.539161] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.539398] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.539636] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.539921] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.540184] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.540440] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.540695] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.540998] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.541312] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.541613] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.541858] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.542111] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.542372] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.542619] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.542865] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.543155] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.543434] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.543679] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.543943] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.544251] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.544559] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.544861] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.545145] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.545392] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.546356] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.546688] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.546967] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.547229] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.547480] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.547783] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.548032] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.548812] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.549063] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.549381] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.549677] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.549959] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.550222] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.550513] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.550781] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.551027] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.551265] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.551506] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.551770] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.552008] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.552264] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.552508] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.552819] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.553060] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.553329] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.553597] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.553862] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.554116] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.554374] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.554659] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.554934] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.555192] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.555506] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.555858] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.556129] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.556376] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.556622] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.556900] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.557204] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.557489] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.557839] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.558116] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.558388] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.558676] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.559013] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.559342] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.559625] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.559979] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.560264] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.560537] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.560805] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.561057] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.561321] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.561613] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.561905] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.562222] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.562509] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.562821] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.563067] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.563306] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.563563] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.563836] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.564085] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.564339] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.564626] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.564859] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.565111] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.565375] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.565647] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.565902] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.566167] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.566427] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.566698] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.566937] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.567860] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.568204] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.568460] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.568719] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.569028] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.569297] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.569620] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.569899] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.570213] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.570557] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.570828] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.571110] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.571363] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.571657] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.571927] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.572198] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.572494] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.572779] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.573091] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.573352] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.573649] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.573943] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.574187] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.574447] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.574727] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.574984] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.575233] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.575485] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.575743] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.575993] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.576243] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.576515] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.576791] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.577048] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.577317] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.577553] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.577804] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.578041] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.578336] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.578604] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.578860] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.579099] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.579342] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.579588] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.580426] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.580725] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.580985] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.581309] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.581592] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.581850] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.582117] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.582369] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.582686] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.582962] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.583229] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.583511] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.583794] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.584095] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.584420] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.584711] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.585138] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.585394] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.585646] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.585924] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.586179] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.586433] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.586750] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.587054] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.587288] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.587534] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.587824] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.588100] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.588419] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.588726] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.589000] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.589247] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.589546] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.589820] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.590078] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.590353] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.590663] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.590943] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.591194] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.591487] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.591764] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.592024] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.592291] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.592596] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.592865] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.593133] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.593428] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.593673] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.593910] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.594207] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.594489] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.594727] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.595032] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2026-02-10T20:35:23.595316] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.595610] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.595928] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.596200] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.596495] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.596597] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.596832] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.597086] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.597359] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.597673] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.597979] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.598264] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.598604] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.598881] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.599145] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.599427] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.599711] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.599965] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.600234] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.600497] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.600755] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.601016] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.601270] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.601512] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.601785] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.602090] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.602436] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.602785] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.603106] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.603393] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.603660] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.603952] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.604202] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.604514] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.604788] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.605034] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.605338] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.605606] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.605867] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.606131] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.606382] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.606623] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.606900] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.607152] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.607393] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.607679] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.607937] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.608249] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.608490] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.608727] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.608986] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.609253] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.609513] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.609837] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.610097] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.610353] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.610620] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.610884] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.611136] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.611389] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.611677] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.611909] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.612174] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.612439] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.612700] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.612972] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.613284] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.613533] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.614327] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.614617] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.614883] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.615144] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2026-02-10T20:35:23.615220] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.615483] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.615793] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.616079] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.616363] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.616635] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.616901] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.617196] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.617506] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.617891] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.618143] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.618398] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2026-02-10T20:35:23.618675] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.618950] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.619234] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.619475] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.619710] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.619947] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.620209] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.620475] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.620765] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.621011] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.621254] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.621529] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.621833] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.622118] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.622390] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.622644] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.622889] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.623190] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.623453] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.623750] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.624015] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.624284] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.624565] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.624841] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.625163] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.625472] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.625723] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.625970] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.626254] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.626528] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.626812] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.627060] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.627310] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.627595] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.627851] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.628656] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2026-02-10T20:35:23.628972] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.629280] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.629553] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.629914] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.630263] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.630536] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.630832] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.631145] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.631426] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.631669] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.631922] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.633163] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.633598] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.633964] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.634352] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.634748] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.635095] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.635914] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.636810] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.637247] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.637658] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.637995] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.638318] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.638631] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.638941] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.639255] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.639536] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.639815] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.640120] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.640398] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.640656] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.640912] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.641211] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.641470] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.641721] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.641990] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.642238] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.642546] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.642815] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.643075] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.643334] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.643589] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.643835] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.644130] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.644363] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.644610] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.644931] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.645248] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.645591] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.645885] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.646123] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.646381] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.646657] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.646909] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.647157] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.647457] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.649074] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.649385] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.649673] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.649947] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.650205] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.650519] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.650812] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.651061] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.651356] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.651611] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.651861] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.652125] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.652444] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.652721] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.653039] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.653321] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.653611] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.654029] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.654361] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.654699] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.655010] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.655274] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.655521] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.655791] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.656142] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.656409] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.656665] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.656912] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.657164] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.657400] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.657638] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.657870] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.658272] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.658536] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.658836] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.659133] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.659482] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.659807] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.660115] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.660402] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.660751] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.661071] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.661335] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.661599] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.661862] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.662139] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.662395] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.662656] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.662919] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.663225] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.663490] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.663791] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.664067] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.664306] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.664611] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.664877] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.665139] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.665436] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.665731] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.665982] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.666255] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.666588] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.666862] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.667869] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.668174] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.668455] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.668773] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.669028] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.669299] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.669593] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.669840] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.670088] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.670342] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.670603] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.670852] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.671183] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2026-02-10T20:35:23.671446] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.671710] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.672011] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.672305] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.672562] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.672823] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.673118] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.673427] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.673723] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.674003] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.674306] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.674604] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.674916] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.675224] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.675521] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.675790] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.676102] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.676339] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.676598] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.676917] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.677162] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.677403] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.677641] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.677894] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.678165] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.678442] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.678757] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.679021] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.679304] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.679588] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.679850] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.680168] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.680484] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.680737] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.681045] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.681293] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.681594] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.681876] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.682177] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.682455] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.682705] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.683004] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.683286] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.683605] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.683855] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.684160] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.684401] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.684717] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.685038] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.685285] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.685556] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.687258] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.687538] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.687832] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.688120] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.688377] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.688630] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.688932] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.689223] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.689591] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.689883] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.690158] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.690451] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.690719] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.690972] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.691324] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.691624] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.691913] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.692176] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.692431] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.692687] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.692957] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.693228] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2026-02-10T20:35:23.693546] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.693850] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.694147] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.694384] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.694674] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.694919] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.695168] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.695454] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.695696] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.695950] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.696232] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.696467] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.696752] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.697037] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.697304] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.697565] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.697854] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.698148] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.698458] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.699452] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.699807] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.700072] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.700404] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.700706] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.700990] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.701309] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.701586] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.701889] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.702286] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.702549] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.702836] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.703104] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.703412] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.703667] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.703970] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.704298] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.704604] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.704846] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.705089] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.705370] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.705617] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.705926] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.706207] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.706482] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.706758] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.707056] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.707322] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.707600] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.707885] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.708168] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.708413] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.708657] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.708943] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.709250] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.709588] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.709913] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.710235] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.710523] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.710833] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.711102] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.711538] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.711870] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2026-02-10T20:35:23.712168] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.712463] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.712742] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.713059] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.713306] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.713543] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.713822] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.714085] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.714400] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.714674] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.714983] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.715244] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.715492] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.715748] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.716016] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.716281] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.716515] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.716778] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.717177] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.717445] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.717709] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.718113] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.718369] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.718645] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.718890] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.719150] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.719394] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.719638] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.719886] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.720127] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.720371] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.720648] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.720913] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.721189] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.721462] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.721825] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.722086] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.722363] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.722632] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.722918] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.723167] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.723425] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.723677] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.723910] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.724217] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.725240] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.725531] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.725840] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.726244] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.726534] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.726859] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.727112] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.727391] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.727652] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.727906] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.728248] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.728543] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.728876] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.729166] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.729452] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.729738] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.729988] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.730254] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.730530] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.730817] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.731104] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.731415] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.731671] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.731912] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.732169] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.732471] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.732758] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.733012] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.733308] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.733555] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.733923] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.734251] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.734669] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.734959] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.735212] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.735465] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.735770] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.736013] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.736263] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.736506] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.736780] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.737065] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.737339] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.737597] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.737861] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.738187] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.738515] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.738797] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.739062] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.739347] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.739640] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.739961] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.740289] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.740615] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.740913] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.741158] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.741431] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.741717] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.741964] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.742258] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.742529] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.742826] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.743063] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.743309] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.743566] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.743871] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.744151] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.744420] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.744711] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.744952] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.745237] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.745517] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.745844] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.746081] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.746327] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.746620] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.746865] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.747123] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.747381] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.747614] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.747911] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.748180] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.748416] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.748672] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.748916] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.749213] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.749526] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.749900] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.750240] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.750541] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.750902] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.751199] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.751476] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.751742] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.752051] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.752347] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.752432] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.752671] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.752900] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.753133] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.753424] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.753755] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.754046] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.754330] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.754613] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.754881] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.754954] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.755213] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.755466] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.755756] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.756043] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.756330] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.756604] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.756898] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.757147] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.757413] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.757650] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.757895] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.758212] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.758485] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.758761] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.759039] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.759307] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2026-02-10T20:35:23.759610] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.759902] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.760223] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.760526] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.760855] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.761110] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.761366] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.761622] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.761898] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.762181] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.762483] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.762786] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.763050] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.763358] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.763632] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.763916] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.764190] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.764469] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.764779] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.765104] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.765404] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.765717] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.765988] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.766278] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.766566] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.766858] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.767106] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.767367] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.767641] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.767912] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.768189] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.768448] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.768711] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.768960] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.769275] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.769529] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.769784] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.770057] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.770308] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.770632] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.770878] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.771181] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.771441] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.771693] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.772019] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.772303] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.772592] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.772873] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.773213] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.773522] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.773811] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.774065] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.774367] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.774665] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.774914] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.775163] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.775413] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.775653] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.775968] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.776239] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.776506] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.776808] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.777053] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.777329] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.777594] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.777857] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.778149] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.778417] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.778699] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.779000] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.779293] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.779605] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.779934] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.780199] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.780472] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.780739] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.781043] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.781326] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.781605] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.781868] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.782150] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.782419] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.782677] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.782915] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.783214] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.783516] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.783780] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.784067] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.784298] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.784559] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.784832] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.785098] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.785333] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.785592] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.785826] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.786066] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.786377] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.786684] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.786956] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.787191] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.787452] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.787717] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.787982] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.788288] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.788538] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.788827] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.789063] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.789298] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.789615] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.789863] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.790131] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.790388] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.790644] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.790937] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.791260] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.791520] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.791883] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.792166] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.792466] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.792729] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.792960] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.793213] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.793462] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.793726] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.793957] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.794221] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.794489] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.794811] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.795089] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.795362] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.795610] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2026-02-10T20:35:23.795883] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.796153] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.796451] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.796706] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.796954] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.797185] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.797424] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.797667] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.797899] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.798136] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.798375] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.798626] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.798899] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.799133] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.799420] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.799667] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.799949] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.800235] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.800470] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.800720] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.800986] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.801222] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.801462] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.801723] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.801964] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.802210] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.802519] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.802796] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.803089] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.803381] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.803620] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.803855] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.804150] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.804461] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.804738] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.804991] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.805224] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.805473] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.805712] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.805949] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.806206] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.806492] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.806765] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.807021] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.807260] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.807491] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.807738] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.808021] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.808402] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.808729] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.809016] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2026-02-10T20:35:23.809280] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.809553] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.809883] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.810203] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.810520] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.810821] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.811075] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.811331] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.811602] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.811849] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.812102] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.812350] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.812634] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.812882] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.813128] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.813412] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.813688] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.813951] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.814190] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.814479] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.814769] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.815039] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.815288] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.815540] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.815831] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.816100] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.816363] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.816605] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.816921] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.817276] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.817601] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.817862] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.818124] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.818374] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.818676] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.818926] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.819165] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.819429] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.819718] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.820000] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.820247] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.820515] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.820814] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.821104] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.821396] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.821661] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.821969] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.822242] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.822519] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.822838] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.823118] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.823374] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.823639] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.823935] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.824279] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.824616] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.825629] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.825913] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.826185] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.826448] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.826727] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.826986] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.827289] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2026-02-10T20:35:23.827542] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.827818] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.828051] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.828344] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.828604] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.829660] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.829937] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.830980] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.831281] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.831608] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.831937] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.832230] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2026-02-10T20:35:23.832563] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.832871] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.833176] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.833435] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.833719] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.833974] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.834278] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.834564] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.834833] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.835082] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.835401] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.835694] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.835973] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.836073] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.836339] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.836612] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.836869] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.837285] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.837641] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.837950] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.838266] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.838598] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.838849] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.839088] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.839325] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.839608] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.839848] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.840098] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.840346] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.840605] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.840951] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.841237] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.841537] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.841838] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.842129] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.842484] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.842834] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.843140] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.843413] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.843658] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.843956] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.844260] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.844590] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.844840] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.845098] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.845338] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.845599] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.845876] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.846135] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.846378] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.846624] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.846890] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2026-02-10T20:35:23.847148] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.847439] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.847683] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.847965] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.848686] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.849010] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.849289] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.849614] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.850171] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.850477] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.850740] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.851054] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.851337] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.851606] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.851875] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.852125] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.852424] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.852679] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.852749] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.852981] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.853266] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.853512] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.853789] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.854119] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.854399] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.854669] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.854939] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.855218] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.855491] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.855755] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.856026] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.856312] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.856586] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.856842] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.857090] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.857386] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.857674] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.857947] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.858225] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.858587] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.858873] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.859176] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.859462] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.859736] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.860064] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.860318] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.860614] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.861011] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.861294] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.861606] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.861856] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.862107] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.862355] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.862637] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.862868] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.863116] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.863439] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.863830] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.864086] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.864334] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.864596] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.864843] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.865095] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.865399] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.865647] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.865952] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.866206] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.866482] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.866756] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.867034] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.867401] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.867699] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2026-02-10T20:35:23.867951] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.868245] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.868510] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.868805] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.869061] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.869322] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.869603] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.869849] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.870089] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.870397] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.870639] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.870898] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.871142] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.871418] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.871675] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.871969] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.872247] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.872499] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.872798] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.873136] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.873472] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.873552] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.873804] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.874130] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.874436] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.874682] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.874921] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.875225] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.875494] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.875769] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.876024] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.876260] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.876493] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.876725] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.877010] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.877246] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.877479] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.877736] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.877983] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.878235] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.878487] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.878778] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.879016] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.879249] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.879496] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.879812] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.880069] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.880317] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.880590] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.880839] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.881103] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.881347] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.881601] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.881845] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.882086] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.882331] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.882601] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.882908] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.883164] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2026-02-10T20:35:23.883404] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.883688] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.883970] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.884224] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.884535] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.884853] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.885099] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.885354] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.885606] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.885843] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.886130] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.886379] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.886622] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.886855] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.887112] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.887374] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.887659] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.887968] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.888054] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.888310] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.888557] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.888826] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.889123] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.889388] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.889642] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.889894] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.890148] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2026-02-10T20:35:23.890447] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.890706] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.890950] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.891179] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.891415] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.891684] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.891944] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.892206] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.892462] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.892723] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.892971] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.893280] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.893598] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.893894] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.894141] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.894399] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.894649] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.895027] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.895286] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.895538] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.895802] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.896061] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.896328] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.896565] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.896838] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.897086] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.897358] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.897621] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.897870] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.898136] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.898397] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.898678] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.898930] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.899181] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.899469] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.899807] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.900114] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.900401] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.900687] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.900975] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.901266] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.901594] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.901854] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.902099] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.902344] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.902601] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.902892] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.903154] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.903451] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.903711] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.903998] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.904270] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.904530] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.904811] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.905100] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.905367] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.905603] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.905852] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.906089] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.906334] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.906609] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.906872] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.907135] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.907395] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.907648] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.907886] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.908193] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.908478] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.908762] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.909121] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.909431] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.909722] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.909992] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.910266] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.910526] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.910790] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.911038] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.911886] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.912201] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.912507] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.912854] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.913161] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.913422] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.913668] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.913928] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.914187] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.914427] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.914665] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.914903] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.915156] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2026-02-10T20:35:23.915484] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.915726] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.915976] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.916247] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.916508] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.916801] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.917084] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.917375] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.917673] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.917977] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.918258] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.918554] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.918850] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.919132] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2026-02-10T20:35:23.919405] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.919653] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.919954] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.920249] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.920533] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2026-02-10T20:35:23.920826] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.921089] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.921406] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.921669] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.921985] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.922252] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.922522] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.922804] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.923074] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.923339] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.923588] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.923844] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.924091] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.924372] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.924620] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.924855] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.925108] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.925373] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.925671] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.925963] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.926288] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.926607] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.926856] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.927102] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.927369] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.927638] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.927921] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.928196] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.928464] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.928749] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.928995] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.929333] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.929660] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.929939] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.930271] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.930563] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.930833] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.931101] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.931352] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.931620] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.931895] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2026-02-10T20:35:23.932188] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.932462] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.932728] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.932971] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.933249] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.933523] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.933802] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.934070] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.934320] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.934595] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.934836] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.935073] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.935331] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.935590] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.935881] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.936148] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.936443] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.936686] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.936943] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.937196] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.937522] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.937800] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.938056] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.938356] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.938624] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.938940] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.939220] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.939508] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.939830] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.940133] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.940473] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.940778] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.941056] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.941305] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.941609] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.941857] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.942115] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.942427] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.942693] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.942956] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.943216] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.943532] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.943844] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.944076] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.944385] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.944684] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.945434] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.945720] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.945977] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.946231] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.946497] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.946781] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.947088] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.947364] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.947660] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.947895] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.948166] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.948436] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.948730] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.948965] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.949200] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.949481] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.949791] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.950048] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.950321] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.951377] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.951679] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.951971] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.952263] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.952506] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2026-02-10T20:35:23.952784] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.953094] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.953401] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.953741] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.953993] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.954290] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.954620] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.954906] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.955163] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.955494] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.955782] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2026-02-10T20:35:23.956064] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.956403] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.956683] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.956981] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.957251] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.957518] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.957792] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.958098] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.958407] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.958714] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.959158] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.959495] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.959776] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.960084] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.960401] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.960660] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.960918] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.961233] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.961489] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.961855] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.962119] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.962383] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.962627] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.962885] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.963195] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.963466] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.963722] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.963972] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.964208] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.964467] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.964717] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.965034] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.965284] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.965531] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.965791] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.966042] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.966298] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.966561] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.966847] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.967099] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.967353] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.967658] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.967893] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.968150] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.968441] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.968751] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.969102] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.969376] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.969633] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.969882] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2026-02-10T20:35:23.969954] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.970231] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.970532] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2026-02-10T20:35:23.970883] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.971142] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2026-02-10T20:35:23.971422] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.971675] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.971997] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.972313] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2026-02-10T20:35:23.972597] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.972842] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.973075] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.973307] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.973541] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.973806] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.974050] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2026-02-10T20:35:23.974291] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.974587] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.974855] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2026-02-10T20:35:23.975097] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.975400] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.975647] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.975963] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.976230] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.976498] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.976820] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.977129] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.977458] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.977737] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.978018] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.978307] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.978605] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2026-02-10T20:35:23.978927] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2026-02-10T20:35:23.979211] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.979457] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.979717] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.979958] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.980267] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.980517] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.980791] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.981076] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.981325] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.981593] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.981828] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2026-02-10T20:35:23.982129] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.982393] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.982646] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2026-02-10T20:35:23.982926] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2026-02-10T20:35:23.983175] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.983425] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.983719] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.984006] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2026-02-10T20:35:23.984264] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.984519] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.984778] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.985084] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2026-02-10T20:35:23.985366] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2026-02-10T20:35:23.985635] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.985896] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2026-02-10T20:35:23.986178] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2026-02-10T20:35:23.986454] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.986753] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.987193] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.987632] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.987972] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.988328] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.988647] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.989021] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.989329] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.989683] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2026-02-10T20:35:23.990056] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.990359] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.990638] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.990889] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.991130] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.991429] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2026-02-10T20:35:23.991702] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2026-02-10T20:35:23.992024] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.992362] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2026-02-10T20:35:23.992667] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.992981] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.993241] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.993504] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2026-02-10T20:35:23.993839] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2026-02-10T20:35:23.994081] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2026-02-10T20:35:23.994364] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.994652] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.994939] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2026-02-10T20:35:23.995225] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.995480] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.995741] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.995989] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2026-02-10T20:35:23.996287] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2026-02-10T20:35:23.996534] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2026-02-10T20:35:23.996811] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2026-02-10T20:35:23.997061] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.997316] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.997600] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.997870] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2026-02-10T20:35:23.998189] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2026-02-10T20:35:23.998505] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.998798] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2026-02-10T20:35:23.999091] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.999367] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2026-02-10T20:35:23.999667] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2026-02-10T20:35:23.999934] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.000226] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.000479] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.000723] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.000984] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.001249] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.001500] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.001753] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2026-02-10T20:35:24.002223] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.002514] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.002795] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.003114] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.003410] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2026-02-10T20:35:24.003666] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.003902] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2026-02-10T20:35:24.004136] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2026-02-10T20:35:24.004371] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.004630] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.004880] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.005170] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.005399] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.005651] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2026-02-10T20:35:24.005916] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.006211] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.006509] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.006785] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.007080] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.007344] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.007599] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.007682] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.007938] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.008196] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.008461] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.008755] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.009042] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.009313] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.009627] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.009924] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.010223] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.010556] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.010853] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.011175] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.011422] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.011698] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2026-02-10T20:35:24.012004] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2026-02-10T20:35:24.012249] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.012499] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.012752] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.012982] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.013215] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.013443] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.013673] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.013925] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.014167] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.014429] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2026-02-10T20:35:24.014694] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.014952] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2026-02-10T20:35:24.015250] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.015502] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.015854] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.016143] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.016420] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.016672] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.016758] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.017013] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.017247] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.017478] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.017707] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2026-02-10T20:35:24.017997] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.021850] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.022283] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.022655] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.022988] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.023315] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.023643] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.023959] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.024253] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.024538] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.024865] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.025156] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.025441] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.025743] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.026026] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.026415] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.026770] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2026-02-10T20:35:24.027126] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2026-02-10T20:35:24.027436] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.027714] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.027980] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.028321] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.028623] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2026-02-10T20:35:24.028890] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.029144] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2026-02-10T20:35:24.029406] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2026-02-10T20:35:24.029727] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2026-02-10T20:35:24.029976] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.030214] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.030464] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.030721] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.030958] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.031254] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.031507] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.031781] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.032026] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.032287] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.032530] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.032800] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.033084] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.033348] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.033626] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.033873] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.034107] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.034346] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2026-02-10T20:35:24.034604] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.034843] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.035076] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2026-02-10T20:35:24.035329] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.035563] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.035820] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.036075] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.036313] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.036887] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.037249] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.038228] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.038849] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.039208] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.039465] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.039732] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.040008] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.040288] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.040863] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.041727] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.042364] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2026-02-10T20:35:24.043096] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2026-02-10T20:35:24.043360] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.043613] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.043861] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.044130] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.044382] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.044922] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.045466] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.046594] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.047396] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.047719] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.048144] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.048396] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.048645] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.048922] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.049170] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.049414] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.049679] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.050039] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.050316] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.050624] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.050913] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2026-02-10T20:35:24.051225] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.051507] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.051767] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2026-02-10T20:35:24.052026] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.052275] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.052516] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.052890] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.053193] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2026-02-10T20:35:24.053505] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2026-02-10T20:35:24.053823] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.054091] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.054443] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2026-02-10T20:35:24.054745] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.055039] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.055301] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.055608] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.055860] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.056142] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.056400] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.056654] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.056962] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.057237] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.057600] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.057937] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.058227] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.058496] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.058742] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.059025] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.059276] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.059529] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.059807] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.060064] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.060298] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.060540] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.060932] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.061224] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.061606] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.061862] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.062161] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.062428] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.062811] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.063080] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.063437] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.063770] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.064049] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.064360] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.064717] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.064972] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.065234] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.065500] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.065799] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.066049] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2026-02-10T20:35:24.066292] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.066529] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.066791] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.067076] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.067324] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.067590] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2026-02-10T20:35:24.067844] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.068096] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2026-02-10T20:35:24.068467] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.068734] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.068999] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.069307] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2026-02-10T20:35:24.069566] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.069880] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.070132] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.070405] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2026-02-10T20:35:24.070793] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2026-02-10T20:35:24.071068] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.071354] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.071748] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.072034] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2026-02-10T20:35:24.072280] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.072562] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.072860] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.073122] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.073358] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.073612] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.073854] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2026-02-10T20:35:24.074117] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.074355] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.074606] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.074844] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.075146] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.075382] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.075647] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.075897] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.076164] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.076437] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.076681] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.076915] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.077146] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.077379] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2026-02-10T20:35:24.077630] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.077921] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.078175] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.078420] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2026-02-10T20:35:24.078671] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.078919] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.079251] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.079670] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.079940] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2026-02-10T20:35:24.080209] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2026-02-10T20:35:24.080478] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2026-02-10T20:35:24.080747] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.081002] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2026-02-10T20:35:24.081258] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.081500] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.081767] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.082011] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.082273] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.082528] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.082786] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.083039] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.083292] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.083539] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.083817] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.084118] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.084396] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.084666] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.084922] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.085208] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2026-02-10T20:35:24.085491] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.085837] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.086184] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2026-02-10T20:35:24.086442] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.086727] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.087011] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.087321] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2026-02-10T20:35:24.087620] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.087898] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.088190] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.088467] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.088747] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.089014] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.089281] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.089615] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.090000] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.090335] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.090620] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.090915] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.091305] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2026-02-10T20:35:24.091588] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.091845] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.092129] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2026-02-10T20:35:24.092397] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.092688] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.092971] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.093253] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.093600] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.093842] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.094088] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.094364] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.094624] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.094931] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.095181] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2026-02-10T20:35:24.095447] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.095848] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.096115] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.096422] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.096673] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.096918] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.097175] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.097496] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.097774] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.098023] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2026-02-10T20:35:24.098362] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.098614] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.098852] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.099080] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.099326] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.099590] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.099824] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.100064] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.100317] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.100588] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.100840] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.101077] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2026-02-10T20:35:24.101313] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.101558] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.101968] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.102289] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.102609] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2026-02-10T20:35:24.102883] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.103156] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.103405] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2026-02-10T20:35:24.103647] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.103989] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.104233] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.104476] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.104723] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.104964] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.105257] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.106061] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.106367] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.106620] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.106906] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.107153] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.107407] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.107658] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.108002] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.108333] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.108704] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.109064] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.109329] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.109646] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.109902] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.110163] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.110475] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.110726] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.110821] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.111140] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.111390] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.111762] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.112046] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2026-02-10T20:35:24.112300] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.112591] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.112925] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.113258] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.113566] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.113902] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.114158] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.114462] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.114720] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.115007] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.115295] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.115559] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2026-02-10T20:35:24.115880] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.116112] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2026-02-10T20:35:24.116365] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.116598] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.116952] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.117211] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.117525] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2026-02-10T20:35:24.117858] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.118124] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.118403] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.118830] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.119167] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2026-02-10T20:35:24.119566] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.119899] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2026-02-10T20:35:24.120199] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.120479] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.120934] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.121227] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.121510] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2026-02-10T20:35:24.121888] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.122152] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.122550] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2026-02-10T20:35:24.122876] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2026-02-10T20:35:24.123159] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.123476] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.123738] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.124063] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.124439] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.124701] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.124964] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2026-02-10T20:35:24.125341] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.125704] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2026-02-10T20:35:24.125954] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.126206] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2026-02-10T20:35:24.126529] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.126801] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2026-02-10T20:35:24.127043] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.127301] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.127680] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.127972] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.128287] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2026-02-10T20:35:24.128533] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.128829] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.129127] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2026-02-10T20:35:24.129388] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.129621] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.129988] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2026-02-10T20:35:24.130407] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.130675] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2026-02-10T20:35:24.130952] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.131221] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.131464] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.131761] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.131837] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2026-02-10T20:35:24.132172] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.132261] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2026-02-10T20:35:24.132546] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2026-02-10T20:35:24.132836] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2026-02-10T20:35:24.133110] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.133358] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.133674] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2026-02-10T20:35:24.133934] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.134201] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2026-02-10T20:35:24.134463] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.134710] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.134940] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2026-02-10T20:35:24.135206] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.135440] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2026-02-10T20:35:24.135735] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2026-02-10T20:35:24.136021] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2026-02-10T20:35:24.136253] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.136604] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2026-02-10T20:35:24.136971] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2026-02-10T20:35:24.137219] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2026-02-10T20:35:24.137472] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.137781] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2026-02-10T20:35:24.138052] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2026-02-10T20:35:24.138381] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2026-02-10T20:35:24.138705] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2026-02-10T20:35:24.139032] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2026-02-10T20:35:24.140878] [INFO ] [LOCAL     ] Saved consolidated report: 3416 forecasts -> ./output/forecasts/full/2026-02-11.txt
[2026-02-10T20:35:24.140948] [INFO ] [sig       ] [83/83] Successfully generated report for 2026-02-11: 3416 entries
[2026-02-10T20:35:24.140996] [INFO ] [sig       ] ==================================================
[2026-02-10T20:35:24.141034] [INFO ] [sig       ] Report generation complete: 83/83 reports succeeded
[2026-02-10T20:35:25.647019] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2026-02-10T20:35:25.647191] [INFO ] [sig       ] Email notification sent
[2026-02-10T20:35:25.648562] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2026-02-10T20:35:25.648760] [INFO ] [STATE     ] Last completion updated: 2026-02-10T20:35:25.648646